fixed test

this code was moved to https://gitea.tmmworkshop.com/Nornsight/weave

.github/workflows/build_systems.yml

@@ -23,6 +23,6 @@ jobs:
     steps:
       - uses: actions/checkout@v4
       - name: Build default package
-        run: "nixos-rebuild build --flake ./#${{ matrix.system }}"
+        run: "nixos-rebuild build --accept-flake-config --flake ./#${{ matrix.system }}"
       - name: copy to nix-cache
         run: nix copy --accept-flake-config --to unix:///host-nix/var/nix/daemon-socket/socket .#nixosConfigurations.${{ matrix.system }}.config.system.build.toplevel

.github/workflows/fix_eval_warnings.yml

@@ -1,30 +0,0 @@
-name: fix_eval_warnings
-on:
-  workflow_run:
-    workflows: ["build_systems"]
-    types: [completed]
-
-jobs:
-  check-warnings:
-    if: >-
-      github.event.workflow_run.conclusion != 'cancelled' &&
-      github.event.workflow_run.head_branch == 'main' &&
-      (github.event.workflow_run.event == 'push' || github.event.workflow_run.event == 'schedule')
-    runs-on: self-hosted
-    permissions:
-      contents: write
-      pull-requests: write
-
-    steps:
-      - uses: actions/checkout@v4
-
-      - name: Fix eval warnings
-        env:
-          GH_TOKEN: ${{ secrets.GH_TOKEN_FOR_UPDATES }}
-        run: >-
-          nix develop .#devShells.x86_64-linux.default -c
-          python -m python.eval_warnings.main
-          --run-id "${{ github.event.workflow_run.id }}"
-          --repo "${{ github.repository }}"
-          --ollama-url "${{ secrets.OLLAMA_URL }}"
-          --run-url "${{ github.event.workflow_run.html_url }}"

.github/workflows/merge_flake_lock_update.yml

@@ -6,24 +6,18 @@ on:
 
 jobs:
   merge:
-    runs-on: ubuntu-latest
+    runs-on: self-hosted
 
     permissions:
       contents: write
       pull-requests: write
 
     steps:
-      - name: Checkout repository
-        uses: actions/checkout@v4
-
       - name: merge_flake_lock_update
-        run: |
-          pr_number=$(gh pr list --state open --author RichieCahill --label flake_lock_update --json number --jq '.[0].number')
-          echo "pr_number=$pr_number" >> $GITHUB_ENV
-          if [ -n "$pr_number" ]; then
-            gh pr merge "$pr_number" --rebase
-          else
-            echo "No open PR found with label flake_lock_update"
-          fi
+        run: >-
+          nix develop .#devShells.x86_64-linux.default -c
+          python -m python.gitea_flake_lock merge
+          --repo "${{ github.repository }}"
         env:
-          GITHUB_TOKEN: ${{ secrets.GH_TOKEN_FOR_UPDATES }}
+          GITEA_TOKEN: ${{ secrets.GITEA_TOKEN }}
+          GITEA_URL: https://gitea.tmmworkshop.com

.github/workflows/pytest.yml

@@ -1,13 +1,13 @@
 name: pytest
 
 on:
+  workflow_dispatch:
   push:
     branches:
       - main
   pull_request:
     branches:
       - main
-  merge_group:
 
 jobs:
   pytest:

.github/workflows/update-flake-lock.yml

@@ -6,18 +6,21 @@ on:
 
 jobs:
   lockfile:
-    runs-on: ubuntu-latest
+    runs-on: self-hosted
+    permissions:
+      actions: write
+      contents: write
+      pull-requests: write
     steps:
       - name: Checkout repository
         uses: actions/checkout@v4
-      - name: Install Nix
-        uses: DeterminateSystems/nix-installer-action@main
       - name: Update flake.lock
-        uses: DeterminateSystems/update-flake-lock@main
-        with:
-          token: ${{ secrets.GH_TOKEN_FOR_UPDATES }}
-          pr-title: "Update flake.lock"
-          pr-labels: |
-            dependencies
-            automated
-            flake_lock_update
+        run: nix flake update
+      - name: Create or update flake.lock PR
+        env:
+          GITEA_TOKEN: ${{ secrets.GITEA_TOKEN }}
+          GITEA_URL: https://gitea.tmmworkshop.com
+        run: >-
+          nix develop .#devShells.x86_64-linux.default -c
+          python -m python.gitea_flake_lock update
+          --repo "${{ github.repository }}"

.gitignore

@@ -169,3 +169,7 @@ test.*
 # Frontend build output
 frontend/dist/
 frontend/node_modules/
+
+# data from testing llms
+data/*
+.ebook_search_bm25

.vscode/settings.json

@@ -40,7 +40,6 @@
     "cgroupdriver",
     "charliermarsh",
     "Checkpointing",
-    "cloudflared",
     "codellama",
     "codezombiech",
     "compactmode",
@@ -204,6 +203,7 @@
     "peerconnection",
     "PESKYFOX",
     "PGID",
+    "pgvector",
     "pipewire",
     "pkgs",
     "plugdev",
@@ -308,6 +308,7 @@
     "usernamehw",
     "userprefs",
     "vaninventory",
+    "vdev",
     "vfat",
     "victron",
     "virt",

AGENTS.md

@@ -1,12 +0,0 @@
-## Dev environment tips
-
-- use treefmt to format all files
-- make python code ruff compliant
-- use pytest to test python code
-- always use the minimum amount of complexity
-- if judgment calls are easy to reverse make them. if not ask me first
-- Match existing code style.
-- Use builtin helpers getenv() over os.environ.get.
-- Prefer single-purpose functions over “do everything” helpers.
-- Avoid compatibility branches like PG_USER and POSTGRESQL_URL unless requested.
-- Keep helpers only if reused or they simplify the code otherwise inline.

common/global/default.nix

@@ -23,7 +23,10 @@
   boot = {
     tmp.useTmpfs = true;
     kernelPackages = lib.mkDefault pkgs.linuxPackages_6_12;
-    zfs.package = lib.mkDefault pkgs.zfs_2_4;
+    zfs = {
+      package = lib.mkDefault pkgs.zfs_2_4;
+      forceImportRoot = lib.mkDefault false;
+    };
   };
 
   hardware.enableRedistributableFirmware = true;
@@ -37,10 +40,17 @@
 
   nixpkgs = {
     overlays = builtins.attrValues outputs.overlays;
-    config.allowUnfree = true;
+    config = {
+      allowUnfree = true;
+      permittedInsecurePackages = [
+        "openssl-1.1.1w" # This is for discord-canary
+      ];
+    };
   };
 
   services = {
+    dbus.implementation = "dbus";
+
     # firmware update
     fwupd.enable = true;
 

common/global/nix.nix

@@ -34,6 +34,7 @@ in
       warn-dirty = false;
       flake-registry = ""; # disable global flake registries
       connect-timeout = 10;
+      download-buffer-size = 536870912;
       fallback = true;
     };
 

common/optional/brain_substituter.nix

@@ -0,0 +1,6 @@
+{
+  nix.settings = {
+    trusted-substituters = [ "http://192.168.95.35:5000" ];
+    substituters = [ "http://192.168.95.35:5000/?priority=1&want-mass-query=true" ];
+  };
+}

common/optional/monitoring-agent.nix

@@ -0,0 +1,256 @@
+{
+  config,
+  lib,
+  pkgs,
+  ...
+}:
+let
+  monitoringInterface = "ztwfunumly";
+  nodeTextfileDir = "/var/lib/prometheus-node-exporter-textfile";
+
+  mkProcessNameTemplate =
+    perPid: template: if perPid then "${template}:{{.PID}}:{{.StartTime}}" else template;
+
+  mkProcessMatchers = perPid: [
+    {
+      name = mkProcessNameTemplate perPid "{{.Username}}:{{.Matches.Module}}";
+      cmdline = [ "^/nix/store[^ ]*/bin/python[^ ]* -m (?P<Module>[^ ]+)" ];
+    }
+    {
+      name = mkProcessNameTemplate perPid "{{.Username}}:{{.Matches.Wrapped}}";
+      cmdline = [
+        "^/nix/store[^ ]*/bin/python[^ ]* /nix/store[^ ]*/bin/\\.?(?P<Wrapped>[^ /]+?)(?:-wrapped)?(?:\\s|$)"
+      ];
+    }
+    {
+      name = mkProcessNameTemplate perPid "{{.Username}}:{{.Matches.Wrapped}}";
+      cmdline = [
+        "^/nix/store[^ ]*/bin/node /nix/store[^ ]*-(?P<Wrapped>[A-Za-z0-9._+-]+)-[0-9][^ /]*/"
+      ];
+    }
+    {
+      name = mkProcessNameTemplate perPid "{{.Username}}:{{.Matches.Wrapped}}";
+      cmdline = [ "^/nix/store[^ ]*/(?:bin/|lib/[^ ]*/)?\\.?(?P<Wrapped>[^ /]+?)(?:-wrapped)?(?:\\s|$)" ];
+    }
+    {
+      name = mkProcessNameTemplate perPid "{{.Username}}:{{.ExeBase}}";
+      cmdline = [ ".+" ];
+    }
+  ];
+
+  perPidConfig = pkgs.writeText "process-exporter-per-pid.yaml" (
+    builtins.toJSON {
+      process_names = mkProcessMatchers true;
+    }
+  );
+
+  zpoolLatencyScript = pkgs.writeShellScript "zpool-latency-exporter" ''
+        set -euo pipefail
+
+        out_dir=${lib.escapeShellArg nodeTextfileDir}
+        host=${lib.escapeShellArg config.networking.hostName}
+        tmp_file="$(mktemp "$out_dir/zpool.prom.XXXXXX")"
+        trap 'rm -f "$tmp_file"' EXIT
+
+        pools="$(zpool list -H -o name | paste -sd, -)"
+
+        cat >"$tmp_file" <<'EOF'
+    # HELP zpool_iostat_total_wait_read_ns Average total read wait time reported by zpool iostat.
+    # TYPE zpool_iostat_total_wait_read_ns gauge
+    # HELP zpool_iostat_total_wait_write_ns Average total write wait time reported by zpool iostat.
+    # TYPE zpool_iostat_total_wait_write_ns gauge
+    # HELP zpool_iostat_disk_wait_read_ns Average disk read wait time reported by zpool iostat.
+    # TYPE zpool_iostat_disk_wait_read_ns gauge
+    # HELP zpool_iostat_disk_wait_write_ns Average disk write wait time reported by zpool iostat.
+    # TYPE zpool_iostat_disk_wait_write_ns gauge
+    # HELP zpool_iostat_syncq_wait_read_ns Average synchronous queue read wait time reported by zpool iostat.
+    # TYPE zpool_iostat_syncq_wait_read_ns gauge
+    # HELP zpool_iostat_syncq_wait_write_ns Average synchronous queue write wait time reported by zpool iostat.
+    # TYPE zpool_iostat_syncq_wait_write_ns gauge
+    # HELP zpool_iostat_asyncq_wait_read_ns Average asynchronous queue read wait time reported by zpool iostat.
+    # TYPE zpool_iostat_asyncq_wait_read_ns gauge
+    # HELP zpool_iostat_asyncq_wait_write_ns Average asynchronous queue write wait time reported by zpool iostat.
+    # TYPE zpool_iostat_asyncq_wait_write_ns gauge
+    EOF
+
+        zpool iostat -Hplvy -y 1 1 | awk -F '\t' -v host="$host" -v pools="$pools" '
+          function esc(str, out) {
+            out = str
+            gsub(/\\/, "\\\\", out)
+            gsub(/"/, "\\\"", out)
+            return out
+          }
+
+          function emit(metric, pool, vdev, value) {
+            if (value == "" || value == "-") {
+              return
+            }
+
+            printf "%s{host=\"%s\",pool=\"%s\",vdev=\"%s\"} %s\n",
+              metric,
+              esc(host),
+              esc(pool),
+              esc(vdev),
+              value
+          }
+
+          BEGIN {
+            split(pools, pool_names, ",")
+            for (idx in pool_names) {
+              if (pool_names[idx] != "") {
+                known_pools[pool_names[idx]] = 1
+              }
+            }
+          }
+
+          NF == 0 {
+            next
+          }
+
+          {
+            row_name = $1
+
+            if (row_name in known_pools) {
+              current_pool = row_name
+              current_vdev = "_pool"
+            } else if (current_pool == "") {
+              next
+            } else {
+              current_vdev = row_name
+            }
+
+            emit("zpool_iostat_total_wait_read_ns", current_pool, current_vdev, $8)
+            emit("zpool_iostat_total_wait_write_ns", current_pool, current_vdev, $9)
+            emit("zpool_iostat_disk_wait_read_ns", current_pool, current_vdev, $10)
+            emit("zpool_iostat_disk_wait_write_ns", current_pool, current_vdev, $11)
+            emit("zpool_iostat_syncq_wait_read_ns", current_pool, current_vdev, $12)
+            emit("zpool_iostat_syncq_wait_write_ns", current_pool, current_vdev, $13)
+            emit("zpool_iostat_asyncq_wait_read_ns", current_pool, current_vdev, $14)
+            emit("zpool_iostat_asyncq_wait_write_ns", current_pool, current_vdev, $15)
+          }
+        ' >>"$tmp_file"
+
+        mv "$tmp_file" "$out_dir/zpool.prom"
+        trap - EXIT
+  '';
+in
+{
+  networking.firewall.interfaces.${monitoringInterface}.allowedTCPPorts = [
+    9100
+    9134
+    9256
+    9257
+    9633
+  ];
+
+  services.prometheus.exporters = {
+    node = {
+      enable = true;
+      enabledCollectors = [
+        "pressure"
+        "processes"
+        "systemd"
+      ];
+      extraFlags = [ "--collector.textfile.directory=${nodeTextfileDir}" ];
+    };
+
+    process = {
+      enable = true;
+      user = "root";
+      group = "root";
+      settings.process_names = mkProcessMatchers false;
+      extraFlags = [
+        "-gather-smaps=false"
+        "-remove-empty-groups=true"
+        "-threads=false"
+      ];
+    };
+
+    smartctl.enable = true;
+    zfs.enable = true;
+  };
+
+  programs.atop = {
+    enable = true;
+    atopService.enable = true;
+    atopRotateTimer.enable = true;
+    atopacctService.enable = true;
+    settings.interval = 30;
+  };
+
+  systemd = {
+    services = {
+      prometheus-process-pid-exporter = {
+        description = "Prometheus process exporter with per-PID naming";
+        wantedBy = [ "multi-user.target" ];
+        after = [ "network.target" ];
+        serviceConfig = {
+          ExecStart = ''
+            ${pkgs.prometheus-process-exporter}/bin/process-exporter \
+              --web.listen-address 0.0.0.0:9257 \
+              --config.path ${perPidConfig} \
+              -children=false \
+              -gather-smaps=false \
+              -remove-empty-groups=true \
+              -threads=false
+          '';
+          User = "root";
+          Group = "root";
+          Restart = "always";
+          WorkingDirectory = "/tmp";
+          CapabilityBoundingSet = [ "" ];
+          DeviceAllow = [ "" ];
+          LockPersonality = true;
+          MemoryDenyWriteExecute = true;
+          NoNewPrivileges = true;
+          PrivateDevices = true;
+          PrivateTmp = true;
+          ProtectClock = true;
+          ProtectControlGroups = true;
+          ProtectHome = true;
+          ProtectHostname = true;
+          ProtectKernelLogs = true;
+          ProtectKernelModules = true;
+          ProtectKernelTunables = true;
+          ProtectSystem = "strict";
+          RemoveIPC = true;
+          RestrictAddressFamilies = [
+            "AF_INET"
+            "AF_INET6"
+          ];
+          RestrictNamespaces = true;
+          RestrictRealtime = true;
+          RestrictSUIDSGID = true;
+          SystemCallArchitectures = "native";
+          UMask = "0077";
+        };
+      };
+
+      zpool-latency-exporter = {
+        description = "Exports ZFS latency metrics for node_exporter textfile collection";
+        after = [ "zfs-import.target" ];
+        requires = [ "zfs-import.target" ];
+        path = [
+          config.boot.zfs.package
+          pkgs.coreutils
+          pkgs.gawk
+        ];
+        serviceConfig = {
+          Type = "oneshot";
+          ExecStart = zpoolLatencyScript;
+        };
+      };
+    };
+
+    timers.zpool-latency-exporter = {
+      wantedBy = [ "timers.target" ];
+      timerConfig = {
+        OnBootSec = "2m";
+        OnUnitActiveSec = "60s";
+        Unit = "zpool-latency-exporter.service";
+      };
+    };
+
+    tmpfiles.rules = [ "d ${nodeTextfileDir} 0755 root root - -" ];
+  };
+}

common/optional/syncthing_base.nix

@@ -12,7 +12,7 @@
       brain.id = "SSCGIPI-IV3VYKB-TRNIJE3-COV4T2H-CDBER7F-I2CGHYA-NWOEUDU-3T5QAAN"; # cspell:disable-line
       ipad.id = "KI76T3X-SFUGV2L-VSNYTKR-TSIUV5L-SHWD3HE-GQRGRCN-GY4UFMD-CW6Z6AX"; # cspell:disable-line
       jeeves.id = "ICRHXZW-ECYJCUZ-I4CZ64R-3XRK7CG-LL2HAAK-FGOHD22-BQA4AI6-5OAL6AG"; # cspell:disable-line
-      phone.id = "TBRULKD-7DZPGGZ-F6LLB7J-MSO54AY-7KLPBIN-QOFK6PX-W2HBEWI-PHM2CQI"; # cspell:disable-line
+      phone.id = "JPVQKQW-CFXOJXT-Q5G5F3H-QIDHDRE-GKHPTQB-GXZUQSP-U7FR7F7-INP3AAH"; # cspell:disable-line
       rhapsody-in-green.id = "ASL3KC4-3XEN6PA-7BQBRKE-A7JXLI6-DJT43BY-Q4WPOER-7UALUAZ-VTPQ6Q4"; # cspell:disable-line
     };
   };

common/optional/update.nix

@@ -4,7 +4,7 @@
     flags = [ "--accept-flake-config" ];
     randomizedDelaySec = "1h";
     persistent = true;
-    flake = "github:RichieCahill/dotfiles";
+    flake = "git+https://gitea.tmmworkshop.com/richie/dotfiles?ref=main";
     allowReboot = true;
     dates = "Sat *-*-* 06:00:00";
   };

docs/zfs_failed_root_import_recovry.md

@@ -0,0 +1,76 @@
+# ZFS failed root import recovery
+
+## Fast path
+
+If the machine fails to boot because ZFS refuses to import `root_pool`:
+
+### GRUB
+
+1. At the bootloader menu, select the normal NixOS entry.
+2. Press `e`.
+3. Find the line that starts with `linux`.
+4. Append this to the end of that line:
+
+```text
+zfs_force=1
+```
+
+5. Boot once with `Ctrl+x` or `F10`.
+
+### systemd-boot
+
+1. At the bootloader menu, highlight the normal NixOS entry.
+2. Press `e`.
+3. Append this to the end of the options line:
+
+```text
+zfs_force=1
+```
+
+4. Press `Enter` to boot once.
+
+## After boot
+
+Run:
+
+```bash
+sudo zpool status
+sudo zpool import
+journalctl -b | rg "ZFS|zfs|import|root_pool"
+```
+
+## Expected result
+
+`sudo zpool status` should show `root_pool` as `ONLINE`.
+
+## Reboot test
+
+Run:
+
+```bash
+sudo reboot
+```
+
+Do not add `zfs_force=1` the second time.
+
+## If it still fails
+
+Boot once more with:
+
+```text
+zfs_force=1
+```
+
+Then run:
+
+```bash
+sudo zpool status -v
+sudo zpool history | tail -n 50
+journalctl -b | rg "ZFS|zfs|import|root_pool"
+```
+
+## Notes
+
+- Root pool name is `root_pool`.
+- This is a one-time recovery path after disk moves, controller changes, dirty exports, or interrupted imports.
+- Some hosts also need the LUKS unlock USB key inserted before boot.

flake.lock

@@ -8,11 +8,11 @@
       },
       "locked": {
         "dir": "pkgs/firefox-addons",
-        "lastModified": 1772824881,
-        "narHash": "sha256-NqX+JCA8hRV3GoYrsqnHB2IWKte1eQ8NK2WVbJkORcw=",
+        "lastModified": 1781150628,
+        "narHash": "sha256-b4mp8l3qWuSCyYYo9HSngDtcB3PpecYiOXjULrjwwlw=",
         "owner": "rycee",
         "repo": "nur-expressions",
-        "rev": "07e1616c9b13fe4794dad4bcc33cd7088c554465",
+        "rev": "753319310f4673a2dabbfab87482187b40bf9bac",
         "type": "gitlab"
       },
       "original": {
@@ -29,11 +29,11 @@
         ]
       },
       "locked": {
-        "lastModified": 1772807318,
-        "narHash": "sha256-Qjw6ILt8cb2HQQpCmWNLMZZ63wEo1KjTQt+1BcQBr7k=",
+        "lastModified": 1781189114,
+        "narHash": "sha256-5inaamLgUMWy+MOBE9ChF9QAF1o/74LFuHkI0W/9rqc=",
         "owner": "nix-community",
         "repo": "home-manager",
-        "rev": "daa2c221320809f5514edde74d0ad0193ad54ed8",
+        "rev": "486595d2cf49cfcd649b58a284fa11ac0e34da22",
         "type": "github"
       },
       "original": {
@@ -43,12 +43,15 @@
       }
     },
     "nixos-hardware": {
+      "inputs": {
+        "nixpkgs": "nixpkgs"
+      },
       "locked": {
-        "lastModified": 1771969195,
-        "narHash": "sha256-qwcDBtrRvJbrrnv1lf/pREQi8t2hWZxVAyeMo7/E9sw=",
+        "lastModified": 1781168557,
+        "narHash": "sha256-LOnLQ2tpYF9gqIDDr3+j3DbpJJr/QCH6zPRT2GzEUOE=",
         "owner": "nixos",
         "repo": "nixos-hardware",
-        "rev": "41c6b421bdc301b2624486e11905c9af7b8ec68e",
+        "rev": "6358ff76821101c178e3ab4919a62799bfe3652e",
         "type": "github"
       },
       "original": {
@@ -60,27 +63,24 @@
     },
     "nixpkgs": {
       "locked": {
-        "lastModified": 1772624091,
-        "narHash": "sha256-QKyJ0QGWBn6r0invrMAK8dmJoBYWoOWy7lN+UHzW1jc=",
-        "owner": "nixos",
-        "repo": "nixpkgs",
-        "rev": "80bdc1e5ce51f56b19791b52b2901187931f5353",
-        "type": "github"
+        "lastModified": 1767892417,
+        "narHash": "sha256-8bW3q88CEg2u4hSP66Vf4lpbLonHz7hqDNBMcCY7E9U=",
+        "rev": "3497aa5c9457a9d88d71fa93a4a8368816fbeeba",
+        "type": "tarball",
+        "url": "https://releases.nixos.org/nixos/unstable/nixos-26.05pre924538.3497aa5c9457/nixexprs.tar.xz"
       },
       "original": {
-        "owner": "nixos",
-        "ref": "nixos-unstable",
-        "repo": "nixpkgs",
-        "type": "github"
+        "type": "tarball",
+        "url": "https://channels.nixos.org/nixos-unstable/nixexprs.tar.xz"
       }
     },
     "nixpkgs-master": {
       "locked": {
-        "lastModified": 1772842888,
-        "narHash": "sha256-bQRYIwRb9xuEMHTLd5EzjHhYMKzbUbIo7abFV84iUjM=",
+        "lastModified": 1781229721,
+        "narHash": "sha256-ORvqDbb/LYxiJljGIejapjkc/kJbVote2N1WSb9W45I=",
         "owner": "nixos",
         "repo": "nixpkgs",
-        "rev": "af5157af67f118e13172750f63012f199b61e3a1",
+        "rev": "173d0ad7a974f8543a9ab01d2271b2e290341b33",
         "type": "github"
       },
       "original": {
@@ -106,12 +106,28 @@
         "type": "github"
       }
     },
+    "nixpkgs_2": {
+      "locked": {
+        "lastModified": 1781074563,
+        "narHash": "sha256-md8WlXOlfnIeHeOScMTTHFyf2d6iaTwPl2apR5EQ3P4=",
+        "owner": "nixos",
+        "repo": "nixpkgs",
+        "rev": "9ae611a455b90cf061d8f332b977e387bda8e1ca",
+        "type": "github"
+      },
+      "original": {
+        "owner": "nixos",
+        "ref": "nixos-unstable",
+        "repo": "nixpkgs",
+        "type": "github"
+      }
+    },
     "root": {
       "inputs": {
         "firefox-addons": "firefox-addons",
         "home-manager": "home-manager",
         "nixos-hardware": "nixos-hardware",
-        "nixpkgs": "nixpkgs",
+        "nixpkgs": "nixpkgs_2",
         "nixpkgs-master": "nixpkgs-master",
         "nixpkgs-stable": "nixpkgs-stable",
         "sops-nix": "sops-nix",
@@ -125,11 +141,11 @@
         ]
       },
       "locked": {
-        "lastModified": 1772495394,
-        "narHash": "sha256-hmIvE/slLKEFKNEJz27IZ8BKlAaZDcjIHmkZ7GCEjfw=",
+        "lastModified": 1780547341,
+        "narHash": "sha256-Gq8KNx5A7hBB3uGJaj6eQfLDIz5YdLu92gqBcvHvoUo=",
         "owner": "Mic92",
         "repo": "sops-nix",
-        "rev": "1d9b98a29a45abe9c4d3174bd36de9f28755e3ff",
+        "rev": "9ed65852b6257fbeae4355bc24ecfea307ca759a",
         "type": "github"
       },
       "original": {

frontend/.gitignore

@@ -1,24 +0,0 @@
-# Logs
-logs
-*.log
-npm-debug.log*
-yarn-debug.log*
-yarn-error.log*
-pnpm-debug.log*
-lerna-debug.log*
-
-node_modules
-dist
-dist-ssr
-*.local
-
-# Editor directories and files
-.vscode/*
-!.vscode/extensions.json
-.idea
-.DS_Store
-*.suo
-*.ntvs*
-*.njsproj
-*.sln
-*.sw?

frontend/README.md

@@ -1,73 +0,0 @@
-# React + TypeScript + Vite
-
-This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules.
-
-Currently, two official plugins are available:
-
-- [@vitejs/plugin-react](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react) uses [Babel](https://babeljs.io/) (or [oxc](https://oxc.rs) when used in [rolldown-vite](https://vite.dev/guide/rolldown)) for Fast Refresh
-- [@vitejs/plugin-react-swc](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react-swc) uses [SWC](https://swc.rs/) for Fast Refresh
-
-## React Compiler
-
-The React Compiler is not enabled on this template because of its impact on dev & build performances. To add it, see [this documentation](https://react.dev/learn/react-compiler/installation).
-
-## Expanding the ESLint configuration
-
-If you are developing a production application, we recommend updating the configuration to enable type-aware lint rules:
-
-```js
-export default defineConfig([
-  globalIgnores(['dist']),
-  {
-    files: ['**/*.{ts,tsx}'],
-    extends: [
-      // Other configs...
-
-      // Remove tseslint.configs.recommended and replace with this
-      tseslint.configs.recommendedTypeChecked,
-      // Alternatively, use this for stricter rules
-      tseslint.configs.strictTypeChecked,
-      // Optionally, add this for stylistic rules
-      tseslint.configs.stylisticTypeChecked,
-
-      // Other configs...
-    ],
-    languageOptions: {
-      parserOptions: {
-        project: ['./tsconfig.node.json', './tsconfig.app.json'],
-        tsconfigRootDir: import.meta.dirname,
-      },
-      // other options...
-    },
-  },
-])
-```
-
-You can also install [eslint-plugin-react-x](https://github.com/Rel1cx/eslint-react/tree/main/packages/plugins/eslint-plugin-react-x) and [eslint-plugin-react-dom](https://github.com/Rel1cx/eslint-react/tree/main/packages/plugins/eslint-plugin-react-dom) for React-specific lint rules:
-
-```js
-// eslint.config.js
-import reactX from 'eslint-plugin-react-x'
-import reactDom from 'eslint-plugin-react-dom'
-
-export default defineConfig([
-  globalIgnores(['dist']),
-  {
-    files: ['**/*.{ts,tsx}'],
-    extends: [
-      // Other configs...
-      // Enable lint rules for React
-      reactX.configs['recommended-typescript'],
-      // Enable lint rules for React DOM
-      reactDom.configs.recommended,
-    ],
-    languageOptions: {
-      parserOptions: {
-        project: ['./tsconfig.node.json', './tsconfig.app.json'],
-        tsconfigRootDir: import.meta.dirname,
-      },
-      // other options...
-    },
-  },
-])
-```

frontend/eslint.config.js

@@ -1,23 +0,0 @@
-import js from '@eslint/js'
-import globals from 'globals'
-import reactHooks from 'eslint-plugin-react-hooks'
-import reactRefresh from 'eslint-plugin-react-refresh'
-import tseslint from 'typescript-eslint'
-import { defineConfig, globalIgnores } from 'eslint/config'
-
-export default defineConfig([
-  globalIgnores(['dist']),
-  {
-    files: ['**/*.{ts,tsx}'],
-    extends: [
-      js.configs.recommended,
-      tseslint.configs.recommended,
-      reactHooks.configs.flat.recommended,
-      reactRefresh.configs.vite,
-    ],
-    languageOptions: {
-      ecmaVersion: 2020,
-      globals: globals.browser,
-    },
-  },
-])

frontend/index.html

@@ -1,13 +0,0 @@
-<!doctype html>
-<html lang="en">
-  <head>
-    <meta charset="UTF-8" />
-    <link rel="icon" type="image/svg+xml" href="/vite.svg" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>frontend</title>
-  </head>
-  <body>
-    <div id="root"></div>
-    <script type="module" src="/src/main.tsx"></script>
-  </body>
-</html>

frontend/package.json

@@ -1,31 +0,0 @@
-{
-  "name": "frontend",
-  "private": true,
-  "version": "0.0.0",
-  "type": "module",
-  "scripts": {
-    "dev": "vite",
-    "build": "tsc -b && vite build",
-    "lint": "eslint .",
-    "preview": "vite preview"
-  },
-  "dependencies": {
-    "react": "^19.2.0",
-    "react-dom": "^19.2.0",
-    "react-router-dom": "^7.12.0"
-  },
-  "devDependencies": {
-    "@eslint/js": "^9.39.1",
-    "@types/node": "^24.10.1",
-    "@types/react": "^19.2.5",
-    "@types/react-dom": "^19.2.3",
-    "@vitejs/plugin-react": "^5.1.1",
-    "eslint": "^9.39.1",
-    "eslint-plugin-react-hooks": "^7.0.1",
-    "eslint-plugin-react-refresh": "^0.4.24",
-    "globals": "^16.5.0",
-    "typescript": "~5.9.3",
-    "typescript-eslint": "^8.46.4",
-    "vite": "^7.2.4"
-  }
-}

frontend/public/vite.svg

@@ -1 +0,0 @@
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frontend/src/App.css

@@ -1,654 +0,0 @@
-* {
-  box-sizing: border-box;
-}
-
-body {
-  margin: 0;
-  font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, sans-serif;
-  background: var(--color-bg);
-  color: var(--color-text);
-}
-
-.app {
-  max-width: 1000px;
-  margin: 0 auto;
-  padding: 20px;
-}
-
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-  display: flex;
-  align-items: center;
-  gap: 20px;
-  padding: 15px 0;
-  border-bottom: 1px solid var(--color-border);
-  margin-bottom: 20px;
-}
-
-.theme-toggle {
-  margin-left: auto;
-}
-
-nav a {
-  color: var(--color-primary);
-  text-decoration: none;
-  font-weight: 500;
-}
-
-nav a:hover {
-  text-decoration: underline;
-}
-
-main {
-  background: var(--color-bg-card);
-  padding: 20px;
-  border-radius: 8px;
-  box-shadow: var(--shadow);
-}
-
-.header {
-  display: flex;
-  justify-content: space-between;
-  align-items: center;
-  margin-bottom: 20px;
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-  display: inline-block;
-  padding: 8px 16px;
-  border: 1px solid var(--color-border);
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-  color: var(--color-text);
-  text-decoration: none;
-  cursor: pointer;
-  font-size: 14px;
-  margin-left: 8px;
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-  width: 8px;
-  height: 8px;
-  background: #ff6b6b;
-  border-radius: 50%;
-  flex-shrink: 0;
-}
-
-.warning-desc {
-  color: #ccc;
-}
-
-/* Management section */
-.id-card-manage {
-  margin-top: 20px;
-  background: var(--color-bg-muted);
-  border-radius: 8px;
-  padding: 15px;
-}
-
-.id-card-manage summary {
-  cursor: pointer;
-  font-weight: 600;
-  font-size: 1.1rem;
-  padding: 5px 0;
-}
-
-.id-card-manage[open] summary {
-  margin-bottom: 15px;
-  border-bottom: 1px solid var(--color-border-light);
-  padding-bottom: 10px;
-}
-
-.manage-section {
-  margin-bottom: 25px;
-}
-
-.manage-section h3 {
-  margin: 0 0 15px;
-  font-size: 1rem;
-}
-
-.manage-relationships {
-  display: flex;
-  flex-direction: column;
-  gap: 10px;
-  margin-bottom: 15px;
-}
-
-.manage-rel-item {
-  display: flex;
-  align-items: center;
-  gap: 12px;
-  padding: 10px;
-  background: var(--color-bg-card);
-  border-radius: 6px;
-  flex-wrap: wrap;
-}
-
-.manage-rel-item a {
-  font-weight: 500;
-  min-width: 120px;
-}
-
-.manage-needs-list {
-  list-style: none;
-  padding: 0;
-  margin: 0 0 15px;
-}
-
-.manage-needs-list li {
-  display: flex;
-  align-items: center;
-  gap: 12px;
-  padding: 10px;
-  background: var(--color-bg-card);
-  border-radius: 6px;
-  margin-bottom: 8px;
-}
-
-.manage-needs-list li .btn {
-  margin-left: auto;
-}
-
-/* Responsive adjustments */
-@media (max-width: 768px) {
-  .id-card-body {
-    grid-template-columns: 1fr;
-  }
-
-  .id-card-title {
-    font-size: 1.8rem;
-  }
-
-  .id-card-header {
-    flex-direction: column;
-    gap: 15px;
-  }
-}

frontend/src/App.tsx

@@ -1,50 +0,0 @@
-import { useEffect, useState } from "react";
-import { Link, Route, Routes } from "react-router-dom";
-import { ContactDetail } from "./components/ContactDetail";
-import { ContactForm } from "./components/ContactForm";
-import { ContactList } from "./components/ContactList";
-import { NeedList } from "./components/NeedList";
-import { RelationshipGraph } from "./components/RelationshipGraph";
-import "./App.css";
-
-function App() {
-  const [theme, setTheme] = useState<"light" | "dark">(() => {
-    return (localStorage.getItem("theme") as "light" | "dark") || "light";
-  });
-
-  useEffect(() => {
-    document.documentElement.setAttribute("data-theme", theme);
-    localStorage.setItem("theme", theme);
-  }, [theme]);
-
-  const toggleTheme = () => {
-    setTheme((prev) => (prev === "light" ? "dark" : "light"));
-  };
-
-  return (
-    <div className="app">
-      <nav>
-        <Link to="/contacts">Contacts</Link>
-        <Link to="/graph">Graph</Link>
-        <Link to="/needs">Needs</Link>
-        <button className="btn btn-small theme-toggle" onClick={toggleTheme}>
-          {theme === "light" ? "Dark" : "Light"}
-        </button>
-      </nav>
-
-      <main>
-        <Routes>
-          <Route path="/" element={<ContactList />} />
-          <Route path="/contacts" element={<ContactList />} />
-          <Route path="/contacts/new" element={<ContactForm />} />
-          <Route path="/contacts/:id" element={<ContactDetail />} />
-          <Route path="/contacts/:id/edit" element={<ContactForm />} />
-          <Route path="/graph" element={<RelationshipGraph />} />
-          <Route path="/needs" element={<NeedList />} />
-        </Routes>
-      </main>
-    </div>
-  );
-}
-
-export default App;

frontend/src/api/client.ts

@@ -1,105 +0,0 @@
-import type {
-  Contact,
-  ContactCreate,
-  ContactListItem,
-  ContactRelationship,
-  ContactRelationshipCreate,
-  ContactRelationshipUpdate,
-  ContactUpdate,
-  GraphData,
-  Need,
-  NeedCreate,
-} from "../types";
-
-const API_BASE = "";
-
-async function request<T>(
-  endpoint: string,
-  options?: RequestInit
-): Promise<T> {
-  const response = await fetch(`${API_BASE}${endpoint}`, {
-    ...options,
-    headers: {
-      "Content-Type": "application/json",
-      ...options?.headers,
-    },
-  });
-
-  if (!response.ok) {
-    const error = await response.json().catch(() => ({}));
-    throw new Error(error.detail || `HTTP ${response.status}`);
-  }
-
-  return response.json();
-}
-
-export const api = {
-  // Needs
-  needs: {
-    list: () => request<Need[]>("/api/needs"),
-    get: (id: number) => request<Need>(`/api/needs/${id}`),
-    create: (data: NeedCreate) =>
-      request<Need>("/api/needs", {
-        method: "POST",
-        body: JSON.stringify(data),
-      }),
-    delete: (id: number) =>
-      request<{ deleted: boolean }>(`/api/needs/${id}`, { method: "DELETE" }),
-  },
-
-  // Contacts
-  contacts: {
-    list: (skip = 0, limit = 100) =>
-      request<ContactListItem[]>(`/api/contacts?skip=${skip}&limit=${limit}`),
-    get: (id: number) => request<Contact>(`/api/contacts/${id}`),
-    create: (data: ContactCreate) =>
-      request<Contact>("/api/contacts", {
-        method: "POST",
-        body: JSON.stringify(data),
-      }),
-    update: (id: number, data: ContactUpdate) =>
-      request<Contact>(`/api/contacts/${id}`, {
-        method: "PATCH",
-        body: JSON.stringify(data),
-      }),
-    delete: (id: number) =>
-      request<{ deleted: boolean }>(`/api/contacts/${id}`, { method: "DELETE" }),
-
-    // Contact-Need relationships
-    addNeed: (contactId: number, needId: number) =>
-      request<{ added: boolean }>(`/api/contacts/${contactId}/needs/${needId}`, {
-        method: "POST",
-      }),
-    removeNeed: (contactId: number, needId: number) =>
-      request<{ removed: boolean }>(`/api/contacts/${contactId}/needs/${needId}`, {
-        method: "DELETE",
-      }),
-
-    // Contact-Contact relationships
-    getRelationships: (contactId: number) =>
-      request<ContactRelationship[]>(`/api/contacts/${contactId}/relationships`),
-    addRelationship: (contactId: number, data: ContactRelationshipCreate) =>
-      request<ContactRelationship>(`/api/contacts/${contactId}/relationships`, {
-        method: "POST",
-        body: JSON.stringify(data),
-      }),
-    updateRelationship: (contactId: number, relatedContactId: number, data: ContactRelationshipUpdate) =>
-      request<ContactRelationship>(
-        `/api/contacts/${contactId}/relationships/${relatedContactId}`,
-        {
-          method: "PATCH",
-          body: JSON.stringify(data),
-        }
-      ),
-    removeRelationship: (contactId: number, relatedContactId: number) =>
-      request<{ deleted: boolean }>(
-        `/api/contacts/${contactId}/relationships/${relatedContactId}`,
-        { method: "DELETE" }
-      ),
-  },
-
-  // Graph
-  graph: {
-    get: () => request<GraphData>("/api/graph"),
-  },
-};

frontend/src/assets/react.svg

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frontend/src/components/ContactDetail.tsx

@@ -1,456 +0,0 @@
-import { useEffect, useState } from "react";
-import { Link, useParams } from "react-router-dom";
-import { api } from "../api/client";
-import type { Contact, ContactListItem, Need, RelationshipTypeValue } from "../types";
-import { RELATIONSHIP_TYPES } from "../types";
-
-export function ContactDetail() {
-  const { id } = useParams<{ id: string }>();
-  const [contact, setContact] = useState<Contact | null>(null);
-  const [allNeeds, setAllNeeds] = useState<Need[]>([]);
-  const [allContacts, setAllContacts] = useState<ContactListItem[]>([]);
-  const [loading, setLoading] = useState(true);
-  const [error, setError] = useState<string | null>(null);
-
-  const [newNeedId, setNewNeedId] = useState<number | "">("");
-  const [newRelContactId, setNewRelContactId] = useState<number | "">("");
-  const [newRelType, setNewRelType] = useState<RelationshipTypeValue | "">("");
-
-  useEffect(() => {
-    if (!id) return;
-    Promise.all([
-      api.contacts.get(Number(id)),
-      api.needs.list(),
-      api.contacts.list(),
-    ])
-      .then(([c, n, contacts]) => {
-        setContact(c);
-        setAllNeeds(n);
-        setAllContacts(contacts.filter((ct) => ct.id !== Number(id)));
-      })
-      .catch((err) => setError(err.message))
-      .finally(() => setLoading(false));
-  }, [id]);
-
-  const handleAddNeed = async () => {
-    if (!contact || newNeedId === "") return;
-    try {
-      await api.contacts.addNeed(contact.id, Number(newNeedId));
-      const updated = await api.contacts.get(contact.id);
-      setContact(updated);
-      setNewNeedId("");
-    } catch (err) {
-      setError(err instanceof Error ? err.message : "Failed to add need");
-    }
-  };
-
-  const handleRemoveNeed = async (needId: number) => {
-    if (!contact) return;
-    try {
-      await api.contacts.removeNeed(contact.id, needId);
-      const updated = await api.contacts.get(contact.id);
-      setContact(updated);
-    } catch (err) {
-      setError(err instanceof Error ? err.message : "Failed to remove need");
-    }
-  };
-
-  const handleAddRelationship = async () => {
-    if (!contact || newRelContactId === "" || newRelType === "") return;
-    try {
-      await api.contacts.addRelationship(contact.id, {
-        related_contact_id: Number(newRelContactId),
-        relationship_type: newRelType,
-      });
-      const updated = await api.contacts.get(contact.id);
-      setContact(updated);
-      setNewRelContactId("");
-      setNewRelType("");
-    } catch (err) {
-      setError(
-        err instanceof Error ? err.message : "Failed to add relationship"
-      );
-    }
-  };
-
-  const handleRemoveRelationship = async (relatedContactId: number) => {
-    if (!contact) return;
-    try {
-      await api.contacts.removeRelationship(contact.id, relatedContactId);
-      const updated = await api.contacts.get(contact.id);
-      setContact(updated);
-    } catch (err) {
-      setError(
-        err instanceof Error ? err.message : "Failed to remove relationship"
-      );
-    }
-  };
-
-  const handleUpdateWeight = async (relatedContactId: number, newWeight: number) => {
-    if (!contact) return;
-    try {
-      await api.contacts.updateRelationship(contact.id, relatedContactId, {
-        closeness_weight: newWeight,
-      });
-      const updated = await api.contacts.get(contact.id);
-      setContact(updated);
-    } catch (err) {
-      setError(
-        err instanceof Error ? err.message : "Failed to update weight"
-      );
-    }
-  };
-
-  if (loading) return <div>Loading...</div>;
-  if (error) return <div className="error">Error: {error}</div>;
-  if (!contact) return <div>Contact not found</div>;
-
-  const availableNeeds = allNeeds.filter(
-    (n) => !contact.needs.some((cn) => cn.id === n.id)
-  );
-
-  const getContactName = (contactId: number) => {
-    const c = allContacts.find((ct) => ct.id === contactId);
-    return c?.name || `Contact #${contactId}`;
-  };
-
-  const getRelationshipDisplayName = (type: string) => {
-    const rt = RELATIONSHIP_TYPES.find((r) => r.value === type);
-    return rt?.displayName || type;
-  };
-
-  // Group relationships by category for display
-  const groupRelationships = () => {
-    const familial: typeof contact.related_to = [];
-    const friends: typeof contact.related_to = [];
-    const partners: typeof contact.related_to = [];
-    const professional: typeof contact.related_to = [];
-    const other: typeof contact.related_to = [];
-
-    const familialTypes = ['parent', 'child', 'sibling', 'grandparent', 'grandchild', 'aunt_uncle', 'niece_nephew', 'cousin', 'in_law'];
-    const friendTypes = ['best_friend', 'close_friend', 'friend', 'acquaintance', 'neighbor'];
-    const partnerTypes = ['spouse', 'partner'];
-    const professionalTypes = ['mentor', 'mentee', 'business_partner', 'colleague', 'manager', 'direct_report', 'client'];
-
-    for (const rel of contact.related_to) {
-      if (familialTypes.includes(rel.relationship_type)) {
-        familial.push(rel);
-      } else if (friendTypes.includes(rel.relationship_type)) {
-        friends.push(rel);
-      } else if (partnerTypes.includes(rel.relationship_type)) {
-        partners.push(rel);
-      } else if (professionalTypes.includes(rel.relationship_type)) {
-        professional.push(rel);
-      } else {
-        other.push(rel);
-      }
-    }
-
-    return { familial, friends, partners, professional, other };
-  };
-
-  const relationshipGroups = groupRelationships();
-
-  return (
-    <div className="id-card">
-      <div className="id-card-inner">
-        {/* Header with name and profile pic */}
-        <div className="id-card-header">
-          <div className="id-card-header-left">
-            <h1 className="id-card-title">I.D.: {contact.name}</h1>
-          </div>
-          <div className="id-card-header-right">
-            {contact.profile_pic ? (
-              <img
-                src={contact.profile_pic}
-                alt={`${contact.name}'s profile`}
-                className="id-profile-pic"
-              />
-            ) : (
-              <div className="id-profile-placeholder">
-                <span>{contact.name.charAt(0).toUpperCase()}</span>
-              </div>
-            )}
-            <div className="id-card-actions">
-              <Link to={`/contacts/${contact.id}/edit`} className="btn btn-small">
-                Edit
-              </Link>
-              <Link to="/contacts" className="btn btn-small">
-                Back
-              </Link>
-            </div>
-          </div>
-        </div>
-
-        <div className="id-card-body">
-          {/* Left column - Basic info */}
-          <div className="id-card-left">
-            {contact.legal_name && (
-              <div className="id-field">Legal name: {contact.legal_name}</div>
-            )}
-            {contact.suffix && (
-              <div className="id-field">Suffix: {contact.suffix}</div>
-            )}
-            {contact.gender && (
-              <div className="id-field">Gender: {contact.gender}</div>
-            )}
-            {contact.age && (
-              <div className="id-field">Age: {contact.age}</div>
-            )}
-            {contact.current_job && (
-              <div className="id-field">Job: {contact.current_job}</div>
-            )}
-            {contact.social_structure_style && (
-              <div className="id-field">Social style: {contact.social_structure_style}</div>
-            )}
-            {contact.self_sufficiency_score !== null && (
-              <div className="id-field">Self-Sufficiency: {contact.self_sufficiency_score}</div>
-            )}
-            {contact.timezone && (
-              <div className="id-field">Timezone: {contact.timezone}</div>
-            )}
-
-            {contact.safe_conversation_starters && (
-              <div className="id-field-block">
-                <span className="id-label">Safe con starters:</span> {contact.safe_conversation_starters}
-              </div>
-            )}
-
-            {contact.topics_to_avoid && (
-              <div className="id-field-block">
-                <span className="id-label">Topics to avoid:</span> {contact.topics_to_avoid}
-              </div>
-            )}
-
-            {contact.goals && (
-              <div className="id-field-block">
-                <span className="id-label">Goals:</span> {contact.goals}
-              </div>
-            )}
-          </div>
-
-          {/* Right column - Bio and Relationships */}
-          <div className="id-card-right">
-            {contact.bio && (
-              <div className="id-bio">
-                <span className="id-label">Bio:</span> {contact.bio}
-              </div>
-            )}
-
-            <div className="id-relationships">
-              <h2 className="id-section-title">Relationships</h2>
-
-              {relationshipGroups.familial.length > 0 && (
-                <div className="id-rel-group">
-                  <span className="id-rel-label">Familial:</span>{" "}
-                  {relationshipGroups.familial.map((rel, i) => (
-                    <span key={rel.related_contact_id}>
-                      <Link to={`/contacts/${rel.related_contact_id}`}>
-                        {getContactName(rel.related_contact_id)}
-                      </Link>
-                      <span className="id-rel-type">({getRelationshipDisplayName(rel.relationship_type)})</span>
-                      {i < relationshipGroups.familial.length - 1 && ", "}
-                    </span>
-                  ))}
-                </div>
-              )}
-
-              {relationshipGroups.partners.length > 0 && (
-                <div className="id-rel-group">
-                  <span className="id-rel-label">Partners:</span>{" "}
-                  {relationshipGroups.partners.map((rel, i) => (
-                    <span key={rel.related_contact_id}>
-                      <Link to={`/contacts/${rel.related_contact_id}`}>
-                        {getContactName(rel.related_contact_id)}
-                      </Link>
-                      {i < relationshipGroups.partners.length - 1 && ", "}
-                    </span>
-                  ))}
-                </div>
-              )}
-
-              {relationshipGroups.friends.length > 0 && (
-                <div className="id-rel-group">
-                  <span className="id-rel-label">Friends:</span>{" "}
-                  {relationshipGroups.friends.map((rel, i) => (
-                    <span key={rel.related_contact_id}>
-                      <Link to={`/contacts/${rel.related_contact_id}`}>
-                        {getContactName(rel.related_contact_id)}
-                      </Link>
-                      {i < relationshipGroups.friends.length - 1 && ", "}
-                    </span>
-                  ))}
-                </div>
-              )}
-
-              {relationshipGroups.professional.length > 0 && (
-                <div className="id-rel-group">
-                  <span className="id-rel-label">Professional:</span>{" "}
-                  {relationshipGroups.professional.map((rel, i) => (
-                    <span key={rel.related_contact_id}>
-                      <Link to={`/contacts/${rel.related_contact_id}`}>
-                        {getContactName(rel.related_contact_id)}
-                      </Link>
-                      <span className="id-rel-type">({getRelationshipDisplayName(rel.relationship_type)})</span>
-                      {i < relationshipGroups.professional.length - 1 && ", "}
-                    </span>
-                  ))}
-                </div>
-              )}
-
-              {relationshipGroups.other.length > 0 && (
-                <div className="id-rel-group">
-                  <span className="id-rel-label">Other:</span>{" "}
-                  {relationshipGroups.other.map((rel, i) => (
-                    <span key={rel.related_contact_id}>
-                      <Link to={`/contacts/${rel.related_contact_id}`}>
-                        {getContactName(rel.related_contact_id)}
-                      </Link>
-                      <span className="id-rel-type">({getRelationshipDisplayName(rel.relationship_type)})</span>
-                      {i < relationshipGroups.other.length - 1 && ", "}
-                    </span>
-                  ))}
-                </div>
-              )}
-
-              {contact.related_from.length > 0 && (
-                <div className="id-rel-group">
-                  <span className="id-rel-label">Known by:</span>{" "}
-                  {contact.related_from.map((rel, i) => (
-                    <span key={rel.contact_id}>
-                      <Link to={`/contacts/${rel.contact_id}`}>
-                        {getContactName(rel.contact_id)}
-                      </Link>
-                      {i < contact.related_from.length - 1 && ", "}
-                    </span>
-                  ))}
-                </div>
-              )}
-            </div>
-          </div>
-        </div>
-
-        {/* Needs/Warnings at bottom */}
-        {contact.needs.length > 0 && (
-          <div className="id-card-warnings">
-            {contact.needs.map((need) => (
-              <div key={need.id} className="id-warning">
-                <span className="warning-dot"></span>
-                Warning: {need.name}
-                {need.description && <span className="warning-desc"> - {need.description}</span>}
-              </div>
-            ))}
-          </div>
-        )}
-      </div>
-
-      {/* Management section (expandable) */}
-      <details className="id-card-manage">
-        <summary>Manage Contact</summary>
-
-        <div className="manage-section">
-          <h3>Manage Relationships</h3>
-          <div className="manage-relationships">
-            {contact.related_to.map((rel) => (
-              <div key={rel.related_contact_id} className="manage-rel-item">
-                <Link to={`/contacts/${rel.related_contact_id}`}>
-                  {getContactName(rel.related_contact_id)}
-                </Link>
-                <span className="tag">{getRelationshipDisplayName(rel.relationship_type)}</span>
-                <label className="weight-control">
-                  <span>Closeness:</span>
-                  <input
-                    type="range"
-                    min="1"
-                    max="10"
-                    value={rel.closeness_weight}
-                    onChange={(e) => handleUpdateWeight(rel.related_contact_id, Number(e.target.value))}
-                  />
-                  <span className="weight-value">{rel.closeness_weight}</span>
-                </label>
-                <button
-                  onClick={() => handleRemoveRelationship(rel.related_contact_id)}
-                  className="btn btn-small btn-danger"
-                >
-                  Remove
-                </button>
-              </div>
-            ))}
-          </div>
-
-          {allContacts.length > 0 && (
-            <div className="add-form">
-              <select
-                value={newRelContactId}
-                onChange={(e) =>
-                  setNewRelContactId(
-                    e.target.value ? Number(e.target.value) : ""
-                  )
-                }
-              >
-                <option value="">Select contact...</option>
-                {allContacts.map((c) => (
-                  <option key={c.id} value={c.id}>
-                    {c.name}
-                  </option>
-                ))}
-              </select>
-              <select
-                value={newRelType}
-                onChange={(e) => setNewRelType(e.target.value as RelationshipTypeValue | "")}
-              >
-                <option value="">Select relationship type...</option>
-                {RELATIONSHIP_TYPES.map((rt) => (
-                  <option key={rt.value} value={rt.value}>
-                    {rt.displayName}
-                  </option>
-                ))}
-              </select>
-              <button onClick={handleAddRelationship} className="btn btn-primary">
-                Add Relationship
-              </button>
-            </div>
-          )}
-        </div>
-
-        <div className="manage-section">
-          <h3>Manage Needs/Warnings</h3>
-          <ul className="manage-needs-list">
-            {contact.needs.map((need) => (
-              <li key={need.id}>
-                <strong>{need.name}</strong>
-                {need.description && <span> - {need.description}</span>}
-                <button
-                  onClick={() => handleRemoveNeed(need.id)}
-                  className="btn btn-small btn-danger"
-                >
-                  Remove
-                </button>
-              </li>
-            ))}
-          </ul>
-          {availableNeeds.length > 0 && (
-            <div className="add-form">
-              <select
-                value={newNeedId}
-                onChange={(e) =>
-                  setNewNeedId(e.target.value ? Number(e.target.value) : "")
-                }
-              >
-                <option value="">Select a need...</option>
-                {availableNeeds.map((n) => (
-                  <option key={n.id} value={n.id}>
-                    {n.name}
-                  </option>
-                ))}
-              </select>
-              <button onClick={handleAddNeed} className="btn btn-primary">
-                Add Need
-              </button>
-            </div>
-          )}
-        </div>
-      </details>
-    </div>
-  );
-}

frontend/src/components/ContactForm.tsx

@@ -1,325 +0,0 @@
-import { useEffect, useState } from "react";
-import { useNavigate, useParams } from "react-router-dom";
-import { api } from "../api/client";
-import type { ContactCreate, Need } from "../types";
-
-export function ContactForm() {
-  const { id } = useParams<{ id: string }>();
-  const navigate = useNavigate();
-  const isEdit = Boolean(id);
-
-  const [allNeeds, setAllNeeds] = useState<Need[]>([]);
-  const [loading, setLoading] = useState(isEdit);
-  const [error, setError] = useState<string | null>(null);
-  const [submitting, setSubmitting] = useState(false);
-
-  const [form, setForm] = useState<ContactCreate>({
-    name: "",
-    age: null,
-    bio: null,
-    current_job: null,
-    gender: null,
-    goals: null,
-    legal_name: null,
-    profile_pic: null,
-    safe_conversation_starters: null,
-    self_sufficiency_score: null,
-    social_structure_style: null,
-    ssn: null,
-    suffix: null,
-    timezone: null,
-    topics_to_avoid: null,
-    need_ids: [],
-  });
-
-  useEffect(() => {
-    const loadData = async () => {
-      try {
-        const needs = await api.needs.list();
-        setAllNeeds(needs);
-
-        if (id) {
-          const contact = await api.contacts.get(Number(id));
-          setForm({
-            name: contact.name,
-            age: contact.age,
-            bio: contact.bio,
-            current_job: contact.current_job,
-            gender: contact.gender,
-            goals: contact.goals,
-            legal_name: contact.legal_name,
-            profile_pic: contact.profile_pic,
-            safe_conversation_starters: contact.safe_conversation_starters,
-            self_sufficiency_score: contact.self_sufficiency_score,
-            social_structure_style: contact.social_structure_style,
-            ssn: contact.ssn,
-            suffix: contact.suffix,
-            timezone: contact.timezone,
-            topics_to_avoid: contact.topics_to_avoid,
-            need_ids: contact.needs.map((n) => n.id),
-          });
-        }
-      } catch (err) {
-        setError(err instanceof Error ? err.message : "Failed to load data");
-      } finally {
-        setLoading(false);
-      }
-    };
-    loadData();
-  }, [id]);
-
-  const handleSubmit = async (e: React.FormEvent) => {
-    e.preventDefault();
-    setSubmitting(true);
-    setError(null);
-
-    try {
-      if (isEdit) {
-        await api.contacts.update(Number(id), form);
-        navigate(`/contacts/${id}`);
-      } else {
-        const created = await api.contacts.create(form);
-        navigate(`/contacts/${created.id}`);
-      }
-    } catch (err) {
-      setError(err instanceof Error ? err.message : "Save failed");
-      setSubmitting(false);
-    }
-  };
-
-  const updateField = <K extends keyof ContactCreate>(
-    field: K,
-    value: ContactCreate[K]
-  ) => {
-    setForm((prev) => ({ ...prev, [field]: value }));
-  };
-
-  const toggleNeed = (needId: number) => {
-    setForm((prev) => ({
-      ...prev,
-      need_ids: prev.need_ids?.includes(needId)
-        ? prev.need_ids.filter((id) => id !== needId)
-        : [...(prev.need_ids || []), needId],
-    }));
-  };
-
-  if (loading) return <div>Loading...</div>;
-
-  return (
-    <div className="contact-form">
-      <h1>{isEdit ? "Edit Contact" : "New Contact"}</h1>
-
-      {error && <div className="error">{error}</div>}
-
-      <form onSubmit={handleSubmit}>
-        <div className="form-group">
-          <label htmlFor="name">Name *</label>
-          <input
-            id="name"
-            type="text"
-            value={form.name}
-            onChange={(e) => updateField("name", e.target.value)}
-            required
-          />
-        </div>
-
-        <div className="form-row">
-          <div className="form-group">
-            <label htmlFor="legal_name">Legal Name</label>
-            <input
-              id="legal_name"
-              type="text"
-              value={form.legal_name || ""}
-              onChange={(e) =>
-                updateField("legal_name", e.target.value || null)
-              }
-            />
-          </div>
-          <div className="form-group">
-            <label htmlFor="suffix">Suffix</label>
-            <input
-              id="suffix"
-              type="text"
-              value={form.suffix || ""}
-              onChange={(e) => updateField("suffix", e.target.value || null)}
-            />
-          </div>
-        </div>
-
-        <div className="form-row">
-          <div className="form-group">
-            <label htmlFor="age">Age</label>
-            <input
-              id="age"
-              type="number"
-              value={form.age ?? ""}
-              onChange={(e) =>
-                updateField("age", e.target.value ? Number(e.target.value) : null)
-              }
-            />
-          </div>
-          <div className="form-group">
-            <label htmlFor="gender">Gender</label>
-            <input
-              id="gender"
-              type="text"
-              value={form.gender || ""}
-              onChange={(e) => updateField("gender", e.target.value || null)}
-            />
-          </div>
-        </div>
-
-        <div className="form-group">
-          <label htmlFor="current_job">Current Job</label>
-          <input
-            id="current_job"
-            type="text"
-            value={form.current_job || ""}
-            onChange={(e) =>
-              updateField("current_job", e.target.value || null)
-            }
-          />
-        </div>
-
-        <div className="form-group">
-          <label htmlFor="timezone">Timezone</label>
-          <input
-            id="timezone"
-            type="text"
-            value={form.timezone || ""}
-            onChange={(e) => updateField("timezone", e.target.value || null)}
-          />
-        </div>
-
-        <div className="form-group">
-          <label htmlFor="profile_pic">Profile Picture URL</label>
-          <input
-            id="profile_pic"
-            type="url"
-            placeholder="https://example.com/photo.jpg"
-            value={form.profile_pic || ""}
-            onChange={(e) => updateField("profile_pic", e.target.value || null)}
-          />
-        </div>
-
-        <div className="form-group">
-          <label htmlFor="bio">Bio</label>
-          <textarea
-            id="bio"
-            value={form.bio || ""}
-            onChange={(e) => updateField("bio", e.target.value || null)}
-            rows={3}
-          />
-        </div>
-
-        <div className="form-group">
-          <label htmlFor="goals">Goals</label>
-          <textarea
-            id="goals"
-            value={form.goals || ""}
-            onChange={(e) => updateField("goals", e.target.value || null)}
-            rows={3}
-          />
-        </div>
-
-        <div className="form-group">
-          <label htmlFor="social_structure_style">Social Structure Style</label>
-          <input
-            id="social_structure_style"
-            type="text"
-            value={form.social_structure_style || ""}
-            onChange={(e) =>
-              updateField("social_structure_style", e.target.value || null)
-            }
-          />
-        </div>
-
-        <div className="form-group">
-          <label htmlFor="self_sufficiency_score">
-            Self-Sufficiency Score (1-10)
-          </label>
-          <input
-            id="self_sufficiency_score"
-            type="number"
-            min="1"
-            max="10"
-            value={form.self_sufficiency_score ?? ""}
-            onChange={(e) =>
-              updateField(
-                "self_sufficiency_score",
-                e.target.value ? Number(e.target.value) : null
-              )
-            }
-          />
-        </div>
-
-        <div className="form-group">
-          <label htmlFor="safe_conversation_starters">
-            Safe Conversation Starters
-          </label>
-          <textarea
-            id="safe_conversation_starters"
-            value={form.safe_conversation_starters || ""}
-            onChange={(e) =>
-              updateField("safe_conversation_starters", e.target.value || null)
-            }
-            rows={2}
-          />
-        </div>
-
-        <div className="form-group">
-          <label htmlFor="topics_to_avoid">Topics to Avoid</label>
-          <textarea
-            id="topics_to_avoid"
-            value={form.topics_to_avoid || ""}
-            onChange={(e) =>
-              updateField("topics_to_avoid", e.target.value || null)
-            }
-            rows={2}
-          />
-        </div>
-
-        <div className="form-group">
-          <label htmlFor="ssn">SSN</label>
-          <input
-            id="ssn"
-            type="text"
-            value={form.ssn || ""}
-            onChange={(e) => updateField("ssn", e.target.value || null)}
-          />
-        </div>
-
-        {allNeeds.length > 0 && (
-          <div className="form-group">
-            <label>Needs/Accommodations</label>
-            <div className="checkbox-group">
-              {allNeeds.map((need) => (
-                <label key={need.id} className="checkbox-label">
-                  <input
-                    type="checkbox"
-                    checked={form.need_ids?.includes(need.id) || false}
-                    onChange={() => toggleNeed(need.id)}
-                  />
-                  {need.name}
-                </label>
-              ))}
-            </div>
-          </div>
-        )}
-
-        <div className="form-actions">
-          <button type="submit" className="btn btn-primary" disabled={submitting}>
-            {submitting ? "Saving..." : "Save"}
-          </button>
-          <button
-            type="button"
-            className="btn"
-            onClick={() => navigate(isEdit ? `/contacts/${id}` : "/contacts")}
-          >
-            Cancel
-          </button>
-        </div>
-      </form>
-    </div>
-  );
-}

frontend/src/components/ContactList.tsx

@@ -1,79 +0,0 @@
-import { useEffect, useState } from "react";
-import { Link } from "react-router-dom";
-import { api } from "../api/client";
-import type { ContactListItem } from "../types";
-
-export function ContactList() {
-  const [contacts, setContacts] = useState<ContactListItem[]>([]);
-  const [loading, setLoading] = useState(true);
-  const [error, setError] = useState<string | null>(null);
-
-  useEffect(() => {
-    api.contacts
-      .list()
-      .then(setContacts)
-      .catch((err) => setError(err.message))
-      .finally(() => setLoading(false));
-  }, []);
-
-  const handleDelete = async (id: number) => {
-    if (!confirm("Delete this contact?")) return;
-    try {
-      await api.contacts.delete(id);
-      setContacts((prev) => prev.filter((c) => c.id !== id));
-    } catch (err) {
-      setError(err instanceof Error ? err.message : "Delete failed");
-    }
-  };
-
-  if (loading) return <div>Loading...</div>;
-  if (error) return <div className="error">Error: {error}</div>;
-
-  return (
-    <div className="contact-list">
-      <div className="header">
-        <h1>Contacts</h1>
-        <Link to="/contacts/new" className="btn btn-primary">
-          Add Contact
-        </Link>
-      </div>
-
-      {contacts.length === 0 ? (
-        <p>No contacts yet.</p>
-      ) : (
-        <table>
-          <thead>
-            <tr>
-              <th>Name</th>
-              <th>Job</th>
-              <th>Timezone</th>
-              <th>Actions</th>
-            </tr>
-          </thead>
-          <tbody>
-            {contacts.map((contact) => (
-              <tr key={contact.id}>
-                <td>
-                  <Link to={`/contacts/${contact.id}`}>{contact.name}</Link>
-                </td>
-                <td>{contact.current_job || "-"}</td>
-                <td>{contact.timezone || "-"}</td>
-                <td>
-                  <Link to={`/contacts/${contact.id}/edit`} className="btn">
-                    Edit
-                  </Link>
-                  <button
-                    onClick={() => handleDelete(contact.id)}
-                    className="btn btn-danger"
-                  >
-                    Delete
-                  </button>
-                </td>
-              </tr>
-            ))}
-          </tbody>
-        </table>
-      )}
-    </div>
-  );
-}

frontend/src/components/NeedList.tsx

@@ -1,117 +0,0 @@
-import { useEffect, useState } from "react";
-import { api } from "../api/client";
-import type { Need, NeedCreate } from "../types";
-
-export function NeedList() {
-  const [needs, setNeeds] = useState<Need[]>([]);
-  const [loading, setLoading] = useState(true);
-  const [error, setError] = useState<string | null>(null);
-  const [showForm, setShowForm] = useState(false);
-  const [form, setForm] = useState<NeedCreate>({ name: "", description: null });
-  const [submitting, setSubmitting] = useState(false);
-
-  useEffect(() => {
-    api.needs
-      .list()
-      .then(setNeeds)
-      .catch((err) => setError(err.message))
-      .finally(() => setLoading(false));
-  }, []);
-
-  const handleSubmit = async (e: React.FormEvent) => {
-    e.preventDefault();
-    if (!form.name.trim()) return;
-
-    setSubmitting(true);
-    try {
-      const created = await api.needs.create(form);
-      setNeeds((prev) => [...prev, created]);
-      setForm({ name: "", description: null });
-      setShowForm(false);
-    } catch (err) {
-      setError(err instanceof Error ? err.message : "Create failed");
-    } finally {
-      setSubmitting(false);
-    }
-  };
-
-  const handleDelete = async (id: number) => {
-    if (!confirm("Delete this need?")) return;
-    try {
-      await api.needs.delete(id);
-      setNeeds((prev) => prev.filter((n) => n.id !== id));
-    } catch (err) {
-      setError(err instanceof Error ? err.message : "Delete failed");
-    }
-  };
-
-  if (loading) return <div>Loading...</div>;
-
-  return (
-    <div className="need-list">
-      <div className="header">
-        <h1>Needs / Accommodations</h1>
-        <button
-          onClick={() => setShowForm(!showForm)}
-          className="btn btn-primary"
-        >
-          {showForm ? "Cancel" : "Add Need"}
-        </button>
-      </div>
-
-      {error && <div className="error">{error}</div>}
-
-      {showForm && (
-        <form onSubmit={handleSubmit} className="need-form">
-          <div className="form-group">
-            <label htmlFor="name">Name *</label>
-            <input
-              id="name"
-              type="text"
-              value={form.name}
-              onChange={(e) => setForm({ ...form, name: e.target.value })}
-              placeholder="e.g., Light Sensitive, ADHD"
-              required
-            />
-          </div>
-          <div className="form-group">
-            <label htmlFor="description">Description</label>
-            <textarea
-              id="description"
-              value={form.description || ""}
-              onChange={(e) =>
-                setForm({ ...form, description: e.target.value || null })
-              }
-              placeholder="Optional description..."
-              rows={2}
-            />
-          </div>
-          <button type="submit" className="btn btn-primary" disabled={submitting}>
-            {submitting ? "Creating..." : "Create"}
-          </button>
-        </form>
-      )}
-
-      {needs.length === 0 ? (
-        <p>No needs defined yet.</p>
-      ) : (
-        <ul className="need-items">
-          {needs.map((need) => (
-            <li key={need.id}>
-              <div className="need-info">
-                <strong>{need.name}</strong>
-                {need.description && <p>{need.description}</p>}
-              </div>
-              <button
-                onClick={() => handleDelete(need.id)}
-                className="btn btn-danger"
-              >
-                Delete
-              </button>
-            </li>
-          ))}
-        </ul>
-      )}
-    </div>
-  );
-}

frontend/src/components/RelationshipGraph.tsx

@@ -1,330 +0,0 @@
-import { useEffect, useRef, useState } from "react";
-import { api } from "../api/client";
-import type { GraphData, GraphEdge, GraphNode } from "../types";
-import { RELATIONSHIP_TYPES } from "../types";
-
-interface SimNode extends GraphNode {
-  x: number;
-  y: number;
-  vx: number;
-  vy: number;
-}
-
-interface SimEdge extends GraphEdge {
-  sourceNode: SimNode;
-  targetNode: SimNode;
-}
-
-export function RelationshipGraph() {
-  const canvasRef = useRef<HTMLCanvasElement>(null);
-  const [data, setData] = useState<GraphData | null>(null);
-  const [error, setError] = useState<string | null>(null);
-  const [loading, setLoading] = useState(true);
-  const [selectedNode, setSelectedNode] = useState<SimNode | null>(null);
-  const nodesRef = useRef<SimNode[]>([]);
-  const edgesRef = useRef<SimEdge[]>([]);
-  const dragNodeRef = useRef<SimNode | null>(null);
-  const animationRef = useRef<number>(0);
-
-  useEffect(() => {
-    api.graph.get()
-      .then(setData)
-      .catch((err) => setError(err.message))
-      .finally(() => setLoading(false));
-  }, []);
-
-  useEffect(() => {
-    if (!data || !canvasRef.current) return;
-
-    const canvas = canvasRef.current;
-    const maybeCtx = canvas.getContext("2d");
-    if (!maybeCtx) return;
-    const ctx: CanvasRenderingContext2D = maybeCtx;
-
-    const width = canvas.width;
-    const height = canvas.height;
-    const centerX = width / 2;
-    const centerY = height / 2;
-
-    // Initialize nodes with random positions
-    const nodes: SimNode[] = data.nodes.map((node) => ({
-      ...node,
-      x: centerX + (Math.random() - 0.5) * 300,
-      y: centerY + (Math.random() - 0.5) * 300,
-      vx: 0,
-      vy: 0,
-    }));
-    nodesRef.current = nodes;
-
-    const nodeMap = new Map(nodes.map((n) => [n.id, n]));
-
-    // Create edges with node references
-    const edges: SimEdge[] = data.edges
-      .map((edge) => {
-        const sourceNode = nodeMap.get(edge.source);
-        const targetNode = nodeMap.get(edge.target);
-        if (!sourceNode || !targetNode) return null;
-        return { ...edge, sourceNode, targetNode };
-      })
-      .filter((e): e is SimEdge => e !== null);
-    edgesRef.current = edges;
-
-    // Force simulation parameters
-    const repulsion = 5000;
-    const springStrength = 0.05;
-    const baseSpringLength = 150;
-    const damping = 0.9;
-    const centerPull = 0.01;
-
-    function simulate() {
-      const nodes = nodesRef.current;
-      const edges = edgesRef.current;
-
-      // Reset forces
-      for (const node of nodes) {
-        node.vx = 0;
-        node.vy = 0;
-      }
-
-      // Repulsion between all nodes
-      for (let i = 0; i < nodes.length; i++) {
-        for (let j = i + 1; j < nodes.length; j++) {
-          const dx = nodes[j].x - nodes[i].x;
-          const dy = nodes[j].y - nodes[i].y;
-          const dist = Math.sqrt(dx * dx + dy * dy) || 1;
-          const force = repulsion / (dist * dist);
-          const fx = (dx / dist) * force;
-          const fy = (dy / dist) * force;
-          nodes[i].vx -= fx;
-          nodes[i].vy -= fy;
-          nodes[j].vx += fx;
-          nodes[j].vy += fy;
-        }
-      }
-
-      // Spring forces for edges - closer relationships = shorter springs
-      // Weight is 1-10, normalize to 0-1 for calculations
-      for (const edge of edges) {
-        const dx = edge.targetNode.x - edge.sourceNode.x;
-        const dy = edge.targetNode.y - edge.sourceNode.y;
-        const dist = Math.sqrt(dx * dx + dy * dy) || 1;
-        // Higher weight (1-10) = shorter ideal length
-        // Normalize: weight 10 -> 0.5x length, weight 1 -> 1.4x length
-        const normalizedWeight = edge.closeness_weight / 10;
-        const idealLength = baseSpringLength * (1.5 - normalizedWeight);
-        const displacement = dist - idealLength;
-        const force = springStrength * displacement;
-        const fx = (dx / dist) * force;
-        const fy = (dy / dist) * force;
-        edge.sourceNode.vx += fx;
-        edge.sourceNode.vy += fy;
-        edge.targetNode.vx -= fx;
-        edge.targetNode.vy -= fy;
-      }
-
-      // Pull toward center
-      for (const node of nodes) {
-        node.vx += (centerX - node.x) * centerPull;
-        node.vy += (centerY - node.y) * centerPull;
-      }
-
-      // Apply velocities with damping (skip dragged node)
-      for (const node of nodes) {
-        if (node === dragNodeRef.current) continue;
-        node.x += node.vx * damping;
-        node.y += node.vy * damping;
-        // Keep within bounds
-        node.x = Math.max(30, Math.min(width - 30, node.x));
-        node.y = Math.max(30, Math.min(height - 30, node.y));
-      }
-    }
-
-    function getEdgeColor(weight: number): string {
-      // Interpolate from light gray (distant) to dark blue (close)
-      // weight is 1-10, normalize to 0-1
-      const normalized = weight / 10;
-      const hue = 220;
-      const saturation = 70;
-      const lightness = 80 - normalized * 40;
-      return `hsl(${hue}, ${saturation}%, ${lightness}%)`;
-    }
-
-    function draw(context: CanvasRenderingContext2D) {
-      const nodes = nodesRef.current;
-      const edges = edgesRef.current;
-
-      context.clearRect(0, 0, width, height);
-
-      // Draw edges
-      for (const edge of edges) {
-        // Weight is 1-10, scale line width accordingly
-        const lineWidth = 1 + (edge.closeness_weight / 10) * 3;
-        context.strokeStyle = getEdgeColor(edge.closeness_weight);
-        context.lineWidth = lineWidth;
-        context.beginPath();
-        context.moveTo(edge.sourceNode.x, edge.sourceNode.y);
-        context.lineTo(edge.targetNode.x, edge.targetNode.y);
-        context.stroke();
-
-        // Draw relationship type label at midpoint
-        const midX = (edge.sourceNode.x + edge.targetNode.x) / 2;
-        const midY = (edge.sourceNode.y + edge.targetNode.y) / 2;
-        context.fillStyle = "#666";
-        context.font = "10px sans-serif";
-        context.textAlign = "center";
-        const typeInfo = RELATIONSHIP_TYPES.find(t => t.value === edge.relationship_type);
-        const label = typeInfo?.displayName || edge.relationship_type;
-        context.fillText(label, midX, midY - 5);
-      }
-
-      // Draw nodes
-      for (const node of nodes) {
-        const isSelected = node === selectedNode;
-        const radius = isSelected ? 25 : 20;
-
-        // Node circle
-        context.beginPath();
-        context.arc(node.x, node.y, radius, 0, Math.PI * 2);
-        context.fillStyle = isSelected ? "#0066cc" : "#fff";
-        context.fill();
-        context.strokeStyle = "#0066cc";
-        context.lineWidth = 2;
-        context.stroke();
-
-        // Node label
-        context.fillStyle = isSelected ? "#fff" : "#333";
-        context.font = "12px sans-serif";
-        context.textAlign = "center";
-        context.textBaseline = "middle";
-        const name = node.name.length > 10 ? node.name.slice(0, 9) + "…" : node.name;
-        context.fillText(name, node.x, node.y);
-      }
-    }
-
-    function animate() {
-      simulate();
-      draw(ctx);
-      animationRef.current = requestAnimationFrame(animate);
-    }
-
-    animate();
-
-    return () => {
-      cancelAnimationFrame(animationRef.current);
-    };
-  }, [data, selectedNode]);
-
-  // Mouse interaction handlers
-  useEffect(() => {
-    const canvas = canvasRef.current;
-    if (!canvas) return;
-
-    function getNodeAtPosition(x: number, y: number): SimNode | null {
-      for (const node of nodesRef.current) {
-        const dx = x - node.x;
-        const dy = y - node.y;
-        if (dx * dx + dy * dy < 400) {
-          return node;
-        }
-      }
-      return null;
-    }
-
-    function handleMouseDown(e: MouseEvent) {
-      const rect = canvas!.getBoundingClientRect();
-      const x = e.clientX - rect.left;
-      const y = e.clientY - rect.top;
-      const node = getNodeAtPosition(x, y);
-      if (node) {
-        dragNodeRef.current = node;
-        setSelectedNode(node);
-      }
-    }
-
-    function handleMouseMove(e: MouseEvent) {
-      if (!dragNodeRef.current) return;
-      const rect = canvas!.getBoundingClientRect();
-      dragNodeRef.current.x = e.clientX - rect.left;
-      dragNodeRef.current.y = e.clientY - rect.top;
-    }
-
-    function handleMouseUp() {
-      dragNodeRef.current = null;
-    }
-
-    canvas.addEventListener("mousedown", handleMouseDown);
-    canvas.addEventListener("mousemove", handleMouseMove);
-    canvas.addEventListener("mouseup", handleMouseUp);
-    canvas.addEventListener("mouseleave", handleMouseUp);
-
-    return () => {
-      canvas.removeEventListener("mousedown", handleMouseDown);
-      canvas.removeEventListener("mousemove", handleMouseMove);
-      canvas.removeEventListener("mouseup", handleMouseUp);
-      canvas.removeEventListener("mouseleave", handleMouseUp);
-    };
-  }, []);
-
-  if (loading) return <p>Loading graph...</p>;
-  if (error) return <div className="error">{error}</div>;
-  if (!data) return <p>No data available</p>;
-
-  return (
-    <div className="graph-container">
-      <div className="header">
-        <h1>Relationship Graph</h1>
-      </div>
-      <p className="graph-hint">
-        Drag nodes to reposition. Closer relationships have shorter, darker edges.
-      </p>
-      <canvas
-        ref={canvasRef}
-        width={900}
-        height={600}
-        style={{
-          border: "1px solid var(--color-border)",
-          borderRadius: "8px",
-          background: "var(--color-bg)",
-          cursor: "grab",
-        }}
-      />
-      {selectedNode && (
-        <div className="selected-info">
-          <h3>{selectedNode.name}</h3>
-          {selectedNode.current_job && <p>Job: {selectedNode.current_job}</p>}
-          <a href={`/contacts/${selectedNode.id}`}>View details</a>
-        </div>
-      )}
-      <div className="legend">
-        <h4>Relationship Closeness (1-10)</h4>
-        <div className="legend-items">
-          <div className="legend-item">
-            <span className="legend-line" style={{ background: getEdgeColorCSS(10), height: "4px" }}></span>
-            <span>10 - Very Close (Spouse, Partner)</span>
-          </div>
-          <div className="legend-item">
-            <span className="legend-line" style={{ background: getEdgeColorCSS(7), height: "3px" }}></span>
-            <span>7 - Close (Family, Best Friend)</span>
-          </div>
-          <div className="legend-item">
-            <span className="legend-line" style={{ background: getEdgeColorCSS(4), height: "2px" }}></span>
-            <span>4 - Moderate (Friend, Colleague)</span>
-          </div>
-          <div className="legend-item">
-            <span className="legend-line" style={{ background: getEdgeColorCSS(2), height: "1px" }}></span>
-            <span>2 - Distant (Acquaintance)</span>
-          </div>
-        </div>
-      </div>
-    </div>
-  );
-}
-
-function getEdgeColorCSS(weight: number): string {
-  // weight is 1-10, normalize to 0-1
-  const normalized = weight / 10;
-  const hue = 220;
-  const saturation = 70;
-  const lightness = 80 - normalized * 40;
-  return `hsl(${hue}, ${saturation}%, ${lightness}%)`;
-}

frontend/src/index.css

@@ -1,62 +0,0 @@
-:root {
-  /* Light theme (default) */
-  --color-bg: #f5f5f5;
-  --color-bg-card: #ffffff;
-  --color-bg-hover: #f0f0f0;
-  --color-bg-muted: #f9f9f9;
-  --color-bg-error: #ffe0e0;
-
-  --color-text: #333333;
-  --color-text-muted: #666666;
-  --color-text-error: #cc0000;
-
-  --color-border: #dddddd;
-  --color-border-light: #eeeeee;
-  --color-border-lighter: #f0f0f0;
-
-  --color-primary: #0066cc;
-  --color-primary-hover: #0055aa;
-
-  --color-danger: #cc3333;
-  --color-danger-hover: #aa2222;
-
-  --color-tag-bg: #e0e0e0;
-
-  --shadow: 0 1px 3px rgba(0, 0, 0, 0.1);
-
-  font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, sans-serif;
-  line-height: 1.5;
-  font-weight: 400;
-  color: var(--color-text);
-  background-color: var(--color-bg);
-  font-synthesis: none;
-  text-rendering: optimizeLegibility;
-  -webkit-font-smoothing: antialiased;
-  -moz-osx-font-smoothing: grayscale;
-}
-
-[data-theme="dark"] {
-  --color-bg: #1a1a1a;
-  --color-bg-card: #2d2d2d;
-  --color-bg-hover: #3d3d3d;
-  --color-bg-muted: #252525;
-  --color-bg-error: #4a2020;
-
-  --color-text: #e0e0e0;
-  --color-text-muted: #a0a0a0;
-  --color-text-error: #ff6b6b;
-
-  --color-border: #404040;
-  --color-border-light: #353535;
-  --color-border-lighter: #303030;
-
-  --color-primary: #4da6ff;
-  --color-primary-hover: #7dbfff;
-
-  --color-danger: #ff6b6b;
-  --color-danger-hover: #ff8a8a;
-
-  --color-tag-bg: #404040;
-
-  --shadow: 0 1px 3px rgba(0, 0, 0, 0.3);
-}

frontend/src/main.tsx

@@ -1,13 +0,0 @@
-import { StrictMode } from "react";
-import { createRoot } from "react-dom/client";
-import { BrowserRouter } from "react-router-dom";
-import App from "./App.tsx";
-import "./index.css";
-
-createRoot(document.getElementById("root")!).render(
-  <StrictMode>
-    <BrowserRouter>
-      <App />
-    </BrowserRouter>
-  </StrictMode>
-);

frontend/src/types/index.ts

@@ -1,155 +0,0 @@
-export interface Need {
-  id: number;
-  name: string;
-  description: string | null;
-}
-
-export interface NeedCreate {
-  name: string;
-  description?: string | null;
-}
-
-export const RELATIONSHIP_TYPES = [
-  { value: 'spouse', displayName: 'Spouse', defaultWeight: 10 },
-  { value: 'partner', displayName: 'Partner', defaultWeight: 10 },
-  { value: 'parent', displayName: 'Parent', defaultWeight: 9 },
-  { value: 'child', displayName: 'Child', defaultWeight: 9 },
-  { value: 'sibling', displayName: 'Sibling', defaultWeight: 9 },
-  { value: 'best_friend', displayName: 'Best Friend', defaultWeight: 8 },
-  { value: 'grandparent', displayName: 'Grandparent', defaultWeight: 7 },
-  { value: 'grandchild', displayName: 'Grandchild', defaultWeight: 7 },
-  { value: 'aunt_uncle', displayName: 'Aunt/Uncle', defaultWeight: 7 },
-  { value: 'niece_nephew', displayName: 'Niece/Nephew', defaultWeight: 7 },
-  { value: 'cousin', displayName: 'Cousin', defaultWeight: 7 },
-  { value: 'in_law', displayName: 'In-Law', defaultWeight: 7 },
-  { value: 'close_friend', displayName: 'Close Friend', defaultWeight: 6 },
-  { value: 'friend', displayName: 'Friend', defaultWeight: 6 },
-  { value: 'mentor', displayName: 'Mentor', defaultWeight: 5 },
-  { value: 'mentee', displayName: 'Mentee', defaultWeight: 5 },
-  { value: 'business_partner', displayName: 'Business Partner', defaultWeight: 5 },
-  { value: 'colleague', displayName: 'Colleague', defaultWeight: 4 },
-  { value: 'manager', displayName: 'Manager', defaultWeight: 4 },
-  { value: 'direct_report', displayName: 'Direct Report', defaultWeight: 4 },
-  { value: 'client', displayName: 'Client', defaultWeight: 4 },
-  { value: 'acquaintance', displayName: 'Acquaintance', defaultWeight: 3 },
-  { value: 'neighbor', displayName: 'Neighbor', defaultWeight: 3 },
-  { value: 'ex', displayName: 'Ex', defaultWeight: 2 },
-  { value: 'other', displayName: 'Other', defaultWeight: 2 },
-] as const;
-
-export type RelationshipTypeValue = typeof RELATIONSHIP_TYPES[number]['value'];
-
-export interface ContactRelationship {
-  contact_id: number;
-  related_contact_id: number;
-  relationship_type: string;
-  closeness_weight: number;
-}
-
-export interface ContactRelationshipCreate {
-  related_contact_id: number;
-  relationship_type: RelationshipTypeValue;
-  closeness_weight?: number;
-}
-
-export interface ContactRelationshipUpdate {
-  relationship_type?: RelationshipTypeValue;
-  closeness_weight?: number;
-}
-
-export interface GraphNode {
-  id: number;
-  name: string;
-  current_job: string | null;
-}
-
-export interface GraphEdge {
-  source: number;
-  target: number;
-  relationship_type: string;
-  closeness_weight: number;
-}
-
-export interface GraphData {
-  nodes: GraphNode[];
-  edges: GraphEdge[];
-}
-
-export interface Contact {
-  id: number;
-  name: string;
-  age: number | null;
-  bio: string | null;
-  current_job: string | null;
-  gender: string | null;
-  goals: string | null;
-  legal_name: string | null;
-  profile_pic: string | null;
-  safe_conversation_starters: string | null;
-  self_sufficiency_score: number | null;
-  social_structure_style: string | null;
-  ssn: string | null;
-  suffix: string | null;
-  timezone: string | null;
-  topics_to_avoid: string | null;
-  needs: Need[];
-  related_to: ContactRelationship[];
-  related_from: ContactRelationship[];
-}
-
-export interface ContactListItem {
-  id: number;
-  name: string;
-  age: number | null;
-  bio: string | null;
-  current_job: string | null;
-  gender: string | null;
-  goals: string | null;
-  legal_name: string | null;
-  profile_pic: string | null;
-  safe_conversation_starters: string | null;
-  self_sufficiency_score: number | null;
-  social_structure_style: string | null;
-  ssn: string | null;
-  suffix: string | null;
-  timezone: string | null;
-  topics_to_avoid: string | null;
-}
-
-export interface ContactCreate {
-  name: string;
-  age?: number | null;
-  bio?: string | null;
-  current_job?: string | null;
-  gender?: string | null;
-  goals?: string | null;
-  legal_name?: string | null;
-  profile_pic?: string | null;
-  safe_conversation_starters?: string | null;
-  self_sufficiency_score?: number | null;
-  social_structure_style?: string | null;
-  ssn?: string | null;
-  suffix?: string | null;
-  timezone?: string | null;
-  topics_to_avoid?: string | null;
-  need_ids?: number[];
-}
-
-export interface ContactUpdate {
-  name?: string | null;
-  age?: number | null;
-  bio?: string | null;
-  current_job?: string | null;
-  gender?: string | null;
-  goals?: string | null;
-  legal_name?: string | null;
-  profile_pic?: string | null;
-  safe_conversation_starters?: string | null;
-  self_sufficiency_score?: number | null;
-  social_structure_style?: string | null;
-  ssn?: string | null;
-  suffix?: string | null;
-  timezone?: string | null;
-  topics_to_avoid?: string | null;
-  need_ids?: number[] | null;
-}

frontend/tsconfig.app.json

@@ -1,28 +0,0 @@
-{
-  "compilerOptions": {
-    "tsBuildInfoFile": "./node_modules/.tmp/tsconfig.app.tsbuildinfo",
-    "target": "ES2022",
-    "useDefineForClassFields": true,
-    "lib": ["ES2022", "DOM", "DOM.Iterable"],
-    "module": "ESNext",
-    "types": ["vite/client"],
-    "skipLibCheck": true,
-
-    /* Bundler mode */
-    "moduleResolution": "bundler",
-    "allowImportingTsExtensions": true,
-    "verbatimModuleSyntax": true,
-    "moduleDetection": "force",
-    "noEmit": true,
-    "jsx": "react-jsx",
-
-    /* Linting */
-    "strict": true,
-    "noUnusedLocals": true,
-    "noUnusedParameters": true,
-    "erasableSyntaxOnly": true,
-    "noFallthroughCasesInSwitch": true,
-    "noUncheckedSideEffectImports": true
-  },
-  "include": ["src"]
-}

frontend/tsconfig.json

@@ -1,7 +0,0 @@
-{
-  "files": [],
-  "references": [
-    { "path": "./tsconfig.app.json" },
-    { "path": "./tsconfig.node.json" }
-  ]
-}

frontend/tsconfig.node.json

@@ -1,26 +0,0 @@
-{
-  "compilerOptions": {
-    "tsBuildInfoFile": "./node_modules/.tmp/tsconfig.node.tsbuildinfo",
-    "target": "ES2023",
-    "lib": ["ES2023"],
-    "module": "ESNext",
-    "types": ["node"],
-    "skipLibCheck": true,
-
-    /* Bundler mode */
-    "moduleResolution": "bundler",
-    "allowImportingTsExtensions": true,
-    "verbatimModuleSyntax": true,
-    "moduleDetection": "force",
-    "noEmit": true,
-
-    /* Linting */
-    "strict": true,
-    "noUnusedLocals": true,
-    "noUnusedParameters": true,
-    "erasableSyntaxOnly": true,
-    "noFallthroughCasesInSwitch": true,
-    "noUncheckedSideEffectImports": true
-  },
-  "include": ["vite.config.ts"]
-}

frontend/vite.config.ts

@@ -1,11 +0,0 @@
-import { defineConfig } from "vite";
-import react from "@vitejs/plugin-react";
-
-export default defineConfig({
-  plugins: [react()],
-  server: {
-    proxy: {
-      "/api": "http://localhost:8000",
-    },
-  },
-});

overlays/default.nix

@@ -17,14 +17,41 @@
 
   python-env = final: _prev: {
     my_python = final.python314.withPackages (
-      ps: with ps; [
+      ps:
+      let
+        bm25s = ps.buildPythonPackage rec {
+          pname = "bm25s";
+          version = "0.3.9";
+          pyproject = true;
+
+          src = final.fetchPypi {
+            inherit pname version;
+            hash = "sha256-iVxnnZUrfeg1XttfPhpiCh4vKU0dQrkZvwghzOLi9Zc=";
+          };
+
+          build-system = [ ps.setuptools ];
+          dependencies = with ps; [
+            numpy
+            scipy
+          ];
+
+          pythonImportsCheck = [ "bm25s" ];
+        };
+      in
+      with ps;
+      [
         alembic
         apprise
         apscheduler
+        beautifulsoup4
+        ebooklib
         fastapi
         fastapi-cli
         httpx
         mypy
+        numpy
+        orjson
+        pgvector
         polars
         psycopg
         pydantic
@@ -34,16 +61,16 @@
         pytest-mock
         pytest-xdist
         python-multipart
-        requests
         ruff
         scalene
         sqlalchemy
         sqlalchemy
+        bm25s
         tenacity
         textual
+        tiktoken
         tinytuya
         typer
-        types-requests
         websockets
       ]
     );

pyproject.toml

@@ -18,7 +18,6 @@ dependencies = [
     "psycopg[binary]",
     "pydantic",
     "pyyaml",
-    "requests",
     "sqlalchemy",
     "typer",
     "websockets",
@@ -27,7 +26,7 @@ dependencies = [
 [project.scripts]
 database = "python.database_cli:app"
 van-inventory = "python.van_inventory.main:serve"
-sheet-music-ocr = "python.sheet_music_ocr.main:app"
+whisper-transcribe = "python.tools.whisper.transcribe:main"
 
 [dependency-groups]
 dev = [
@@ -38,7 +37,6 @@ dev = [
     "pytest-xdist",
     "pytest",
     "ruff",
-    "types-requests",
 ]
 
 [tool.ruff]
@@ -53,6 +51,7 @@ lint.ignore = [
     "COM812", # (TEMP) conflicts when used with the formatter
     "ISC001", # (TEMP) conflicts when used with the formatter
     "S603",   # (PERM) This is known to cause a false positive
+    "S607",   # (PERM) This is becoming a consistent annoyance
 ]
 
 [tool.ruff.lint.per-file-ignores]
@@ -81,15 +80,10 @@ lint.ignore = [
 "python/congress_tracker/**" = [
     "TC003", # (perm) this creates issues because sqlalchemy uses these at runtime
 ]
-"python/eval_warnings/**" = [
-    "S607", # (perm) gh and git are expected on PATH in the runner environment
-]
+
 "python/alembic/**" = [
     "INP001", # (perm) this creates LSP issues for alembic
 ]
-"python/signal_bot/**" = [
-    "D107", # (perm) class docstrings cover __init__
-]
 
 [tool.ruff.lint.pydocstyle]
 convention = "google"
@@ -113,4 +107,5 @@ exclude_lines = [
 
 [tool.pytest.ini_options]
 addopts = "-n auto -ra"
+testpaths = ["tests"]
 # --cov=system_tools --cov-report=term-missing --cov-report=xml --cov-report=html --cov-branch

python/alembic/env.py

@@ -81,6 +81,7 @@ def include_name(
 
     """
     if type_ == "schema":
+        # allows a database with multiple schemas to have separate alembic revisions
         return name == target_metadata.schema
     return True
 

python/alembic/richie/versions/2026_03_16-adding_roles_to_signal_devices_2ef7ba690159.py

@@ -0,0 +1,66 @@
+"""adding roles to signal devices.
+
+Revision ID: 2ef7ba690159
+Revises: a1b2c3d4e5f6
+Create Date: 2026-03-16 19:22:38.020350
+
+"""
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+import sqlalchemy as sa
+from alembic import op
+
+from python.orm import RichieBase
+
+if TYPE_CHECKING:
+    from collections.abc import Sequence
+
+# revision identifiers, used by Alembic.
+revision: str = "2ef7ba690159"
+down_revision: str | None = "a1b2c3d4e5f6"
+branch_labels: str | Sequence[str] | None = None
+depends_on: str | Sequence[str] | None = None
+
+schema = RichieBase.schema_name
+
+
+def upgrade() -> None:
+    """Upgrade."""
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.create_table(
+        "role",
+        sa.Column("name", sa.String(length=50), nullable=False),
+        sa.Column("id", sa.SmallInteger(), nullable=False),
+        sa.Column("created", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.Column("updated", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.PrimaryKeyConstraint("id", name=op.f("pk_role")),
+        sa.UniqueConstraint("name", name=op.f("uq_role_name")),
+        schema=schema,
+    )
+    op.create_table(
+        "device_role",
+        sa.Column("device_id", sa.Integer(), nullable=False),
+        sa.Column("role_id", sa.SmallInteger(), nullable=False),
+        sa.Column("id", sa.Integer(), nullable=False),
+        sa.Column("created", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.Column("updated", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.ForeignKeyConstraint(
+            ["device_id"], [f"{schema}.signal_device.id"], name=op.f("fk_device_role_device_id_signal_device")
+        ),
+        sa.ForeignKeyConstraint(["role_id"], [f"{schema}.role.id"], name=op.f("fk_device_role_role_id_role")),
+        sa.PrimaryKeyConstraint("id", name=op.f("pk_device_role")),
+        sa.UniqueConstraint("device_id", "role_id", name="uq_device_role_device_role"),
+        schema=schema,
+    )
+    # ### end Alembic commands ###
+
+
+def downgrade() -> None:
+    """Downgrade."""
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.drop_table("device_role", schema=schema)
+    op.drop_table("role", schema=schema)
+    # ### end Alembic commands ###

python/alembic/richie/versions/2026_03_18-seprating_signal_bot_database_6b275323f435.py

@@ -0,0 +1,171 @@
+"""seprating signal_bot database.
+
+Revision ID: 6b275323f435
+Revises: 2ef7ba690159
+Create Date: 2026-03-18 08:34:28.785885
+
+"""
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+import sqlalchemy as sa
+from alembic import op
+from sqlalchemy.dialects import postgresql
+
+from python.orm import RichieBase
+
+if TYPE_CHECKING:
+    from collections.abc import Sequence
+
+# revision identifiers, used by Alembic.
+revision: str = "6b275323f435"
+down_revision: str | None = "2ef7ba690159"
+branch_labels: str | Sequence[str] | None = None
+depends_on: str | Sequence[str] | None = None
+
+schema = RichieBase.schema_name
+
+
+def upgrade() -> None:
+    """Upgrade."""
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.drop_table("device_role", schema=schema)
+    op.drop_table("signal_device", schema=schema)
+    op.drop_table("role", schema=schema)
+    op.drop_table("dead_letter_message", schema=schema)
+    # ### end Alembic commands ###
+
+
+def downgrade() -> None:
+    """Downgrade."""
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.create_table(
+        "dead_letter_message",
+        sa.Column("source", sa.VARCHAR(), autoincrement=False, nullable=False),
+        sa.Column("message", sa.TEXT(), autoincrement=False, nullable=False),
+        sa.Column("received_at", postgresql.TIMESTAMP(timezone=True), autoincrement=False, nullable=False),
+        sa.Column(
+            "status",
+            postgresql.ENUM("UNPROCESSED", "PROCESSED", name="message_status", schema=schema),
+            autoincrement=False,
+            nullable=False,
+        ),
+        sa.Column("id", sa.INTEGER(), autoincrement=True, nullable=False),
+        sa.Column(
+            "created",
+            postgresql.TIMESTAMP(timezone=True),
+            server_default=sa.text("now()"),
+            autoincrement=False,
+            nullable=False,
+        ),
+        sa.Column(
+            "updated",
+            postgresql.TIMESTAMP(timezone=True),
+            server_default=sa.text("now()"),
+            autoincrement=False,
+            nullable=False,
+        ),
+        sa.PrimaryKeyConstraint("id", name=op.f("pk_dead_letter_message")),
+        schema=schema,
+    )
+    op.create_table(
+        "role",
+        sa.Column("name", sa.VARCHAR(length=50), autoincrement=False, nullable=False),
+        sa.Column(
+            "id",
+            sa.SMALLINT(),
+            server_default=sa.text(f"nextval('{schema}.role_id_seq'::regclass)"),
+            autoincrement=True,
+            nullable=False,
+        ),
+        sa.Column(
+            "created",
+            postgresql.TIMESTAMP(timezone=True),
+            server_default=sa.text("now()"),
+            autoincrement=False,
+            nullable=False,
+        ),
+        sa.Column(
+            "updated",
+            postgresql.TIMESTAMP(timezone=True),
+            server_default=sa.text("now()"),
+            autoincrement=False,
+            nullable=False,
+        ),
+        sa.PrimaryKeyConstraint("id", name=op.f("pk_role")),
+        sa.UniqueConstraint(
+            "name", name=op.f("uq_role_name"), postgresql_include=[], postgresql_nulls_not_distinct=False
+        ),
+        schema=schema,
+    )
+    op.create_table(
+        "signal_device",
+        sa.Column("phone_number", sa.VARCHAR(length=50), autoincrement=False, nullable=False),
+        sa.Column("safety_number", sa.VARCHAR(), autoincrement=False, nullable=True),
+        sa.Column(
+            "trust_level",
+            postgresql.ENUM("VERIFIED", "UNVERIFIED", "BLOCKED", name="trust_level", schema=schema),
+            autoincrement=False,
+            nullable=False,
+        ),
+        sa.Column("last_seen", postgresql.TIMESTAMP(timezone=True), autoincrement=False, nullable=False),
+        sa.Column("id", sa.INTEGER(), autoincrement=True, nullable=False),
+        sa.Column(
+            "created",
+            postgresql.TIMESTAMP(timezone=True),
+            server_default=sa.text("now()"),
+            autoincrement=False,
+            nullable=False,
+        ),
+        sa.Column(
+            "updated",
+            postgresql.TIMESTAMP(timezone=True),
+            server_default=sa.text("now()"),
+            autoincrement=False,
+            nullable=False,
+        ),
+        sa.PrimaryKeyConstraint("id", name=op.f("pk_signal_device")),
+        sa.UniqueConstraint(
+            "phone_number",
+            name=op.f("uq_signal_device_phone_number"),
+            postgresql_include=[],
+            postgresql_nulls_not_distinct=False,
+        ),
+        schema=schema,
+    )
+    op.create_table(
+        "device_role",
+        sa.Column("device_id", sa.INTEGER(), autoincrement=False, nullable=False),
+        sa.Column("role_id", sa.SMALLINT(), autoincrement=False, nullable=False),
+        sa.Column("id", sa.INTEGER(), autoincrement=True, nullable=False),
+        sa.Column(
+            "created",
+            postgresql.TIMESTAMP(timezone=True),
+            server_default=sa.text("now()"),
+            autoincrement=False,
+            nullable=False,
+        ),
+        sa.Column(
+            "updated",
+            postgresql.TIMESTAMP(timezone=True),
+            server_default=sa.text("now()"),
+            autoincrement=False,
+            nullable=False,
+        ),
+        sa.ForeignKeyConstraint(
+            ["device_id"], [f"{schema}.signal_device.id"], name=op.f("fk_device_role_device_id_signal_device")
+        ),
+        sa.ForeignKeyConstraint(["role_id"], [f"{schema}.role.id"], name=op.f("fk_device_role_role_id_role")),
+        sa.PrimaryKeyConstraint("id", name=op.f("pk_device_role")),
+        sa.UniqueConstraint(
+            "device_id",
+            "role_id",
+            name=op.f("uq_device_role_device_role"),
+            postgresql_include=[],
+            postgresql_nulls_not_distinct=False,
+        ),
+        schema=schema,
+    )
+    # ### end Alembic commands ###

python/alembic/richie/versions/2026_03_29-removed_ds_table_from_richie_db_c8a794340928.py

@@ -0,0 +1,187 @@
+"""removed ds table from richie DB.
+
+Revision ID: c8a794340928
+Revises: 6b275323f435
+Create Date: 2026-03-29 15:29:23.643146
+
+"""
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+import sqlalchemy as sa
+from alembic import op
+from sqlalchemy.dialects import postgresql
+
+from python.orm import RichieBase
+
+if TYPE_CHECKING:
+    from collections.abc import Sequence
+
+# revision identifiers, used by Alembic.
+revision: str = "c8a794340928"
+down_revision: str | None = "6b275323f435"
+branch_labels: str | Sequence[str] | None = None
+depends_on: str | Sequence[str] | None = None
+
+schema = RichieBase.schema_name
+
+
+def upgrade() -> None:
+    """Upgrade."""
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.drop_table("vote_record", schema=schema)
+    op.drop_index(op.f("ix_vote_congress_chamber"), table_name="vote", schema=schema)
+    op.drop_index(op.f("ix_vote_date"), table_name="vote", schema=schema)
+    op.drop_index(op.f("ix_legislator_bioguide_id"), table_name="legislator", schema=schema)
+    op.drop_table("legislator", schema=schema)
+    op.drop_table("vote", schema=schema)
+    op.drop_index(op.f("ix_bill_congress"), table_name="bill", schema=schema)
+    op.drop_table("bill", schema=schema)
+    # ### end Alembic commands ###
+
+
+def downgrade() -> None:
+    """Downgrade."""
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.create_table(
+        "vote",
+        sa.Column("congress", sa.INTEGER(), autoincrement=False, nullable=False),
+        sa.Column("chamber", sa.VARCHAR(), autoincrement=False, nullable=False),
+        sa.Column("session", sa.INTEGER(), autoincrement=False, nullable=False),
+        sa.Column("number", sa.INTEGER(), autoincrement=False, nullable=False),
+        sa.Column("vote_type", sa.VARCHAR(), autoincrement=False, nullable=True),
+        sa.Column("question", sa.VARCHAR(), autoincrement=False, nullable=True),
+        sa.Column("result", sa.VARCHAR(), autoincrement=False, nullable=True),
+        sa.Column("result_text", sa.VARCHAR(), autoincrement=False, nullable=True),
+        sa.Column("vote_date", sa.DATE(), autoincrement=False, nullable=False),
+        sa.Column("yea_count", sa.INTEGER(), autoincrement=False, nullable=True),
+        sa.Column("nay_count", sa.INTEGER(), autoincrement=False, nullable=True),
+        sa.Column("not_voting_count", sa.INTEGER(), autoincrement=False, nullable=True),
+        sa.Column("present_count", sa.INTEGER(), autoincrement=False, nullable=True),
+        sa.Column("bill_id", sa.INTEGER(), autoincrement=False, nullable=True),
+        sa.Column("id", sa.INTEGER(), autoincrement=True, nullable=False),
+        sa.Column(
+            "created",
+            postgresql.TIMESTAMP(timezone=True),
+            server_default=sa.text("now()"),
+            autoincrement=False,
+            nullable=False,
+        ),
+        sa.Column(
+            "updated",
+            postgresql.TIMESTAMP(timezone=True),
+            server_default=sa.text("now()"),
+            autoincrement=False,
+            nullable=False,
+        ),
+        sa.ForeignKeyConstraint(["bill_id"], [f"{schema}.bill.id"], name=op.f("fk_vote_bill_id_bill")),
+        sa.PrimaryKeyConstraint("id", name=op.f("pk_vote")),
+        sa.UniqueConstraint(
+            "congress",
+            "chamber",
+            "session",
+            "number",
+            name=op.f("uq_vote_congress_chamber_session_number"),
+            postgresql_include=[],
+            postgresql_nulls_not_distinct=False,
+        ),
+        schema=schema,
+    )
+    op.create_index(op.f("ix_vote_date"), "vote", ["vote_date"], unique=False, schema=schema)
+    op.create_index(op.f("ix_vote_congress_chamber"), "vote", ["congress", "chamber"], unique=False, schema=schema)
+    op.create_table(
+        "vote_record",
+        sa.Column("vote_id", sa.INTEGER(), autoincrement=False, nullable=False),
+        sa.Column("legislator_id", sa.INTEGER(), autoincrement=False, nullable=False),
+        sa.Column("position", sa.VARCHAR(), autoincrement=False, nullable=False),
+        sa.ForeignKeyConstraint(
+            ["legislator_id"],
+            [f"{schema}.legislator.id"],
+            name=op.f("fk_vote_record_legislator_id_legislator"),
+            ondelete="CASCADE",
+        ),
+        sa.ForeignKeyConstraint(
+            ["vote_id"], [f"{schema}.vote.id"], name=op.f("fk_vote_record_vote_id_vote"), ondelete="CASCADE"
+        ),
+        sa.PrimaryKeyConstraint("vote_id", "legislator_id", name=op.f("pk_vote_record")),
+        schema=schema,
+    )
+    op.create_table(
+        "legislator",
+        sa.Column("bioguide_id", sa.TEXT(), autoincrement=False, nullable=False),
+        sa.Column("thomas_id", sa.VARCHAR(), autoincrement=False, nullable=True),
+        sa.Column("lis_id", sa.VARCHAR(), autoincrement=False, nullable=True),
+        sa.Column("govtrack_id", sa.INTEGER(), autoincrement=False, nullable=True),
+        sa.Column("opensecrets_id", sa.VARCHAR(), autoincrement=False, nullable=True),
+        sa.Column("fec_ids", sa.VARCHAR(), autoincrement=False, nullable=True),
+        sa.Column("first_name", sa.VARCHAR(), autoincrement=False, nullable=False),
+        sa.Column("last_name", sa.VARCHAR(), autoincrement=False, nullable=False),
+        sa.Column("official_full_name", sa.VARCHAR(), autoincrement=False, nullable=True),
+        sa.Column("nickname", sa.VARCHAR(), autoincrement=False, nullable=True),
+        sa.Column("birthday", sa.DATE(), autoincrement=False, nullable=True),
+        sa.Column("gender", sa.VARCHAR(), autoincrement=False, nullable=True),
+        sa.Column("current_party", sa.VARCHAR(), autoincrement=False, nullable=True),
+        sa.Column("current_state", sa.VARCHAR(), autoincrement=False, nullable=True),
+        sa.Column("current_district", sa.INTEGER(), autoincrement=False, nullable=True),
+        sa.Column("current_chamber", sa.VARCHAR(), autoincrement=False, nullable=True),
+        sa.Column("id", sa.INTEGER(), autoincrement=True, nullable=False),
+        sa.Column(
+            "created",
+            postgresql.TIMESTAMP(timezone=True),
+            server_default=sa.text("now()"),
+            autoincrement=False,
+            nullable=False,
+        ),
+        sa.Column(
+            "updated",
+            postgresql.TIMESTAMP(timezone=True),
+            server_default=sa.text("now()"),
+            autoincrement=False,
+            nullable=False,
+        ),
+        sa.PrimaryKeyConstraint("id", name=op.f("pk_legislator")),
+        schema=schema,
+    )
+    op.create_index(op.f("ix_legislator_bioguide_id"), "legislator", ["bioguide_id"], unique=True, schema=schema)
+    op.create_table(
+        "bill",
+        sa.Column("congress", sa.INTEGER(), autoincrement=False, nullable=False),
+        sa.Column("bill_type", sa.VARCHAR(), autoincrement=False, nullable=False),
+        sa.Column("number", sa.INTEGER(), autoincrement=False, nullable=False),
+        sa.Column("title", sa.VARCHAR(), autoincrement=False, nullable=True),
+        sa.Column("title_short", sa.VARCHAR(), autoincrement=False, nullable=True),
+        sa.Column("official_title", sa.VARCHAR(), autoincrement=False, nullable=True),
+        sa.Column("status", sa.VARCHAR(), autoincrement=False, nullable=True),
+        sa.Column("status_at", sa.DATE(), autoincrement=False, nullable=True),
+        sa.Column("sponsor_bioguide_id", sa.VARCHAR(), autoincrement=False, nullable=True),
+        sa.Column("subjects_top_term", sa.VARCHAR(), autoincrement=False, nullable=True),
+        sa.Column("id", sa.INTEGER(), autoincrement=True, nullable=False),
+        sa.Column(
+            "created",
+            postgresql.TIMESTAMP(timezone=True),
+            server_default=sa.text("now()"),
+            autoincrement=False,
+            nullable=False,
+        ),
+        sa.Column(
+            "updated",
+            postgresql.TIMESTAMP(timezone=True),
+            server_default=sa.text("now()"),
+            autoincrement=False,
+            nullable=False,
+        ),
+        sa.PrimaryKeyConstraint("id", name=op.f("pk_bill")),
+        sa.UniqueConstraint(
+            "congress",
+            "bill_type",
+            "number",
+            name=op.f("uq_bill_congress_type_number"),
+            postgresql_include=[],
+            postgresql_nulls_not_distinct=False,
+        ),
+        schema=schema,
+    )
+    op.create_index(op.f("ix_bill_congress"), "bill", ["congress"], unique=False, schema=schema)
+    # ### end Alembic commands ###

python/alembic/richie/versions/2026_06_03-adding_audiobook_libreary_metadata_d7864d1ffc17.py

@@ -0,0 +1,93 @@
+"""adding audiobook libreary metadata.
+
+Revision ID: d7864d1ffc17
+Revises: c8a794340928
+Create Date: 2026-06-03 20:24:09.200837
+
+"""
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+import sqlalchemy as sa
+from alembic import op
+
+from python.orm import RichieBase
+
+if TYPE_CHECKING:
+    from collections.abc import Sequence
+
+# revision identifiers, used by Alembic.
+revision: str = "d7864d1ffc17"
+down_revision: str | None = "c8a794340928"
+branch_labels: str | Sequence[str] | None = None
+depends_on: str | Sequence[str] | None = None
+
+schema = RichieBase.schema_name
+
+
+def upgrade() -> None:
+    """Upgrade."""
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.create_table(
+        "audiobook_author",
+        sa.Column("name", sa.String(), nullable=False),
+        sa.Column("id", sa.Integer(), nullable=False),
+        sa.Column("created", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.Column("updated", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.PrimaryKeyConstraint("id", name=op.f("pk_audiobook_author")),
+        sa.UniqueConstraint("name", name=op.f("uq_audiobook_author_name")),
+        schema=schema,
+    )
+    op.create_table(
+        "audiobook_series",
+        sa.Column("name", sa.String(), nullable=False),
+        sa.Column("author_id", sa.Integer(), nullable=False),
+        sa.Column("id", sa.Integer(), nullable=False),
+        sa.Column("created", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.Column("updated", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.ForeignKeyConstraint(
+            ["author_id"],
+            [f"{schema}.audiobook_author.id"],
+            name=op.f("fk_audiobook_series_author_id_audiobook_author"),
+            ondelete="CASCADE",
+        ),
+        sa.PrimaryKeyConstraint("id", name=op.f("pk_audiobook_series")),
+        sa.UniqueConstraint("author_id", "name", name=op.f("uq_audiobook_series_author_id")),
+        schema=schema,
+    )
+    op.create_table(
+        "audiobook",
+        sa.Column("title", sa.String(), nullable=False),
+        sa.Column("author_id", sa.Integer(), nullable=False),
+        sa.Column("series_id", sa.Integer(), nullable=True),
+        sa.Column("series_index", sa.Integer(), nullable=False),
+        sa.Column("id", sa.Integer(), nullable=False),
+        sa.Column("created", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.Column("updated", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.ForeignKeyConstraint(
+            ["author_id"],
+            [f"{schema}.audiobook_author.id"],
+            name=op.f("fk_audiobook_author_id_audiobook_author"),
+            ondelete="CASCADE",
+        ),
+        sa.ForeignKeyConstraint(
+            ["series_id"],
+            [f"{schema}.audiobook_series.id"],
+            name=op.f("fk_audiobook_series_id_audiobook_series"),
+            ondelete="SET NULL",
+        ),
+        sa.PrimaryKeyConstraint("id", name=op.f("pk_audiobook")),
+        schema=schema,
+    )
+    # ### end Alembic commands ###
+
+
+def downgrade() -> None:
+    """Downgrade."""
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.drop_table("audiobook", schema=schema)
+    op.drop_table("audiobook_series", schema=schema)
+    op.drop_table("audiobook_author", schema=schema)
+    # ### end Alembic commands ###

python/alembic/richie/versions/2026_06_10-add_ebook_search_tables_2db132cace1a.py

@@ -0,0 +1,200 @@
+"""add ebook search tables.
+
+Revision ID: 2db132cace1a
+Revises: b3c60cc5beb5
+Create Date: 2026-06-10 22:10:54.379159
+
+"""
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+import pgvector
+import sqlalchemy as sa
+from alembic import op
+
+from python.orm import RichieBase
+
+if TYPE_CHECKING:
+    from collections.abc import Sequence
+
+# revision identifiers, used by Alembic.
+revision: str = "2db132cace1a"
+down_revision: str | None = "b3c60cc5beb5"
+branch_labels: str | Sequence[str] | None = None
+depends_on: str | Sequence[str] | None = None
+
+schema = RichieBase.schema_name
+
+
+def upgrade() -> None:
+    """Upgrade."""
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.create_table(
+        "ebook_embedding_model",
+        sa.Column("name", sa.String(), nullable=False),
+        sa.Column("dimension", sa.Integer(), nullable=False),
+        sa.Column("is_default", sa.Boolean(), nullable=False),
+        sa.Column("id", sa.Integer(), nullable=False),
+        sa.Column("created", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.Column("updated", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.PrimaryKeyConstraint("id", name=op.f("pk_ebook_embedding_model")),
+        sa.UniqueConstraint("name", name=op.f("uq_ebook_embedding_model_name")),
+        schema=schema,
+    )
+    op.create_table(
+        "ebook_source",
+        sa.Column("title", sa.String(), nullable=False),
+        sa.Column("author", sa.String(), nullable=True),
+        sa.Column("language", sa.String(), nullable=True),
+        sa.Column("publisher", sa.String(), nullable=True),
+        sa.Column("identifier", sa.String(), nullable=True),
+        sa.Column("file_path", sa.String(), nullable=False),
+        sa.Column("file_sha256", sa.String(length=64), nullable=False),
+        sa.Column("file_mtime", sa.DateTime(timezone=True), nullable=False),
+        sa.Column("file_size", sa.BigInteger(), nullable=False),
+        sa.Column("id", sa.Integer(), nullable=False),
+        sa.Column("created", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.Column("updated", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.PrimaryKeyConstraint("id", name=op.f("pk_ebook_source")),
+        sa.UniqueConstraint("file_path", name=op.f("uq_ebook_source_file_path")),
+        sa.UniqueConstraint("file_sha256", name=op.f("uq_ebook_source_file_sha256")),
+        schema=schema,
+    )
+    op.create_table(
+        "ebook_chapter",
+        sa.Column("source_id", sa.Integer(), nullable=False),
+        sa.Column("spine_index", sa.Integer(), nullable=False),
+        sa.Column("title", sa.String(), nullable=True),
+        sa.Column("href", sa.String(), nullable=True),
+        sa.Column("id", sa.Integer(), nullable=False),
+        sa.Column("created", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.Column("updated", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.ForeignKeyConstraint(
+            ["source_id"],
+            [f"{schema}.ebook_source.id"],
+            name=op.f("fk_ebook_chapter_source_id_ebook_source"),
+            ondelete="CASCADE",
+        ),
+        sa.PrimaryKeyConstraint("id", name=op.f("pk_ebook_chapter")),
+        sa.UniqueConstraint("source_id", "spine_index", name=op.f("uq_ebook_chapter_source_id")),
+        schema=schema,
+    )
+    op.create_table(
+        "ebook_chunk",
+        sa.Column("source_id", sa.Integer(), nullable=False),
+        sa.Column("chapter_id", sa.Integer(), nullable=True),
+        sa.Column("chunk_index", sa.Integer(), nullable=False),
+        sa.Column("text", sa.String(), nullable=False),
+        sa.Column("token_start", sa.Integer(), nullable=False),
+        sa.Column("token_count", sa.Integer(), nullable=False),
+        sa.Column("page_label", sa.String(), nullable=True),
+        sa.Column("content_sha256", sa.String(length=64), nullable=False),
+        sa.Column("search_text", sa.String(), nullable=False),
+        sa.Column("id", sa.BigInteger(), nullable=False),
+        sa.Column("created", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.Column("updated", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.ForeignKeyConstraint(
+            ["chapter_id"],
+            [f"{schema}.ebook_chapter.id"],
+            name=op.f("fk_ebook_chunk_chapter_id_ebook_chapter"),
+            ondelete="SET NULL",
+        ),
+        sa.ForeignKeyConstraint(
+            ["source_id"],
+            [f"{schema}.ebook_source.id"],
+            name=op.f("fk_ebook_chunk_source_id_ebook_source"),
+            ondelete="CASCADE",
+        ),
+        sa.PrimaryKeyConstraint("id", name=op.f("pk_ebook_chunk")),
+        sa.UniqueConstraint("source_id", "chunk_index", name="uq_ebook_chunk_source_id_chunk_index"),
+        sa.UniqueConstraint("source_id", "content_sha256", name="uq_ebook_chunk_source_id_content_sha256"),
+        schema=schema,
+    )
+    op.create_table(
+        "ebook_chunk_embedding_1024",
+        sa.Column("chunk_id", sa.BigInteger(), nullable=False),
+        sa.Column("model_id", sa.Integer(), nullable=False),
+        sa.Column("embedding", pgvector.sqlalchemy.vector.VECTOR(dim=1024), nullable=False),
+        sa.Column("id", sa.BigInteger(), nullable=False),
+        sa.Column("created", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.Column("updated", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.ForeignKeyConstraint(
+            ["chunk_id"],
+            [f"{schema}.ebook_chunk.id"],
+            name=op.f("fk_ebook_chunk_embedding_1024_chunk_id_ebook_chunk"),
+            ondelete="CASCADE",
+        ),
+        sa.ForeignKeyConstraint(
+            ["model_id"],
+            [f"{schema}.ebook_embedding_model.id"],
+            name=op.f("fk_ebook_chunk_embedding_1024_model_id_ebook_embedding_model"),
+            ondelete="CASCADE",
+        ),
+        sa.PrimaryKeyConstraint("id", name=op.f("pk_ebook_chunk_embedding_1024")),
+        sa.UniqueConstraint("chunk_id", "model_id", name=op.f("uq_ebook_chunk_embedding_1024_chunk_id")),
+        schema=schema,
+    )
+    op.create_table(
+        "ebook_chunk_embedding_2560",
+        sa.Column("chunk_id", sa.BigInteger(), nullable=False),
+        sa.Column("model_id", sa.Integer(), nullable=False),
+        sa.Column("embedding", pgvector.sqlalchemy.vector.VECTOR(dim=2560), nullable=False),
+        sa.Column("id", sa.BigInteger(), nullable=False),
+        sa.Column("created", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.Column("updated", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.ForeignKeyConstraint(
+            ["chunk_id"],
+            [f"{schema}.ebook_chunk.id"],
+            name=op.f("fk_ebook_chunk_embedding_2560_chunk_id_ebook_chunk"),
+            ondelete="CASCADE",
+        ),
+        sa.ForeignKeyConstraint(
+            ["model_id"],
+            [f"{schema}.ebook_embedding_model.id"],
+            name=op.f("fk_ebook_chunk_embedding_2560_model_id_ebook_embedding_model"),
+            ondelete="CASCADE",
+        ),
+        sa.PrimaryKeyConstraint("id", name=op.f("pk_ebook_chunk_embedding_2560")),
+        sa.UniqueConstraint("chunk_id", "model_id", name=op.f("uq_ebook_chunk_embedding_2560_chunk_id")),
+        schema=schema,
+    )
+    op.create_table(
+        "ebook_chunk_embedding_4096",
+        sa.Column("chunk_id", sa.BigInteger(), nullable=False),
+        sa.Column("model_id", sa.Integer(), nullable=False),
+        sa.Column("embedding", pgvector.sqlalchemy.vector.VECTOR(dim=4096), nullable=False),
+        sa.Column("id", sa.BigInteger(), nullable=False),
+        sa.Column("created", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.Column("updated", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
+        sa.ForeignKeyConstraint(
+            ["chunk_id"],
+            [f"{schema}.ebook_chunk.id"],
+            name=op.f("fk_ebook_chunk_embedding_4096_chunk_id_ebook_chunk"),
+            ondelete="CASCADE",
+        ),
+        sa.ForeignKeyConstraint(
+            ["model_id"],
+            [f"{schema}.ebook_embedding_model.id"],
+            name=op.f("fk_ebook_chunk_embedding_4096_model_id_ebook_embedding_model"),
+            ondelete="CASCADE",
+        ),
+        sa.PrimaryKeyConstraint("id", name=op.f("pk_ebook_chunk_embedding_4096")),
+        sa.UniqueConstraint("chunk_id", "model_id", name=op.f("uq_ebook_chunk_embedding_4096_chunk_id")),
+        schema=schema,
+    )
+    # ### end Alembic commands ###
+
+
+def downgrade() -> None:
+    """Downgrade."""
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.drop_table("ebook_chunk_embedding_4096", schema=schema)
+    op.drop_table("ebook_chunk_embedding_2560", schema=schema)
+    op.drop_table("ebook_chunk_embedding_1024", schema=schema)
+    op.drop_table("ebook_chunk", schema=schema)
+    op.drop_table("ebook_chapter", schema=schema)
+    op.drop_table("ebook_source", schema=schema)
+    op.drop_table("ebook_embedding_model", schema=schema)
+    # ### end Alembic commands ###

python/alembic/richie/versions/2026_06_10-updated_series_index_to_float_and_added__b3c60cc5beb5.py

@@ -0,0 +1,63 @@
+"""updated series_index to float and added UniqueConstraint to audiobook and audiobook_author.
+
+Revision ID: b3c60cc5beb5
+Revises: d7864d1ffc17
+Create Date: 2026-06-10 20:02:43.073725
+
+"""
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+import sqlalchemy as sa
+from alembic import op
+
+from python.orm import RichieBase
+
+if TYPE_CHECKING:
+    from collections.abc import Sequence
+
+# revision identifiers, used by Alembic.
+revision: str = "b3c60cc5beb5"
+down_revision: str | None = "d7864d1ffc17"
+branch_labels: str | Sequence[str] | None = None
+depends_on: str | Sequence[str] | None = None
+
+schema = RichieBase.schema_name
+
+
+def upgrade() -> None:
+    """Upgrade."""
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.alter_column(
+        "audiobook",
+        "series_index",
+        existing_type=sa.INTEGER(),
+        type_=sa.Float(),
+        existing_nullable=False,
+        schema=schema,
+    )
+    op.create_unique_constraint(
+        op.f("uq_audiobook_author_id"),
+        "audiobook",
+        ["author_id", "series_id", "title"],
+        schema=schema,
+        postgresql_nulls_not_distinct=True,
+    )
+    # ### end Alembic commands ###
+
+
+def downgrade() -> None:
+    """Downgrade."""
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.drop_constraint(op.f("uq_audiobook_author_id"), "audiobook", schema=schema, type_="unique")
+    op.alter_column(
+        "audiobook",
+        "series_index",
+        existing_type=sa.Float(),
+        type_=sa.INTEGER(),
+        existing_nullable=False,
+        schema=schema,
+    )
+    # ### end Alembic commands ###

python/alembic/richie/versions/2026_06_13-add_1024_ebook_embedding_cosine_index_c460105682d2.py

@@ -0,0 +1,54 @@
+"""add 1024 ebook embedding cosine index.
+
+Revision ID: c460105682d2
+Revises: 2db132cace1a
+Create Date: 2026-06-13 19:53:45.680289
+
+"""
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+from alembic import op
+
+from python.orm import RichieBase
+
+if TYPE_CHECKING:
+    from collections.abc import Sequence
+
+# revision identifiers, used by Alembic.
+revision: str = "c460105682d2"
+down_revision: str | None = "2db132cace1a"
+branch_labels: str | Sequence[str] | None = None
+depends_on: str | Sequence[str] | None = None
+
+schema = RichieBase.schema_name
+
+
+def upgrade() -> None:
+    """Upgrade."""
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.create_index(
+        "ix_ebook_chunk_embedding_1024_embedding_cosine",
+        "ebook_chunk_embedding_1024",
+        ["embedding"],
+        unique=False,
+        schema=schema,
+        postgresql_using="hnsw",
+        postgresql_ops={"embedding": "vector_cosine_ops"},
+    )
+    # ### end Alembic commands ###
+
+
+def downgrade() -> None:
+    """Downgrade."""
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.drop_index(
+        "ix_ebook_chunk_embedding_1024_embedding_cosine",
+        table_name="ebook_chunk_embedding_1024",
+        schema=schema,
+        postgresql_using="hnsw",
+        postgresql_ops={"embedding": "vector_cosine_ops"},
+    )
+    # ### end Alembic commands ###

python/api/main.py

@@ -1,27 +1,23 @@
 """FastAPI interface for Contact database."""
 
 import logging
-import shutil
-import subprocess
-import tempfile
 from collections.abc import AsyncIterator
 from contextlib import asynccontextmanager
-from os import environ
-from pathlib import Path
 from typing import Annotated
 
 import typer
 import uvicorn
 from fastapi import FastAPI
 
-from python.api.routers import contact_router, create_frontend_router
+from python.api.routers import contact_router, views_router
 from python.common import configure_logger
+from python.fastapi_tools import ZstdMiddleware
 from python.orm.common import get_postgres_engine
 
 logger = logging.getLogger(__name__)
 
 
-def create_app(frontend_dir: Path | None = None) -> FastAPI:
+def create_app() -> FastAPI:
     """Create and configure the FastAPI application."""
 
     @asynccontextmanager
@@ -32,84 +28,23 @@ def create_app(frontend_dir: Path | None = None) -> FastAPI:
         app.state.engine.dispose()
 
     app = FastAPI(title="Contact Database API", lifespan=lifespan)
+    app.add_middleware(ZstdMiddleware)
 
     app.include_router(contact_router)
-
-    if frontend_dir:
-        logger.info(f"Serving frontend from {frontend_dir}")
-        frontend_router = create_frontend_router(frontend_dir)
-        app.include_router(frontend_router)
+    app.include_router(views_router)
 
     return app
 
 
-def build_frontend(source_dir: Path | None, cache_dir: Path | None = None) -> Path | None:
-    """Run npm build and copy output to a temp directory.
-
-    Works even if source_dir is read-only by copying to a temp directory first.
-
-    Args:
-        source_dir: Frontend source directory.
-        cache_dir: Optional npm cache directory for faster repeated builds.
-
-    Returns:
-        Path to frontend build directory, or None if no source_dir provided.
-    """
-    if not source_dir:
-        return None
-
-    if not source_dir.exists():
-        error = f"Frontend directory {source_dir} does not exist"
-        raise FileExistsError(error)
-
-    logger.info("Building frontend from %s...", source_dir)
-
-    # Copy source to a writable temp directory
-    build_dir = Path(tempfile.mkdtemp(prefix="contact_frontend_build_"))
-    shutil.copytree(source_dir, build_dir, dirs_exist_ok=True)
-
-    env = dict(environ)
-    if cache_dir:
-        cache_dir.mkdir(parents=True, exist_ok=True)
-        env["npm_config_cache"] = str(cache_dir)
-
-    subprocess.run(["npm", "install"], cwd=build_dir, env=env, check=True)  # noqa: S607
-    subprocess.run(["npm", "run", "build"], cwd=build_dir, env=env, check=True)  # noqa: S607
-
-    dist_dir = build_dir / "dist"
-    if not dist_dir.exists():
-        error = f"Build output not found at {dist_dir}"
-        raise FileNotFoundError(error)
-
-    output_dir = Path(tempfile.mkdtemp(prefix="contact_frontend_"))
-    shutil.copytree(dist_dir, output_dir, dirs_exist_ok=True)
-    logger.info(f"Frontend built and copied to {output_dir}")
-
-    shutil.rmtree(build_dir)
-
-    return output_dir
-
-
 def serve(
     host: Annotated[str, typer.Option("--host", "-h", help="Host to bind to")],
-    frontend_dir: Annotated[
-        Path | None,
-        typer.Option(
-            "--frontend-dir",
-            "-f",
-            help="Frontend source directory. If provided, runs npm build and serves from temp dir.",
-        ),
-    ] = None,
     port: Annotated[int, typer.Option("--port", "-p", help="Port to bind to")] = 8000,
     log_level: Annotated[str, typer.Option("--log-level", "-l", help="Log level")] = "INFO",
 ) -> None:
     """Start the Contact API server."""
     configure_logger(log_level)
 
-    cache_dir = Path(environ["HOME"]) / ".npm"
-    serve_dir = build_frontend(frontend_dir, cache_dir=cache_dir)
-
-    app = create_app(frontend_dir=serve_dir)
+    app = create_app()
     uvicorn.run(app, host=host, port=port)
 
 

python/api/routers/__init__.py

@@ -1,6 +1,6 @@
 """API routers."""
 
 from python.api.routers.contact import router as contact_router
-from python.api.routers.frontend import create_frontend_router
+from python.api.routers.views import router as views_router
 
-__all__ = ["contact_router", "create_frontend_router"]
+__all__ = ["contact_router", "views_router"]

python/api/routers/contact.py

@@ -1,13 +1,25 @@
 """Contact API router."""
 
-from fastapi import APIRouter, HTTPException
+from pathlib import Path
+
+from fastapi import APIRouter, HTTPException, Request
+from fastapi.responses import HTMLResponse
+from fastapi.templating import Jinja2Templates
 from pydantic import BaseModel
 from sqlalchemy import select
 from sqlalchemy.orm import selectinload
 
-from python.api.dependencies import DbSession
+from python.fastapi_tools.db import DbSession
 from python.orm.richie.contact import Contact, ContactRelationship, Need, RelationshipType
 
+TEMPLATES_DIR = Path(__file__).parent.parent / "templates"
+templates = Jinja2Templates(directory=TEMPLATES_DIR)
+
+
+def _is_htmx(request: Request) -> bool:
+    """Check if the request is from HTMX."""
+    return request.headers.get("HX-Request") == "true"
+
 
 class NeedBase(BaseModel):
     """Base schema for Need."""
@@ -180,14 +192,16 @@ def get_need(need_id: int, db: DbSession) -> Need:
     return need
 
 
-@router.delete("/needs/{need_id}")
-def delete_need(need_id: int, db: DbSession) -> dict[str, bool]:
+@router.delete("/needs/{need_id}", response_model=None)
+def delete_need(need_id: int, request: Request, db: DbSession) -> dict[str, bool] | HTMLResponse:
     """Delete a need by ID."""
     need = db.get(Need, need_id)
     if not need:
         raise HTTPException(status_code=404, detail="Need not found")
     db.delete(need)
     db.commit()
+    if _is_htmx(request):
+        return HTMLResponse("")
     return {"deleted": True}
 
 
@@ -261,14 +275,16 @@ def update_contact(
     return db_contact
 
 
-@router.delete("/contacts/{contact_id}")
-def delete_contact(contact_id: int, db: DbSession) -> dict[str, bool]:
+@router.delete("/contacts/{contact_id}", response_model=None)
+def delete_contact(contact_id: int, request: Request, db: DbSession) -> dict[str, bool] | HTMLResponse:
     """Delete a contact by ID."""
     contact = db.get(Contact, contact_id)
     if not contact:
         raise HTTPException(status_code=404, detail="Contact not found")
     db.delete(contact)
     db.commit()
+    if _is_htmx(request):
+        return HTMLResponse("")
     return {"deleted": True}
 
 
@@ -294,12 +310,13 @@ def add_need_to_contact(
     return {"added": True}
 
 
-@router.delete("/contacts/{contact_id}/needs/{need_id}")
+@router.delete("/contacts/{contact_id}/needs/{need_id}", response_model=None)
 def remove_need_from_contact(
     contact_id: int,
     need_id: int,
+    request: Request,
     db: DbSession,
-) -> dict[str, bool]:
+) -> dict[str, bool] | HTMLResponse:
     """Remove a need from a contact."""
     contact = db.get(Contact, contact_id)
     if not contact:
@@ -313,6 +330,8 @@ def remove_need_from_contact(
         contact.needs.remove(need)
         db.commit()
 
+    if _is_htmx(request):
+        return HTMLResponse("")
     return {"removed": True}
 
 
@@ -404,12 +423,13 @@ def update_contact_relationship(
     return relationship
 
 
-@router.delete("/contacts/{contact_id}/relationships/{related_contact_id}")
+@router.delete("/contacts/{contact_id}/relationships/{related_contact_id}", response_model=None)
 def remove_contact_relationship(
     contact_id: int,
     related_contact_id: int,
+    request: Request,
     db: DbSession,
-) -> dict[str, bool]:
+) -> dict[str, bool] | HTMLResponse:
     """Remove a relationship between two contacts."""
     relationship = db.scalar(
         select(ContactRelationship).where(
@@ -422,6 +442,8 @@ def remove_contact_relationship(
 
     db.delete(relationship)
     db.commit()
+    if _is_htmx(request):
+        return HTMLResponse("")
     return {"deleted": True}
 
 

python/api/routers/frontend.py

@@ -1,24 +0,0 @@
-"""Frontend SPA router."""
-
-from pathlib import Path
-
-from fastapi import APIRouter
-from fastapi.responses import FileResponse
-from fastapi.staticfiles import StaticFiles
-
-
-def create_frontend_router(frontend_dir: Path) -> APIRouter:
-    """Create a router for serving the frontend SPA."""
-    router = APIRouter(tags=["frontend"])
-
-    router.mount("/assets", StaticFiles(directory=frontend_dir / "assets"), name="assets")
-
-    @router.get("/{full_path:path}")
-    async def serve_spa(full_path: str) -> FileResponse:
-        """Serve React SPA for all non-API routes."""
-        file_path = frontend_dir / full_path
-        if file_path.is_file():
-            return FileResponse(file_path)
-        return FileResponse(frontend_dir / "index.html")
-
-    return router

python/api/routers/views.py

@@ -0,0 +1,345 @@
+"""HTMX server-rendered view router."""
+
+from pathlib import Path
+from typing import Annotated, Any
+
+from fastapi import APIRouter, Form, HTTPException, Request
+from fastapi.responses import HTMLResponse, RedirectResponse
+from fastapi.templating import Jinja2Templates
+from sqlalchemy import select
+from sqlalchemy.orm import Session, selectinload
+
+from python.fastapi_tools.db import DbSession
+from python.orm.richie.contact import Contact, ContactRelationship, Need, RelationshipType
+
+TEMPLATES_DIR = Path(__file__).parent.parent / "templates"
+templates = Jinja2Templates(directory=TEMPLATES_DIR)
+
+router = APIRouter(tags=["views"])
+
+FAMILIAL_TYPES = {
+    "parent",
+    "child",
+    "sibling",
+    "grandparent",
+    "grandchild",
+    "aunt_uncle",
+    "niece_nephew",
+    "cousin",
+    "in_law",
+}
+FRIEND_TYPES = {"best_friend", "close_friend", "friend", "acquaintance", "neighbor"}
+PARTNER_TYPES = {"spouse", "partner"}
+PROFESSIONAL_TYPES = {"mentor", "mentee", "business_partner", "colleague", "manager", "direct_report", "client"}
+
+CONTACT_STRING_FIELDS = (
+    "name",
+    "legal_name",
+    "suffix",
+    "gender",
+    "current_job",
+    "timezone",
+    "profile_pic",
+    "bio",
+    "goals",
+    "social_structure_style",
+    "safe_conversation_starters",
+    "topics_to_avoid",
+    "ssn",
+)
+
+CONTACT_INT_FIELDS = ("age", "self_sufficiency_score")
+
+
+def _group_relationships(relationships: list[ContactRelationship]) -> dict[str, list[ContactRelationship]]:
+    """Group relationships by category."""
+    groups: dict[str, list[ContactRelationship]] = {
+        "familial": [],
+        "partners": [],
+        "friends": [],
+        "professional": [],
+        "other": [],
+    }
+    for rel in relationships:
+        if rel.relationship_type in FAMILIAL_TYPES:
+            groups["familial"].append(rel)
+        elif rel.relationship_type in PARTNER_TYPES:
+            groups["partners"].append(rel)
+        elif rel.relationship_type in FRIEND_TYPES:
+            groups["friends"].append(rel)
+        elif rel.relationship_type in PROFESSIONAL_TYPES:
+            groups["professional"].append(rel)
+        else:
+            groups["other"].append(rel)
+    return groups
+
+
+def _build_contact_name_map(database: Session, contact: Contact) -> dict[int, str]:
+    """Build a mapping of contact IDs to names for relationship display."""
+    related_ids = {rel.related_contact_id for rel in contact.related_to}
+    related_ids |= {rel.contact_id for rel in contact.related_from}
+    related_ids.discard(contact.id)
+
+    if not related_ids:
+        return {}
+
+    related_contacts = list(database.scalars(select(Contact).where(Contact.id.in_(related_ids))).all())
+    return {related.id: related.name for related in related_contacts}
+
+
+def _get_relationship_type_display() -> dict[str, str]:
+    """Build a mapping of relationship type values to display names."""
+    return {rel_type.value: rel_type.display_name for rel_type in RelationshipType}
+
+
+async def _parse_contact_form(request: Request) -> dict[str, Any]:
+    """Parse contact form data from a multipart/form request."""
+    form_data = await request.form()
+    result: dict[str, Any] = {}
+
+    for field in CONTACT_STRING_FIELDS:
+        value = form_data.get(field, "")
+        result[field] = str(value) if value else None
+
+    for field in CONTACT_INT_FIELDS:
+        value = form_data.get(field, "")
+        result[field] = int(value) if value else None
+
+    result["need_ids"] = [int(value) for value in form_data.getlist("need_ids")]
+    return result
+
+
+def _save_contact_from_form(database: Session, contact: Contact, form_result: dict[str, Any]) -> None:
+    """Apply parsed form data to a Contact and save associated needs."""
+    need_ids = form_result.pop("need_ids")
+
+    for key, value in form_result.items():
+        setattr(contact, key, value)
+
+    if need_ids:
+        contact.needs = list(database.scalars(select(Need).where(Need.id.in_(need_ids))).all())
+    else:
+        contact.needs = []
+
+
+@router.get("/", response_class=HTMLResponse)
+@router.get("/contacts", response_class=HTMLResponse)
+def contact_list_page(request: Request, database: DbSession) -> HTMLResponse:
+    """Render the contacts list page."""
+    contacts = list(database.scalars(select(Contact)).all())
+    return templates.TemplateResponse(request, "contact_list.html", {"contacts": contacts})
+
+
+@router.get("/contacts/new", response_class=HTMLResponse)
+def new_contact_page(request: Request, database: DbSession) -> HTMLResponse:
+    """Render the new contact form page."""
+    all_needs = list(database.scalars(select(Need)).all())
+    return templates.TemplateResponse(request, "contact_form.html", {"contact": None, "all_needs": all_needs})
+
+
+@router.post("/htmx/contacts/new")
+async def create_contact_form(request: Request, database: DbSession) -> RedirectResponse:
+    """Handle the create contact form submission."""
+    form_result = await _parse_contact_form(request)
+    contact = Contact()
+    _save_contact_from_form(database, contact, form_result)
+
+    database.add(contact)
+    database.commit()
+    database.refresh(contact)
+    return RedirectResponse(url=f"/contacts/{contact.id}", status_code=303)
+
+
+@router.get("/contacts/{contact_id}", response_class=HTMLResponse)
+def contact_detail_page(contact_id: int, request: Request, database: DbSession) -> HTMLResponse:
+    """Render the contact detail page."""
+    contact = database.scalar(
+        select(Contact)
+        .where(Contact.id == contact_id)
+        .options(
+            selectinload(Contact.needs),
+            selectinload(Contact.related_to),
+            selectinload(Contact.related_from),
+        )
+    )
+    if not contact:
+        raise HTTPException(status_code=404, detail="Contact not found")
+
+    contact_names = _build_contact_name_map(database, contact)
+    grouped_relationships = _group_relationships(contact.related_to)
+    all_contacts = list(database.scalars(select(Contact)).all())
+    all_needs = list(database.scalars(select(Need)).all())
+    available_needs = [need for need in all_needs if need not in contact.needs]
+
+    return templates.TemplateResponse(
+        request,
+        "contact_detail.html",
+        {
+            "contact": contact,
+            "contact_names": contact_names,
+            "grouped_relationships": grouped_relationships,
+            "all_contacts": all_contacts,
+            "available_needs": available_needs,
+            "relationship_types": list(RelationshipType),
+        },
+    )
+
+
+@router.get("/contacts/{contact_id}/edit", response_class=HTMLResponse)
+def edit_contact_page(contact_id: int, request: Request, database: DbSession) -> HTMLResponse:
+    """Render the edit contact form page."""
+    contact = database.scalar(select(Contact).where(Contact.id == contact_id).options(selectinload(Contact.needs)))
+    if not contact:
+        raise HTTPException(status_code=404, detail="Contact not found")
+
+    all_needs = list(database.scalars(select(Need)).all())
+    return templates.TemplateResponse(request, "contact_form.html", {"contact": contact, "all_needs": all_needs})
+
+
+@router.post("/htmx/contacts/{contact_id}/edit")
+async def update_contact_form(contact_id: int, request: Request, database: DbSession) -> RedirectResponse:
+    """Handle the edit contact form submission."""
+    contact = database.get(Contact, contact_id)
+    if not contact:
+        raise HTTPException(status_code=404, detail="Contact not found")
+
+    form_result = await _parse_contact_form(request)
+    _save_contact_from_form(database, contact, form_result)
+
+    database.commit()
+    return RedirectResponse(url=f"/contacts/{contact_id}", status_code=303)
+
+
+@router.post("/htmx/contacts/{contact_id}/add-need", response_class=HTMLResponse)
+def add_need_to_contact_htmx(
+    contact_id: int,
+    request: Request,
+    database: DbSession,
+    need_id: Annotated[int, Form()],
+) -> HTMLResponse:
+    """Add a need to a contact and return updated manage-needs partial."""
+    contact = database.scalar(select(Contact).where(Contact.id == contact_id).options(selectinload(Contact.needs)))
+    if not contact:
+        raise HTTPException(status_code=404, detail="Contact not found")
+
+    need = database.get(Need, need_id)
+    if not need:
+        raise HTTPException(status_code=404, detail="Need not found")
+
+    if need not in contact.needs:
+        contact.needs.append(need)
+        database.commit()
+        database.refresh(contact)
+
+    return templates.TemplateResponse(request, "partials/manage_needs.html", {"contact": contact})
+
+
+@router.post("/htmx/contacts/{contact_id}/add-relationship", response_class=HTMLResponse)
+def add_relationship_htmx(
+    contact_id: int,
+    request: Request,
+    database: DbSession,
+    related_contact_id: Annotated[int, Form()],
+    relationship_type: Annotated[str, Form()],
+) -> HTMLResponse:
+    """Add a relationship and return updated manage-relationships partial."""
+    contact = database.scalar(select(Contact).where(Contact.id == contact_id).options(selectinload(Contact.related_to)))
+    if not contact:
+        raise HTTPException(status_code=404, detail="Contact not found")
+
+    related_contact = database.get(Contact, related_contact_id)
+    if not related_contact:
+        raise HTTPException(status_code=404, detail="Related contact not found")
+
+    rel_type = RelationshipType(relationship_type)
+    weight = rel_type.default_weight
+
+    relationship = ContactRelationship(
+        contact_id=contact_id,
+        related_contact_id=related_contact_id,
+        relationship_type=relationship_type,
+        closeness_weight=weight,
+    )
+    database.add(relationship)
+    database.commit()
+    database.refresh(contact)
+
+    contact_names = _build_contact_name_map(database, contact)
+    return templates.TemplateResponse(
+        request,
+        "partials/manage_relationships.html",
+        {"contact": contact, "contact_names": contact_names},
+    )
+
+
+@router.post("/htmx/contacts/{contact_id}/relationships/{related_contact_id}/weight")
+def update_relationship_weight_htmx(
+    contact_id: int,
+    related_contact_id: int,
+    database: DbSession,
+    closeness_weight: Annotated[int, Form()],
+) -> HTMLResponse:
+    """Update a relationship's closeness weight from HTMX range input."""
+    relationship = database.scalar(
+        select(ContactRelationship).where(
+            ContactRelationship.contact_id == contact_id,
+            ContactRelationship.related_contact_id == related_contact_id,
+        )
+    )
+    if not relationship:
+        raise HTTPException(status_code=404, detail="Relationship not found")
+
+    relationship.closeness_weight = closeness_weight
+    database.commit()
+    return HTMLResponse("")
+
+
+@router.post("/htmx/needs", response_class=HTMLResponse)
+def create_need_htmx(
+    request: Request,
+    database: DbSession,
+    name: Annotated[str, Form()],
+    description: Annotated[str, Form()] = "",
+) -> HTMLResponse:
+    """Create a need via form data and return updated needs list."""
+    need = Need(name=name, description=description or None)
+    database.add(need)
+    database.commit()
+    needs = list(database.scalars(select(Need)).all())
+    return templates.TemplateResponse(request, "partials/need_items.html", {"needs": needs})
+
+
+@router.get("/needs", response_class=HTMLResponse)
+def needs_page(request: Request, database: DbSession) -> HTMLResponse:
+    """Render the needs list page."""
+    needs = list(database.scalars(select(Need)).all())
+    return templates.TemplateResponse(request, "need_list.html", {"needs": needs})
+
+
+@router.get("/graph", response_class=HTMLResponse)
+def graph_page(request: Request, database: DbSession) -> HTMLResponse:
+    """Render the relationship graph page."""
+    contacts = list(database.scalars(select(Contact)).all())
+    relationships = list(database.scalars(select(ContactRelationship)).all())
+
+    graph_data = {
+        "nodes": [{"id": contact.id, "name": contact.name, "current_job": contact.current_job} for contact in contacts],
+        "edges": [
+            {
+                "source": rel.contact_id,
+                "target": rel.related_contact_id,
+                "relationship_type": rel.relationship_type,
+                "closeness_weight": rel.closeness_weight,
+            }
+            for rel in relationships
+        ],
+    }
+
+    return templates.TemplateResponse(
+        request,
+        "graph.html",
+        {
+            "graph_data": graph_data,
+            "relationship_type_display": _get_relationship_type_display(),
+        },
+    )

python/api/templates/base.html

@@ -0,0 +1,198 @@
+<!DOCTYPE html>
+<html lang="en" data-theme="light">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>{% block title %}Contact Database{% endblock %}</title>
+    <script src="https://unpkg.com/htmx.org@2.0.4"></script>
+    <style>
+        :root {
+            --color-bg: #f5f5f5;
+            --color-bg-card: #ffffff;
+            --color-bg-hover: #f0f0f0;
+            --color-bg-muted: #f9f9f9;
+            --color-bg-error: #ffe0e0;
+            --color-text: #333333;
+            --color-text-muted: #666666;
+            --color-text-error: #cc0000;
+            --color-border: #dddddd;
+            --color-border-light: #eeeeee;
+            --color-border-lighter: #f0f0f0;
+            --color-primary: #0066cc;
+            --color-primary-hover: #0055aa;
+            --color-danger: #cc3333;
+            --color-danger-hover: #aa2222;
+            --color-tag-bg: #e0e0e0;
+            --shadow: 0 1px 3px rgba(0, 0, 0, 0.1);
+            font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, sans-serif;
+            line-height: 1.5;
+            color: var(--color-text);
+            background-color: var(--color-bg);
+        }
+        [data-theme="dark"] {
+            --color-bg: #1a1a1a;
+            --color-bg-card: #2d2d2d;
+            --color-bg-hover: #3d3d3d;
+            --color-bg-muted: #252525;
+            --color-bg-error: #4a2020;
+            --color-text: #e0e0e0;
+            --color-text-muted: #a0a0a0;
+            --color-text-error: #ff6b6b;
+            --color-border: #404040;
+            --color-border-light: #353535;
+            --color-border-lighter: #303030;
+            --color-primary: #4da6ff;
+            --color-primary-hover: #7dbfff;
+            --color-danger: #ff6b6b;
+            --color-danger-hover: #ff8a8a;
+            --color-tag-bg: #404040;
+            --shadow: 0 1px 3px rgba(0, 0, 0, 0.3);
+        }
+        * { box-sizing: border-box; }
+        body { margin: 0; background: var(--color-bg); color: var(--color-text); }
+        .app { max-width: 1000px; margin: 0 auto; padding: 20px; }
+        nav { display: flex; align-items: center; gap: 20px; padding: 15px 0; border-bottom: 1px solid var(--color-border); margin-bottom: 20px; }
+        nav a { color: var(--color-primary); text-decoration: none; font-weight: 500; }
+        nav a:hover { text-decoration: underline; }
+        .theme-toggle { margin-left: auto; }
+        main { background: var(--color-bg-card); padding: 20px; border-radius: 8px; box-shadow: var(--shadow); }
+        .header { display: flex; justify-content: space-between; align-items: center; margin-bottom: 20px; }
+        .header h1 { margin: 0; }
+        a { color: var(--color-primary); }
+        a:hover { text-decoration: underline; }
+
+        .btn { display: inline-block; padding: 8px 16px; border: 1px solid var(--color-border); border-radius: 4px; background: var(--color-bg-card); color: var(--color-text); text-decoration: none; cursor: pointer; font-size: 14px; margin-left: 8px; }
+        .btn:hover { background: var(--color-bg-hover); }
+        .btn-primary { background: var(--color-primary); border-color: var(--color-primary); color: white; }
+        .btn-primary:hover { background: var(--color-primary-hover); }
+        .btn-danger { background: var(--color-danger); border-color: var(--color-danger); color: white; }
+        .btn-danger:hover { background: var(--color-danger-hover); }
+        .btn-small { padding: 4px 8px; font-size: 12px; }
+        .btn:disabled { opacity: 0.6; cursor: not-allowed; }
+
+        table { width: 100%; border-collapse: collapse; }
+        th, td { padding: 12px; text-align: left; border-bottom: 1px solid var(--color-border-light); }
+        th { font-weight: 600; background: var(--color-bg-muted); }
+        tr:hover { background: var(--color-bg-muted); }
+
+        .error { background: var(--color-bg-error); color: var(--color-text-error); padding: 10px; border-radius: 4px; margin-bottom: 20px; }
+        .tag { display: inline-block; background: var(--color-tag-bg); padding: 2px 8px; border-radius: 12px; font-size: 12px; color: var(--color-text-muted); }
+
+        .add-form { display: flex; gap: 10px; margin-top: 15px; flex-wrap: wrap; }
+        .add-form select, .add-form input { padding: 8px; border: 1px solid var(--color-border); border-radius: 4px; min-width: 200px; background: var(--color-bg-card); color: var(--color-text); }
+
+        .form-group { margin-bottom: 20px; }
+        .form-group label { display: block; font-weight: 500; margin-bottom: 5px; }
+        .form-group input, .form-group textarea, .form-group select { width: 100%; padding: 10px; border: 1px solid var(--color-border); border-radius: 4px; font-size: 14px; background: var(--color-bg-card); color: var(--color-text); }
+        .form-group textarea { resize: vertical; }
+        .form-row { display: grid; grid-template-columns: 1fr 1fr; gap: 20px; }
+        .checkbox-group { display: flex; flex-wrap: wrap; gap: 15px; }
+        .checkbox-label { display: flex; align-items: center; gap: 5px; cursor: pointer; }
+        .form-actions { display: flex; gap: 10px; margin-top: 30px; padding-top: 20px; border-top: 1px solid var(--color-border-light); }
+
+        .need-form { background: var(--color-bg-muted); padding: 20px; border-radius: 4px; margin-bottom: 20px; }
+        .need-items { list-style: none; padding: 0; }
+        .need-items li { display: flex; justify-content: space-between; align-items: flex-start; padding: 15px; border: 1px solid var(--color-border-light); border-radius: 4px; margin-bottom: 10px; }
+        .need-info p { margin: 5px 0 0; color: var(--color-text-muted); font-size: 14px; }
+
+        .graph-container { width: 100%; }
+        .graph-hint { color: var(--color-text-muted); font-size: 14px; margin-bottom: 15px; }
+        .selected-info { margin-top: 15px; padding: 15px; background: var(--color-bg-muted); border-radius: 8px; }
+        .selected-info h3 { margin: 0 0 10px; }
+        .selected-info p { margin: 5px 0; color: var(--color-text-muted); }
+        .legend { margin-top: 20px; padding: 15px; background: var(--color-bg-muted); border-radius: 8px; }
+        .legend h4 { margin: 0 0 10px; font-size: 14px; }
+        .legend-items { display: flex; flex-wrap: wrap; gap: 15px; }
+        .legend-item { display: flex; align-items: center; gap: 8px; font-size: 12px; color: var(--color-text-muted); }
+        .legend-line { width: 30px; border-radius: 2px; }
+
+        .id-card { width: 100%; }
+        .id-card-inner { background: linear-gradient(135deg, #0a0a0f 0%, #1a1a2e 50%, #0a0a0f 100%); background-image: radial-gradient(white 1px, transparent 1px), linear-gradient(135deg, #0a0a0f 0%, #1a1a2e 50%, #0a0a0f 100%); background-size: 50px 50px, 100% 100%; color: #fff; border-radius: 12px; padding: 25px; min-height: 500px; position: relative; overflow: hidden; }
+        .id-card-header { display: flex; justify-content: space-between; align-items: flex-start; margin-bottom: 15px; }
+        .id-card-header-left { flex: 1; }
+        .id-card-header-right { display: flex; flex-direction: column; align-items: flex-end; gap: 10px; }
+        .id-card-title { font-size: 2.5rem; font-weight: 700; margin: 0; color: #fff; text-shadow: 2px 2px 4px rgba(0,0,0,0.5); }
+        .id-profile-pic { width: 80px; height: 80px; border-radius: 8px; object-fit: cover; border: 2px solid rgba(255,255,255,0.3); }
+        .id-profile-placeholder { width: 80px; height: 80px; border-radius: 8px; background: linear-gradient(135deg, #4ecdc4 0%, #44a8a0 100%); display: flex; align-items: center; justify-content: center; border: 2px solid rgba(255,255,255,0.3); }
+        .id-profile-placeholder span { font-size: 2rem; font-weight: 700; color: #fff; text-shadow: 1px 1px 2px rgba(0,0,0,0.3); }
+        .id-card-actions { display: flex; gap: 8px; }
+        .id-card-actions .btn { background: rgba(255,255,255,0.1); border-color: rgba(255,255,255,0.3); color: #fff; }
+        .id-card-actions .btn:hover { background: rgba(255,255,255,0.2); }
+        .id-card-body { display: grid; grid-template-columns: 1fr 1.5fr; gap: 30px; }
+        .id-card-left { display: flex; flex-direction: column; gap: 8px; }
+        .id-field { font-size: 1rem; line-height: 1.4; }
+        .id-field-block { margin-top: 15px; font-size: 0.95rem; line-height: 1.5; }
+        .id-label { color: #4ecdc4; font-weight: 500; }
+        .id-card-right { display: flex; flex-direction: column; gap: 20px; }
+        .id-bio { font-size: 0.9rem; line-height: 1.6; color: #e0e0e0; }
+        .id-relationships { margin-top: 10px; }
+        .id-section-title { font-size: 1.5rem; margin: 0 0 15px; color: #fff; border-bottom: 1px solid rgba(255,255,255,0.2); padding-bottom: 8px; }
+        .id-rel-group { margin-bottom: 12px; font-size: 0.9rem; line-height: 1.6; }
+        .id-rel-label { color: #a0a0a0; }
+        .id-rel-group a { color: #4ecdc4; text-decoration: none; }
+        .id-rel-group a:hover { text-decoration: underline; }
+        .id-rel-type { color: #888; font-size: 0.85em; }
+        .id-card-warnings { margin-top: 30px; padding-top: 20px; border-top: 1px solid rgba(255,255,255,0.2); display: flex; flex-wrap: wrap; gap: 20px; }
+        .id-warning { display: flex; align-items: center; gap: 8px; font-size: 0.9rem; color: #ff6b6b; }
+        .warning-dot { width: 8px; height: 8px; background: #ff6b6b; border-radius: 50%; flex-shrink: 0; }
+        .warning-desc { color: #ccc; }
+
+        .id-card-manage { margin-top: 20px; background: var(--color-bg-muted); border-radius: 8px; padding: 15px; }
+        .id-card-manage summary { cursor: pointer; font-weight: 600; font-size: 1.1rem; padding: 5px 0; }
+        .id-card-manage[open] summary { margin-bottom: 15px; border-bottom: 1px solid var(--color-border-light); padding-bottom: 10px; }
+        .manage-section { margin-bottom: 25px; }
+        .manage-section h3 { margin: 0 0 15px; font-size: 1rem; }
+        .manage-relationships { display: flex; flex-direction: column; gap: 10px; margin-bottom: 15px; }
+        .manage-rel-item { display: flex; align-items: center; gap: 12px; padding: 10px; background: var(--color-bg-card); border-radius: 6px; flex-wrap: wrap; }
+        .manage-rel-item a { font-weight: 500; min-width: 120px; }
+        .weight-control { display: flex; align-items: center; gap: 8px; font-size: 12px; color: var(--color-text-muted); }
+        .weight-control input[type="range"] { width: 80px; cursor: pointer; }
+        .weight-value { min-width: 20px; text-align: center; font-weight: 600; }
+        .manage-needs-list { list-style: none; padding: 0; margin: 0 0 15px; }
+        .manage-needs-list li { display: flex; align-items: center; gap: 12px; padding: 10px; background: var(--color-bg-card); border-radius: 6px; margin-bottom: 8px; }
+        .manage-needs-list li .btn { margin-left: auto; }
+
+        .htmx-indicator { display: none; }
+        .htmx-request .htmx-indicator { display: inline; }
+        .htmx-request.htmx-indicator { display: inline; }
+
+        @media (max-width: 768px) {
+            .id-card-body { grid-template-columns: 1fr; }
+            .id-card-title { font-size: 1.8rem; }
+            .id-card-header { flex-direction: column; gap: 15px; }
+        }
+    </style>
+</head>
+<body>
+    <div class="app">
+        <nav>
+            <a href="/contacts">Contacts</a>
+            <a href="/graph">Graph</a>
+            <a href="/needs">Needs</a>
+            <button class="btn btn-small theme-toggle" onclick="toggleTheme()">
+                <span id="theme-label">Dark</span>
+            </button>
+        </nav>
+
+        <main id="main-content">
+            {% block content %}{% endblock %}
+        </main>
+    </div>
+
+    <script>
+        function toggleTheme() {
+            const html = document.documentElement;
+            const current = html.getAttribute('data-theme');
+            const next = current === 'light' ? 'dark' : 'light';
+            html.setAttribute('data-theme', next);
+            localStorage.setItem('theme', next);
+            document.getElementById('theme-label').textContent = next === 'light' ? 'Dark' : 'Light';
+        }
+        (function() {
+            const saved = localStorage.getItem('theme') || 'light';
+            document.documentElement.setAttribute('data-theme', saved);
+            document.getElementById('theme-label').textContent = saved === 'light' ? 'Dark' : 'Light';
+        })();
+    </script>
+</body>
+</html>

python/api/templates/contact_detail.html

@@ -0,0 +1,204 @@
+{% extends "base.html" %}
+{% block title %}{{ contact.name }}{% endblock %}
+{% block content %}
+<div class="id-card">
+    <div class="id-card-inner">
+        <div class="id-card-header">
+            <div class="id-card-header-left">
+                <h1 class="id-card-title">I.D.: {{ contact.name }}</h1>
+            </div>
+            <div class="id-card-header-right">
+                {% if contact.profile_pic %}
+                <img src="{{ contact.profile_pic }}" alt="{{ contact.name }}'s profile" class="id-profile-pic">
+                {% else %}
+                <div class="id-profile-placeholder">
+                    <span>{{ contact.name[0]|upper }}</span>
+                </div>
+                {% endif %}
+                <div class="id-card-actions">
+                    <a href="/contacts/{{ contact.id }}/edit" class="btn btn-small">Edit</a>
+                    <a href="/contacts" class="btn btn-small">Back</a>
+                </div>
+            </div>
+        </div>
+
+        <div class="id-card-body">
+            <div class="id-card-left">
+                {% if contact.legal_name %}
+                <div class="id-field">Legal name: {{ contact.legal_name }}</div>
+                {% endif %}
+                {% if contact.suffix %}
+                <div class="id-field">Suffix: {{ contact.suffix }}</div>
+                {% endif %}
+                {% if contact.gender %}
+                <div class="id-field">Gender: {{ contact.gender }}</div>
+                {% endif %}
+                {% if contact.age %}
+                <div class="id-field">Age: {{ contact.age }}</div>
+                {% endif %}
+                {% if contact.current_job %}
+                <div class="id-field">Job: {{ contact.current_job }}</div>
+                {% endif %}
+                {% if contact.social_structure_style %}
+                <div class="id-field">Social style: {{ contact.social_structure_style }}</div>
+                {% endif %}
+                {% if contact.self_sufficiency_score is not none %}
+                <div class="id-field">Self-Sufficiency: {{ contact.self_sufficiency_score }}</div>
+                {% endif %}
+                {% if contact.timezone %}
+                <div class="id-field">Timezone: {{ contact.timezone }}</div>
+                {% endif %}
+                {% if contact.safe_conversation_starters %}
+                <div class="id-field-block">
+                    <span class="id-label">Safe con starters:</span> {{ contact.safe_conversation_starters }}
+                </div>
+                {% endif %}
+                {% if contact.topics_to_avoid %}
+                <div class="id-field-block">
+                    <span class="id-label">Topics to avoid:</span> {{ contact.topics_to_avoid }}
+                </div>
+                {% endif %}
+                {% if contact.goals %}
+                <div class="id-field-block">
+                    <span class="id-label">Goals:</span> {{ contact.goals }}
+                </div>
+                {% endif %}
+            </div>
+
+            <div class="id-card-right">
+                {% if contact.bio %}
+                <div class="id-bio">
+                    <span class="id-label">Bio:</span> {{ contact.bio }}
+                </div>
+                {% endif %}
+
+                <div class="id-relationships">
+                    <h2 class="id-section-title">Relationships</h2>
+
+                    {% if grouped_relationships.familial %}
+                    <div class="id-rel-group">
+                        <span class="id-rel-label">Familial:</span>
+                        {% for rel in grouped_relationships.familial %}
+                        <a href="/contacts/{{ rel.related_contact_id }}">{{ contact_names[rel.related_contact_id] }}</a><span class="id-rel-type">({{ rel.relationship_type|replace("_", " ")|title }})</span>{% if not loop.last %}, {% endif %}
+                        {% endfor %}
+                    </div>
+                    {% endif %}
+
+                    {% if grouped_relationships.partners %}
+                    <div class="id-rel-group">
+                        <span class="id-rel-label">Partners:</span>
+                        {% for rel in grouped_relationships.partners %}
+                        <a href="/contacts/{{ rel.related_contact_id }}">{{ contact_names[rel.related_contact_id] }}</a>{% if not loop.last %}, {% endif %}
+                        {% endfor %}
+                    </div>
+                    {% endif %}
+
+                    {% if grouped_relationships.friends %}
+                    <div class="id-rel-group">
+                        <span class="id-rel-label">Friends:</span>
+                        {% for rel in grouped_relationships.friends %}
+                        <a href="/contacts/{{ rel.related_contact_id }}">{{ contact_names[rel.related_contact_id] }}</a>{% if not loop.last %}, {% endif %}
+                        {% endfor %}
+                    </div>
+                    {% endif %}
+
+                    {% if grouped_relationships.professional %}
+                    <div class="id-rel-group">
+                        <span class="id-rel-label">Professional:</span>
+                        {% for rel in grouped_relationships.professional %}
+                        <a href="/contacts/{{ rel.related_contact_id }}">{{ contact_names[rel.related_contact_id] }}</a><span class="id-rel-type">({{ rel.relationship_type|replace("_", " ")|title }})</span>{% if not loop.last %}, {% endif %}
+                        {% endfor %}
+                    </div>
+                    {% endif %}
+
+                    {% if grouped_relationships.other %}
+                    <div class="id-rel-group">
+                        <span class="id-rel-label">Other:</span>
+                        {% for rel in grouped_relationships.other %}
+                        <a href="/contacts/{{ rel.related_contact_id }}">{{ contact_names[rel.related_contact_id] }}</a><span class="id-rel-type">({{ rel.relationship_type|replace("_", " ")|title }})</span>{% if not loop.last %}, {% endif %}
+                        {% endfor %}
+                    </div>
+                    {% endif %}
+
+                    {% if contact.related_from %}
+                    <div class="id-rel-group">
+                        <span class="id-rel-label">Known by:</span>
+                        {% for rel in contact.related_from %}
+                        <a href="/contacts/{{ rel.contact_id }}">{{ contact_names[rel.contact_id] }}</a>{% if not loop.last %}, {% endif %}
+                        {% endfor %}
+                    </div>
+                    {% endif %}
+                </div>
+            </div>
+        </div>
+
+        {% if contact.needs %}
+        <div class="id-card-warnings">
+            {% for need in contact.needs %}
+            <div class="id-warning">
+                <span class="warning-dot"></span>
+                Warning: {{ need.name }}
+                {% if need.description %}<span class="warning-desc"> - {{ need.description }}</span>{% endif %}
+            </div>
+            {% endfor %}
+        </div>
+        {% endif %}
+    </div>
+
+    <details class="id-card-manage">
+        <summary>Manage Contact</summary>
+
+        <div class="manage-section">
+            <h3>Manage Relationships</h3>
+            <div id="manage-relationships" class="manage-relationships">
+                {% include "partials/manage_relationships.html" %}
+            </div>
+
+            {% if all_contacts %}
+            <form hx-post="/htmx/contacts/{{ contact.id }}/add-relationship"
+                  hx-target="#manage-relationships"
+                  hx-swap="innerHTML"
+                  class="add-form">
+                <select name="related_contact_id" required>
+                    <option value="">Select contact...</option>
+                    {% for other in all_contacts %}
+                    {% if other.id != contact.id %}
+                    <option value="{{ other.id }}">{{ other.name }}</option>
+                    {% endif %}
+                    {% endfor %}
+                </select>
+                <select name="relationship_type" required>
+                    <option value="">Select relationship type...</option>
+                    {% for rel_type in relationship_types %}
+                    <option value="{{ rel_type.value }}">{{ rel_type.display_name }}</option>
+                    {% endfor %}
+                </select>
+                <button type="submit" class="btn btn-primary">Add Relationship</button>
+            </form>
+            {% endif %}
+        </div>
+
+        <div class="manage-section">
+            <h3>Manage Needs/Warnings</h3>
+            <div id="manage-needs">
+                {% include "partials/manage_needs.html" %}
+            </div>
+
+            {% if available_needs %}
+            <form hx-post="/htmx/contacts/{{ contact.id }}/add-need"
+                  hx-target="#manage-needs"
+                  hx-swap="innerHTML"
+                  class="add-form">
+                <select name="need_id" required>
+                    <option value="">Select a need...</option>
+                    {% for need in available_needs %}
+                    <option value="{{ need.id }}">{{ need.name }}</option>
+                    {% endfor %}
+                </select>
+                <button type="submit" class="btn btn-primary">Add Need</button>
+            </form>
+            {% endif %}
+        </div>
+    </details>
+</div>
+{% endblock %}

python/api/templates/contact_form.html

@@ -0,0 +1,115 @@
+{% extends "base.html" %}
+{% block title %}{{ "Edit " + contact.name if contact else "New Contact" }}{% endblock %}
+{% block content %}
+<div class="contact-form">
+    <h1>{{ "Edit Contact" if contact else "New Contact" }}</h1>
+
+    {% if contact %}
+    <form method="post" action="/htmx/contacts/{{ contact.id }}/edit">
+    {% else %}
+    <form method="post" action="/htmx/contacts/new">
+    {% endif %}
+
+        <div class="form-group">
+            <label for="name">Name *</label>
+            <input id="name" name="name" type="text" value="{{ contact.name if contact else '' }}" required>
+        </div>
+
+        <div class="form-row">
+            <div class="form-group">
+                <label for="legal_name">Legal Name</label>
+                <input id="legal_name" name="legal_name" type="text" value="{{ contact.legal_name or '' }}">
+            </div>
+            <div class="form-group">
+                <label for="suffix">Suffix</label>
+                <input id="suffix" name="suffix" type="text" value="{{ contact.suffix or '' }}">
+            </div>
+        </div>
+
+        <div class="form-row">
+            <div class="form-group">
+                <label for="age">Age</label>
+                <input id="age" name="age" type="number" value="{{ contact.age if contact and contact.age is not none else '' }}">
+            </div>
+            <div class="form-group">
+                <label for="gender">Gender</label>
+                <input id="gender" name="gender" type="text" value="{{ contact.gender or '' }}">
+            </div>
+        </div>
+
+        <div class="form-group">
+            <label for="current_job">Current Job</label>
+            <input id="current_job" name="current_job" type="text" value="{{ contact.current_job or '' }}">
+        </div>
+
+        <div class="form-group">
+            <label for="timezone">Timezone</label>
+            <input id="timezone" name="timezone" type="text" value="{{ contact.timezone or '' }}">
+        </div>
+
+        <div class="form-group">
+            <label for="profile_pic">Profile Picture URL</label>
+            <input id="profile_pic" name="profile_pic" type="url" placeholder="https://example.com/photo.jpg" value="{{ contact.profile_pic or '' }}">
+        </div>
+
+        <div class="form-group">
+            <label for="bio">Bio</label>
+            <textarea id="bio" name="bio" rows="3">{{ contact.bio or '' }}</textarea>
+        </div>
+
+        <div class="form-group">
+            <label for="goals">Goals</label>
+            <textarea id="goals" name="goals" rows="3">{{ contact.goals or '' }}</textarea>
+        </div>
+
+        <div class="form-group">
+            <label for="social_structure_style">Social Structure Style</label>
+            <input id="social_structure_style" name="social_structure_style" type="text" value="{{ contact.social_structure_style or '' }}">
+        </div>
+
+        <div class="form-group">
+            <label for="self_sufficiency_score">Self-Sufficiency Score (1-10)</label>
+            <input id="self_sufficiency_score" name="self_sufficiency_score" type="number" min="1" max="10" value="{{ contact.self_sufficiency_score if contact and contact.self_sufficiency_score is not none else '' }}">
+        </div>
+
+        <div class="form-group">
+            <label for="safe_conversation_starters">Safe Conversation Starters</label>
+            <textarea id="safe_conversation_starters" name="safe_conversation_starters" rows="2">{{ contact.safe_conversation_starters or '' }}</textarea>
+        </div>
+
+        <div class="form-group">
+            <label for="topics_to_avoid">Topics to Avoid</label>
+            <textarea id="topics_to_avoid" name="topics_to_avoid" rows="2">{{ contact.topics_to_avoid or '' }}</textarea>
+        </div>
+
+        <div class="form-group">
+            <label for="ssn">SSN</label>
+            <input id="ssn" name="ssn" type="text" value="{{ contact.ssn or '' }}">
+        </div>
+
+        {% if all_needs %}
+        <div class="form-group">
+            <label>Needs/Accommodations</label>
+            <div class="checkbox-group">
+                {% for need in all_needs %}
+                <label class="checkbox-label">
+                    <input type="checkbox" name="need_ids" value="{{ need.id }}"
+                           {% if contact and need in contact.needs %}checked{% endif %}>
+                    {{ need.name }}
+                </label>
+                {% endfor %}
+            </div>
+        </div>
+        {% endif %}
+
+        <div class="form-actions">
+            <button type="submit" class="btn btn-primary">Save</button>
+            {% if contact %}
+            <a href="/contacts/{{ contact.id }}" class="btn">Cancel</a>
+            {% else %}
+            <a href="/contacts" class="btn">Cancel</a>
+            {% endif %}
+        </div>
+    </form>
+</div>
+{% endblock %}

python/api/templates/contact_list.html

@@ -0,0 +1,14 @@
+{% extends "base.html" %}
+{% block title %}Contacts{% endblock %}
+{% block content %}
+<div class="contact-list">
+    <div class="header">
+        <h1>Contacts</h1>
+        <a href="/contacts/new" class="btn btn-primary">Add Contact</a>
+    </div>
+
+    <div id="contact-table">
+        {% include "partials/contact_table.html" %}
+    </div>
+</div>
+{% endblock %}

python/api/templates/graph.html

@@ -0,0 +1,198 @@
+{% extends "base.html" %}
+{% block title %}Relationship Graph{% endblock %}
+{% block content %}
+<div class="graph-container">
+    <div class="header">
+        <h1>Relationship Graph</h1>
+    </div>
+    <p class="graph-hint">Drag nodes to reposition. Closer relationships have shorter, darker edges.</p>
+    <canvas id="graph-canvas" width="900" height="600"
+            style="border: 1px solid var(--color-border); border-radius: 8px; background: var(--color-bg); cursor: grab;">
+    </canvas>
+    <div id="selected-info"></div>
+    <div class="legend">
+        <h4>Relationship Closeness (1-10)</h4>
+        <div class="legend-items">
+            <div class="legend-item">
+                <span class="legend-line" style="background: hsl(220, 70%, 40%); height: 4px; display: inline-block;"></span>
+                <span>10 - Very Close (Spouse, Partner)</span>
+            </div>
+            <div class="legend-item">
+                <span class="legend-line" style="background: hsl(220, 70%, 52%); height: 3px; display: inline-block;"></span>
+                <span>7 - Close (Family, Best Friend)</span>
+            </div>
+            <div class="legend-item">
+                <span class="legend-line" style="background: hsl(220, 70%, 64%); height: 2px; display: inline-block;"></span>
+                <span>4 - Moderate (Friend, Colleague)</span>
+            </div>
+            <div class="legend-item">
+                <span class="legend-line" style="background: hsl(220, 70%, 72%); height: 1px; display: inline-block;"></span>
+                <span>2 - Distant (Acquaintance)</span>
+            </div>
+        </div>
+    </div>
+</div>
+
+<script>
+(function() {
+    const RELATIONSHIP_DISPLAY = {{ relationship_type_display|tojson }};
+    const graphData = {{ graph_data|tojson }};
+
+    const canvas = document.getElementById('graph-canvas');
+    const ctx = canvas.getContext('2d');
+    const width = canvas.width;
+    const height = canvas.height;
+    const centerX = width / 2;
+    const centerY = height / 2;
+
+    const nodes = graphData.nodes.map(function(node) {
+        return Object.assign({}, node, {
+            x: centerX + (Math.random() - 0.5) * 300,
+            y: centerY + (Math.random() - 0.5) * 300,
+            vx: 0,
+            vy: 0
+        });
+    });
+
+    const nodeMap = new Map(nodes.map(function(node) { return [node.id, node]; }));
+
+    const edges = graphData.edges.map(function(edge) {
+        const sourceNode = nodeMap.get(edge.source);
+        const targetNode = nodeMap.get(edge.target);
+        if (!sourceNode || !targetNode) return null;
+        return Object.assign({}, edge, { sourceNode: sourceNode, targetNode: targetNode });
+    }).filter(function(edge) { return edge !== null; });
+
+    let dragNode = null;
+    let selectedNode = null;
+
+    const repulsion = 5000;
+    const springStrength = 0.05;
+    const baseSpringLength = 150;
+    const damping = 0.9;
+    const centerPull = 0.01;
+
+    function simulate() {
+        for (const node of nodes) { node.vx = 0; node.vy = 0; }
+        for (let i = 0; i < nodes.length; i++) {
+            for (let j = i + 1; j < nodes.length; j++) {
+                const dx = nodes[j].x - nodes[i].x;
+                const dy = nodes[j].y - nodes[i].y;
+                const dist = Math.sqrt(dx * dx + dy * dy) || 1;
+                const force = repulsion / (dist * dist);
+                const fx = (dx / dist) * force;
+                const fy = (dy / dist) * force;
+                nodes[i].vx -= fx; nodes[i].vy -= fy;
+                nodes[j].vx += fx; nodes[j].vy += fy;
+            }
+        }
+        for (const edge of edges) {
+            const dx = edge.targetNode.x - edge.sourceNode.x;
+            const dy = edge.targetNode.y - edge.sourceNode.y;
+            const dist = Math.sqrt(dx * dx + dy * dy) || 1;
+            const normalizedWeight = edge.closeness_weight / 10;
+            const idealLength = baseSpringLength * (1.5 - normalizedWeight);
+            const displacement = dist - idealLength;
+            const force = springStrength * displacement;
+            const fx = (dx / dist) * force;
+            const fy = (dy / dist) * force;
+            edge.sourceNode.vx += fx; edge.sourceNode.vy += fy;
+            edge.targetNode.vx -= fx; edge.targetNode.vy -= fy;
+        }
+        for (const node of nodes) {
+            node.vx += (centerX - node.x) * centerPull;
+            node.vy += (centerY - node.y) * centerPull;
+        }
+        for (const node of nodes) {
+            if (node === dragNode) continue;
+            node.x += node.vx * damping;
+            node.y += node.vy * damping;
+            node.x = Math.max(30, Math.min(width - 30, node.x));
+            node.y = Math.max(30, Math.min(height - 30, node.y));
+        }
+    }
+
+    function getEdgeColor(weight) {
+        const normalized = weight / 10;
+        return 'hsl(220, 70%, ' + (80 - normalized * 40) + '%)';
+    }
+
+    function draw() {
+        ctx.clearRect(0, 0, width, height);
+        for (const edge of edges) {
+            const lineWidth = 1 + (edge.closeness_weight / 10) * 3;
+            ctx.strokeStyle = getEdgeColor(edge.closeness_weight);
+            ctx.lineWidth = lineWidth;
+            ctx.beginPath();
+            ctx.moveTo(edge.sourceNode.x, edge.sourceNode.y);
+            ctx.lineTo(edge.targetNode.x, edge.targetNode.y);
+            ctx.stroke();
+            const midX = (edge.sourceNode.x + edge.targetNode.x) / 2;
+            const midY = (edge.sourceNode.y + edge.targetNode.y) / 2;
+            ctx.fillStyle = '#666';
+            ctx.font = '10px sans-serif';
+            ctx.textAlign = 'center';
+            const label = RELATIONSHIP_DISPLAY[edge.relationship_type] || edge.relationship_type;
+            ctx.fillText(label, midX, midY - 5);
+        }
+        for (const node of nodes) {
+            const isSelected = node === selectedNode;
+            const radius = isSelected ? 25 : 20;
+            ctx.beginPath();
+            ctx.arc(node.x, node.y, radius, 0, Math.PI * 2);
+            ctx.fillStyle = isSelected ? '#0066cc' : '#fff';
+            ctx.fill();
+            ctx.strokeStyle = '#0066cc';
+            ctx.lineWidth = 2;
+            ctx.stroke();
+            ctx.fillStyle = isSelected ? '#fff' : '#333';
+            ctx.font = '12px sans-serif';
+            ctx.textAlign = 'center';
+            ctx.textBaseline = 'middle';
+            const name = node.name.length > 10 ? node.name.slice(0, 9) + '\u2026' : node.name;
+            ctx.fillText(name, node.x, node.y);
+        }
+    }
+
+    function animate() {
+        simulate();
+        draw();
+        requestAnimationFrame(animate);
+    }
+    animate();
+
+    function getNodeAt(x, y) {
+        for (const node of nodes) {
+            const dx = x - node.x;
+            const dy = y - node.y;
+            if (dx * dx + dy * dy < 400) return node;
+        }
+        return null;
+    }
+
+    canvas.addEventListener('mousedown', function(event) {
+        const rect = canvas.getBoundingClientRect();
+        const node = getNodeAt(event.clientX - rect.left, event.clientY - rect.top);
+        if (node) {
+            dragNode = node;
+            selectedNode = node;
+            const infoDiv = document.getElementById('selected-info');
+            let html = '<div class="selected-info"><h3>' + node.name + '</h3>';
+            if (node.current_job) html += '<p>Job: ' + node.current_job + '</p>';
+            html += '<a href="/contacts/' + node.id + '">View details</a></div>';
+            infoDiv.innerHTML = html;
+        }
+    });
+
+    canvas.addEventListener('mousemove', function(event) {
+        if (!dragNode) return;
+        const rect = canvas.getBoundingClientRect();
+        dragNode.x = event.clientX - rect.left;
+        dragNode.y = event.clientY - rect.top;
+    });
+
+    canvas.addEventListener('mouseup', function() { dragNode = null; });
+    canvas.addEventListener('mouseleave', function() { dragNode = null; });
+})();
+</script>
+{% endblock %}

python/api/templates/need_list.html

@@ -0,0 +1,31 @@
+{% extends "base.html" %}
+{% block title %}Needs{% endblock %}
+{% block content %}
+<div class="need-list">
+    <div class="header">
+        <h1>Needs / Accommodations</h1>
+        <button class="btn btn-primary" onclick="document.getElementById('need-form').toggleAttribute('hidden')">Add Need</button>
+    </div>
+
+    <form id="need-form" hidden
+          hx-post="/htmx/needs"
+          hx-target="#need-items"
+          hx-swap="innerHTML"
+          hx-on::after-request="if(event.detail.successful) this.reset()"
+          class="need-form">
+        <div class="form-group">
+            <label for="name">Name *</label>
+            <input id="name" name="name" type="text" placeholder="e.g., Light Sensitive, ADHD" required>
+        </div>
+        <div class="form-group">
+            <label for="description">Description</label>
+            <textarea id="description" name="description" placeholder="Optional description..." rows="2"></textarea>
+        </div>
+        <button type="submit" class="btn btn-primary">Create</button>
+    </form>
+
+    <div id="need-items">
+        {% include "partials/need_items.html" %}
+    </div>
+</div>
+{% endblock %}

python/api/templates/partials/contact_table.html

@@ -0,0 +1,33 @@
+{% if contacts %}
+<table>
+    <thead>
+        <tr>
+            <th>Name</th>
+            <th>Job</th>
+            <th>Timezone</th>
+            <th>Actions</th>
+        </tr>
+    </thead>
+    <tbody>
+        {% for contact in contacts %}
+        <tr id="contact-row-{{ contact.id }}">
+            <td><a href="/contacts/{{ contact.id }}">{{ contact.name }}</a></td>
+            <td>{{ contact.current_job or "-" }}</td>
+            <td>{{ contact.timezone or "-" }}</td>
+            <td>
+                <a href="/contacts/{{ contact.id }}/edit" class="btn">Edit</a>
+                <button class="btn btn-danger"
+                        hx-delete="/api/contacts/{{ contact.id }}"
+                        hx-target="#contact-row-{{ contact.id }}"
+                        hx-swap="outerHTML"
+                        hx-confirm="Delete this contact?">
+                    Delete
+                </button>
+            </td>
+        </tr>
+        {% endfor %}
+    </tbody>
+</table>
+{% else %}
+<p>No contacts yet.</p>
+{% endif %}

python/api/templates/partials/manage_needs.html

@@ -0,0 +1,14 @@
+<ul class="manage-needs-list">
+    {% for need in contact.needs %}
+    <li id="contact-need-{{ need.id }}">
+        <strong>{{ need.name }}</strong>
+        {% if need.description %}<span> - {{ need.description }}</span>{% endif %}
+        <button class="btn btn-small btn-danger"
+                hx-delete="/api/contacts/{{ contact.id }}/needs/{{ need.id }}"
+                hx-target="#contact-need-{{ need.id }}"
+                hx-swap="outerHTML">
+            Remove
+        </button>
+    </li>
+    {% endfor %}
+</ul>

python/api/templates/partials/manage_relationships.html

@@ -0,0 +1,23 @@
+{% for rel in contact.related_to %}
+<div class="manage-rel-item" id="rel-{{ contact.id }}-{{ rel.related_contact_id }}">
+    <a href="/contacts/{{ rel.related_contact_id }}">{{ contact_names[rel.related_contact_id] }}</a>
+    <span class="tag">{{ rel.relationship_type|replace("_", " ")|title }}</span>
+    <label class="weight-control">
+        <span>Closeness:</span>
+        <input type="range" min="1" max="10" value="{{ rel.closeness_weight }}"
+               hx-post="/htmx/contacts/{{ contact.id }}/relationships/{{ rel.related_contact_id }}/weight"
+               hx-trigger="change"
+               hx-include="this"
+               name="closeness_weight"
+               hx-swap="none"
+               oninput="this.nextElementSibling.textContent = this.value">
+        <span class="weight-value">{{ rel.closeness_weight }}</span>
+    </label>
+    <button class="btn btn-small btn-danger"
+            hx-delete="/api/contacts/{{ contact.id }}/relationships/{{ rel.related_contact_id }}"
+            hx-target="#rel-{{ contact.id }}-{{ rel.related_contact_id }}"
+            hx-swap="outerHTML">
+        Remove
+    </button>
+</div>
+{% endfor %}

python/api/templates/partials/need_items.html

@@ -0,0 +1,21 @@
+{% if needs %}
+<ul class="need-items">
+    {% for need in needs %}
+    <li id="need-item-{{ need.id }}">
+        <div class="need-info">
+            <strong>{{ need.name }}</strong>
+            {% if need.description %}<p>{{ need.description }}</p>{% endif %}
+        </div>
+        <button class="btn btn-danger"
+                hx-delete="/api/needs/{{ need.id }}"
+                hx-target="#need-item-{{ need.id }}"
+                hx-swap="outerHTML"
+                hx-confirm="Delete this need?">
+            Delete
+        </button>
+    </li>
+    {% endfor %}
+</ul>
+{% else %}
+<p>No needs defined yet.</p>
+{% endif %}

python/ebook_search/__init__.py

@@ -0,0 +1 @@
+"""EPUB search package."""

python/ebook_search/answer.py

@@ -0,0 +1,57 @@
+"""Grounded answer generation."""
+
+from __future__ import annotations
+
+import logging
+from typing import TYPE_CHECKING
+
+from python.ebook_search.llm_interface import request_chat_completion
+
+if TYPE_CHECKING:
+    from python.ebook_search.config import EbookSearchConfig
+    from python.ebook_search.search import SearchResult
+
+logger = logging.getLogger(__name__)
+
+
+def answer_query(query: str, results: list[SearchResult], config: EbookSearchConfig) -> str:
+    """Answer a question using only retrieved chunks."""
+    if not config.answer_enabled:
+        logger.info("ebook_answer_skipped_disabled")
+        return "Answer generation is disabled. Source chunks are shown below."
+
+    if not results:
+        logger.info("ebook_answer_skipped_no_results")
+        return "No relevant sources were found."
+
+    logger.info(
+        "ebook_answer_request_start base_url=%s model=%s sources=%s query_length=%s",
+        config.vllm_base_url,
+        config.chat_model,
+        len(results),
+        len(query),
+    )
+    context = "\n\n".join(
+        f"[{index}] {result.source_title}{' - ' + result.chapter_title if result.chapter_title else ''}\n{result.text}"
+        for index, result in enumerate(results, start=1)
+    )
+    content = request_chat_completion(
+        config,
+        [
+            {
+                "role": "system",
+                "content": (
+                    "Answer only from the provided context. Cite sources with bracketed numbers like [1]. "
+                    "If the context is insufficient, say so."
+                ),
+            },
+            {"role": "user", "content": f"Question:\n{query}\n\nContext:\n{context}"},
+        ],
+    )
+
+    logger.info(
+        "ebook_answer_request_complete model=%s answer_length=%s",
+        config.chat_model,
+        len(content),
+    )
+    return content or "The model returned an empty answer."

python/ebook_search/api/__init__.py

@@ -0,0 +1 @@
+"""Web and external API adapters for EPUB search."""

python/ebook_search/api/bm25_tasks.py

@@ -0,0 +1,60 @@
+"""Background BM25 refresh tasks for the web app."""
+
+from __future__ import annotations
+
+import logging
+from threading import Timer
+from typing import TYPE_CHECKING
+
+from sqlalchemy.orm import Session
+
+from python.ebook_search.bm25_corpus import load_bm25_corpus, refresh_bm25_corpus
+
+if TYPE_CHECKING:
+    from fastapi import FastAPI
+    from sqlalchemy.engine import Engine
+
+    from python.ebook_search.config import EbookSearchConfig
+
+logger = logging.getLogger(__name__)
+
+
+def schedule_bm25_refresh(app: FastAPI) -> None:
+    """Schedule a delayed BM25 corpus refresh, replacing any pending refresh."""
+    existing_timer = getattr(app.state, "bm25_refresh_timer", None)
+    if existing_timer is not None:
+        existing_timer.cancel()
+
+    timer = Timer(app.state.config.bm25_refresh_delay_seconds, refresh_bm25_for_app, args=(app,))
+    timer.daemon = True
+    timer.start()
+    app.state.bm25_refresh_timer = timer
+    logger.info(
+        "ebook_bm25_refresh_scheduled delay_seconds=%s",
+        app.state.config.bm25_refresh_delay_seconds,
+    )
+
+
+def cancel_bm25_refresh(app: FastAPI) -> None:
+    """Cancel any pending BM25 corpus refresh."""
+    existing_timer = getattr(app.state, "bm25_refresh_timer", None)
+    if existing_timer is not None:
+        existing_timer.cancel()
+        app.state.bm25_refresh_timer = None
+        logger.info("ebook_bm25_refresh_cancelled")
+
+
+def refresh_bm25_for_app(app: FastAPI) -> None:
+    """Refresh the BM25 corpus using the app engine and config."""
+    try:
+        refresh_bm25_for_engine(app.state.engine, app.state.config)
+    except Exception:
+        logger.exception("ebook_bm25_refresh_failed")
+
+
+def refresh_bm25_for_engine(engine: Engine, config: EbookSearchConfig) -> None:
+    """Refresh the BM25 corpus using a SQLAlchemy engine."""
+    with Session(engine) as session:
+        refresh_bm25_corpus(session, config)
+    load_bm25_corpus.cache_clear()
+    logger.info("ebook_bm25_corpus_cache_cleared_after_refresh")

python/ebook_search/api/main.py

@@ -0,0 +1,79 @@
+"""FastAPI HTMX app for EPUB search."""
+
+from __future__ import annotations
+
+import logging
+from contextlib import asynccontextmanager
+from typing import TYPE_CHECKING, Annotated
+
+import typer
+import uvicorn
+from fastapi import FastAPI
+from fastapi.staticfiles import StaticFiles
+from sqlalchemy.orm import Session
+
+from python.common import configure_logger
+from python.ebook_search.api.bm25_tasks import cancel_bm25_refresh
+from python.ebook_search.api.routes import admin_router, page_router, search_router
+from python.ebook_search.api.web import STATIC_DIR
+from python.ebook_search.bm25_corpus import ensure_bm25_corpus
+from python.ebook_search.config import load_config
+from python.fastapi_tools import ZstdMiddleware
+from python.orm.common import get_postgres_engine
+
+if TYPE_CHECKING:
+    from collections.abc import AsyncIterator
+
+
+logger = logging.getLogger(__name__)
+
+
+@asynccontextmanager
+async def lifespan(app: FastAPI) -> AsyncIterator[None]:
+    """Manage application startup and shutdown resources."""
+    logger.info("ebook_search_startup")
+    app.state.engine = get_postgres_engine(name="RICHIE", vector_engine=True)
+    with Session(app.state.engine) as session:
+        ensure_bm25_corpus(session, app.state.config)
+    try:
+        yield
+    finally:
+        logger.info("ebook_search_shutdown")
+        cancel_bm25_refresh(app)
+        app.state.engine.dispose()
+
+
+def create_app() -> FastAPI:
+    """Create the EPUB search web app."""
+    app = FastAPI(title="EPUB Search", lifespan=lifespan)
+    app.add_middleware(ZstdMiddleware)
+    app.mount("/static", StaticFiles(directory=STATIC_DIR), name="static")
+    app.state.config = load_config()
+    logger.info(
+        "ebook_search_config_loaded top_k=%s embedding_model=%s rerank_enabled=%s answer_enabled=%s library_paths=%s",
+        app.state.config.top_k,
+        app.state.config.embedding_model,
+        app.state.config.rerank.enabled,
+        app.state.config.answer_enabled,
+        len(app.state.config.library_paths),
+    )
+
+    app.include_router(admin_router)
+    app.include_router(page_router)
+    app.include_router(search_router)
+
+    return app
+
+
+def serve(
+    host: Annotated[str, typer.Option("--host", "-h", help="Host to bind to")] = "127.0.0.1",
+    port: Annotated[int, typer.Option("--port", "-p", help="Port to bind to")] = 8070,
+    log_level: Annotated[str, typer.Option("--log-level", "-l", help="Log level")] = "INFO",
+) -> None:
+    """Start the EPUB search server."""
+    configure_logger(log_level)
+    uvicorn.run(create_app(), host=host, port=port)
+
+
+if __name__ == "__main__":
+    typer.run(serve)

python/ebook_search/api/routes/__init__.py

@@ -0,0 +1,11 @@
+"""EPUB search web route modules."""
+
+from python.ebook_search.api.routes.admin import router as admin_router
+from python.ebook_search.api.routes.page import router as page_router
+from python.ebook_search.api.routes.search import router as search_router
+
+__all__ = [
+    "admin_router",
+    "page_router",
+    "search_router",
+]

python/ebook_search/api/routes/admin.py

@@ -0,0 +1,107 @@
+"""Admin routes for the EPUB search web UI."""
+
+from __future__ import annotations
+
+import logging
+from dataclasses import replace
+
+from fastapi import APIRouter, Request
+from fastapi.responses import HTMLResponse
+from sqlalchemy.orm import Session
+
+from python.ebook_search.api.bm25_tasks import schedule_bm25_refresh
+from python.ebook_search.api.web import templates
+from python.ebook_search.embeddings import embed_missing_chunks, embedding_model_stats
+from python.ebook_search.ingest import ingest_configured_paths
+
+logger = logging.getLogger(__name__)
+
+router = APIRouter(prefix="/admin")
+EMBED_ALL_BATCH_SIZE = 32
+
+
+@router.get("", response_class=HTMLResponse)
+def admin(request: Request) -> HTMLResponse:
+    """Render the admin page."""
+    with Session(request.app.state.engine) as session:
+        stats = embedding_model_stats(session)
+    logger.info("ebook_admin_page_loaded models=%s", len(stats))
+    return templates.TemplateResponse(request, "admin.html", {"config": request.app.state.config, "stats": stats})
+
+
+@router.post("/scan", response_class=HTMLResponse)
+def scan_library(request: Request) -> HTMLResponse:
+    """Scan configured library paths for EPUB changes."""
+    try:
+        with Session(request.app.state.engine) as session:
+            count = ingest_configured_paths(session, request.app.state.config)
+            session.commit()
+    except Exception as error:
+        logger.exception("ebook_admin_scan_failed")
+        return templates.TemplateResponse(request, "partials/error.html", {"message": str(error)}, status_code=500)
+
+    logger.info("ebook_admin_scan_complete changed_files=%s", count)
+    if count > 0:
+        schedule_bm25_refresh(request.app)
+    return templates.TemplateResponse(request, "partials/admin_status.html", {"message": f"Indexed {count} EPUBs"})
+
+
+@router.post("/embed-missing", response_class=HTMLResponse)
+def embed_missing(request: Request) -> HTMLResponse:
+    """Embed chunks missing vectors for the configured model."""
+    try:
+        with Session(request.app.state.engine) as session:
+            count = embed_missing_chunks(session, request.app.state.config)
+            session.commit()
+    except Exception as error:
+        logger.exception("ebook_admin_embed_missing_failed")
+        return templates.TemplateResponse(request, "partials/error.html", {"message": str(error)}, status_code=500)
+
+    logger.info("ebook_admin_embed_missing_complete chunks=%s", count)
+    return templates.TemplateResponse(
+        request,
+        "partials/admin_status.html",
+        {"message": f"Embedded {count} chunks"},
+    )
+
+
+@router.post("/embed-all", response_class=HTMLResponse)
+def embed_all(request: Request) -> HTMLResponse:
+    """Embed all chunks missing vectors in fixed-size batches."""
+    total = 0
+    batches = 0
+    config = replace(request.app.state.config, embedding_batch_size=EMBED_ALL_BATCH_SIZE)
+    try:
+        with Session(request.app.state.engine) as session:
+            while True:
+                count = embed_missing_chunks(session, config)
+                if count == 0:
+                    break
+                session.commit()
+                total += count
+                batches += 1
+                logger.info(
+                    "ebook_admin_embed_all_batch_complete batch=%s chunks=%s total_chunks=%s",
+                    batches,
+                    count,
+                    total,
+                )
+    except Exception as error:
+        logger.exception(
+            "ebook_admin_embed_all_failed batches=%s chunks=%s",
+            batches,
+            total,
+        )
+        return templates.TemplateResponse(
+            request,
+            "partials/error.html",
+            {"message": f"Embed all failed after {total} chunks in {batches} batches: {error}"},
+            status_code=500,
+        )
+
+    logger.info("ebook_admin_embed_all_complete batches=%s chunks=%s", batches, total)
+    return templates.TemplateResponse(
+        request,
+        "partials/admin_status.html",
+        {"message": f"Embedded {total} chunks in {batches} batches of {EMBED_ALL_BATCH_SIZE}"},
+    )

python/ebook_search/api/routes/page.py

@@ -0,0 +1,57 @@
+"""Page routes for the EPUB search web UI."""
+
+from __future__ import annotations
+
+import logging
+
+from fastapi import APIRouter, Request
+from fastapi.responses import HTMLResponse
+from sqlalchemy import select
+from sqlalchemy.orm import Session
+
+from python.ebook_search.api.web import templates
+from python.orm.richie import EbookSource
+
+logger = logging.getLogger(__name__)
+
+router = APIRouter()
+
+
+@router.get("/", response_class=HTMLResponse)
+def index(request: Request) -> HTMLResponse:
+    """Render the search page."""
+    return templates.TemplateResponse(request, "search.html", {"config": request.app.state.config})
+
+
+@router.get("/books", response_class=HTMLResponse)
+def books(request: Request) -> HTMLResponse:
+    """Render the indexed books page."""
+    with Session(request.app.state.engine) as session:
+        sources = list(session.scalars(select(EbookSource).order_by(EbookSource.title)).all())
+    logger.info("ebook_books_page_loaded count=%s", len(sources))
+    return templates.TemplateResponse(request, "books.html", {"sources": sources})
+
+
+@router.get("/books/{source_id}", response_class=HTMLResponse)
+def book_detail(source_id: int, request: Request) -> HTMLResponse:
+    """Render details for one indexed book."""
+    with Session(request.app.state.engine) as session:
+        source = session.get(EbookSource, source_id)
+        if source is not None:
+            chapter_count = len(source.chapters)
+            chunk_count = len(source.chunks)
+        else:
+            chapter_count = 0
+            chunk_count = 0
+    logger.info(
+        "ebook_book_detail_loaded source_id=%s found=%s chapters=%s chunks=%s",
+        source_id,
+        source is not None,
+        chapter_count,
+        chunk_count,
+    )
+    return templates.TemplateResponse(
+        request,
+        "book_detail.html",
+        {"chapter_count": chapter_count, "chunk_count": chunk_count, "source": source},
+    )

python/ebook_search/api/routes/search.py

@@ -0,0 +1,58 @@
+"""Search routes for the EPUB search web UI."""
+
+from __future__ import annotations
+
+import logging
+from dataclasses import replace
+from time import perf_counter
+from typing import Annotated
+
+from fastapi import APIRouter, Form, Request
+from fastapi.responses import HTMLResponse
+
+from python.ebook_search.answer import answer_query
+from python.ebook_search.api.web import templates
+from python.ebook_search.search import search_ebooks
+from python.ebook_search.timing import runtime_step_from_start
+
+logger = logging.getLogger(__name__)
+
+router = APIRouter()
+
+
+@router.post("/search", response_class=HTMLResponse)
+def search(
+    request: Request,
+    query: Annotated[str, Form()],
+    rerank: Annotated[str | None, Form()] = None,
+) -> HTMLResponse:
+    """Run a search and render HTMX results."""
+    try:
+        response = search_ebooks(request.app.state.engine, query, request.app.state.config, rerank=rerank == "true")
+    except Exception as error:
+        logger.exception("ebook_search_request_failed")
+        return templates.TemplateResponse(request, "partials/error.html", {"message": str(error)}, status_code=500)
+
+    answer_start = perf_counter()
+    if request.app.state.config.answer_enabled:
+        try:
+            answer = answer_query(query, response.results, request.app.state.config)
+        except RuntimeError as error:
+            logger.warning("ebook_answer_request_failed_falling_back error=%s", error)
+            answer = "Answer generation failed. Source chunks are still shown below."
+    else:
+        logger.info("ebook_answer_skipped_disabled")
+        answer = "Answer generation is disabled. Source chunks are shown below."
+    answer_step_name = "Answer generation" if request.app.state.config.answer_enabled else "Answer skipped"
+    response = replace(
+        response,
+        timings=(*response.timings, runtime_step_from_start(answer_step_name, answer_start)),
+    )
+
+    logger.info(
+        "ebook_search_request_complete results=%s rank_label=%s runtime_ms=%.1f",
+        len(response.results),
+        response.rank_label,
+        response.total_runtime_ms,
+    )
+    return templates.TemplateResponse(request, "partials/results.html", {"answer": answer, "response": response})

python/ebook_search/api/static/style.css

@@ -0,0 +1,140 @@
+body {
+    margin: 0;
+    background: #f7f7f4;
+    color: #202124;
+    font-family: system-ui, -apple-system, BlinkMacSystemFont, "Segoe UI", sans-serif;
+}
+
+main {
+    max-width: 960px;
+    margin: 0 auto;
+    padding: 24px;
+}
+
+nav {
+    display: flex;
+    gap: 12px;
+    align-items: center;
+    margin-bottom: 20px;
+}
+
+nav form {
+    margin: 0;
+}
+
+.actions {
+    display: flex;
+    flex-wrap: wrap;
+    gap: 12px;
+    margin-bottom: 24px;
+}
+
+textarea {
+    display: block;
+    width: 100%;
+    margin: 8px 0 12px;
+}
+
+button {
+    padding: 8px 14px;
+}
+
+.check {
+    display: inline-flex;
+    gap: 8px;
+    align-items: center;
+    margin-right: 12px;
+}
+
+.rank-label {
+    margin-top: 24px;
+    font-weight: 700;
+}
+
+.results {
+    padding-left: 24px;
+}
+
+.meta,
+.scores,
+.status {
+    color: #626a73;
+}
+
+.scores {
+    display: flex;
+    flex-wrap: wrap;
+    gap: 8px;
+    margin: 12px 0;
+}
+
+.scores div {
+    display: inline-flex;
+    gap: 4px;
+    align-items: baseline;
+}
+
+.scores dt {
+    font-weight: 700;
+}
+
+.scores dd {
+    margin: 0;
+}
+
+.runtime {
+    margin-top: 16px;
+}
+
+.timing-chart {
+    display: grid;
+    gap: 8px;
+    padding: 0;
+    list-style: none;
+}
+
+.timing-chart li {
+    display: grid;
+    grid-template-columns: minmax(150px, 1fr) minmax(160px, 2fr) auto auto;
+    gap: 8px;
+    align-items: center;
+}
+
+.timing-bar {
+    height: 10px;
+    overflow: hidden;
+    background: #e5e5df;
+}
+
+.timing-bar span {
+    display: block;
+    height: 100%;
+    background: #3767c8;
+}
+
+.timing-value,
+.timing-remaining {
+    color: #626a73;
+    font-variant-numeric: tabular-nums;
+}
+
+table {
+    width: 100%;
+    border-collapse: collapse;
+}
+
+th,
+td {
+    padding: 8px;
+    border-bottom: 1px solid #d8d8d2;
+    text-align: left;
+}
+
+th {
+    font-weight: 700;
+}
+
+.error {
+    color: #9f1d20;
+    font-weight: 700;
+}

python/ebook_search/api/templates/admin.html

@@ -0,0 +1,57 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>EPUB Admin</title>
+    <script src="https://unpkg.com/htmx.org@2.0.4"></script>
+    <link rel="stylesheet" href="/static/style.css">
+</head>
+<body>
+    <main>
+        <nav>
+            <a href="/">Search</a>
+            <a href="/books">Books</a>
+            <a href="/admin">Admin</a>
+        </nav>
+        <h1>Admin</h1>
+        <section id="admin-status"></section>
+        <section class="actions">
+            <form hx-post="/admin/scan" hx-target="#admin-status" hx-swap="innerHTML">
+                <button type="submit">Scan</button>
+            </form>
+            <form hx-post="/admin/embed-missing" hx-target="#admin-status" hx-swap="innerHTML">
+                <button type="submit">Embed</button>
+            </form>
+            <form hx-post="/admin/embed-all" hx-target="#admin-status" hx-swap="innerHTML">
+                <button type="submit">Embed all</button>
+            </form>
+        </section>
+        <section>
+            <h2>Embeddings</h2>
+            <table>
+                <thead>
+                    <tr>
+                        <th>Model</th>
+                        <th>Dimensions</th>
+                        <th>Embedded</th>
+                        <th>Missing</th>
+                        <th>Total chunks</th>
+                    </tr>
+                </thead>
+                <tbody>
+                    {% for item in stats %}
+                        <tr>
+                            <td>{{ item.model_name }}</td>
+                            <td>{{ item.dimension }}</td>
+                            <td>{{ item.embedded_chunks }}</td>
+                            <td>{{ item.missing_chunks }}</td>
+                            <td>{{ item.total_chunks }}</td>
+                        </tr>
+                    {% endfor %}
+                </tbody>
+            </table>
+        </section>
+    </main>
+</body>
+</html>

python/ebook_search/api/templates/book_detail.html

@@ -0,0 +1,32 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>{% if source %}{{ source.title }}{% else %}Book not found{% endif %}</title>
+    <link rel="stylesheet" href="/static/style.css">
+</head>
+<body>
+    <main>
+        <nav>
+            <a href="/">Search</a>
+            <a href="/books">Books</a>
+            <a href="/admin">Admin</a>
+        </nav>
+        {% if source %}
+            <h1>{{ source.title }}</h1>
+            <p class="meta">{{ source.author or "Unknown author" }}</p>
+            <dl>
+                <dt>File</dt>
+                <dd>{{ source.file_path }}</dd>
+                <dt>Chapters</dt>
+                <dd>{{ chapter_count }}</dd>
+                <dt>Chunks</dt>
+                <dd>{{ chunk_count }}</dd>
+            </dl>
+        {% else %}
+            <h1>Book not found</h1>
+        {% endif %}
+    </main>
+</body>
+</html>

python/ebook_search/api/templates/books.html

@@ -0,0 +1,31 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>EPUB Books</title>
+    <link rel="stylesheet" href="/static/style.css">
+</head>
+<body>
+    <main>
+        <nav>
+            <a href="/">Search</a>
+            <a href="/books">Books</a>
+            <a href="/admin">Admin</a>
+        </nav>
+        <h1>Books</h1>
+        {% if sources %}
+            <ol class="results">
+                {% for source in sources %}
+                    <li>
+                        <h2><a href="/books/{{ source.id }}">{{ source.title }}</a></h2>
+                        <p class="meta">{{ source.author or "Unknown author" }}</p>
+                    </li>
+                {% endfor %}
+            </ol>
+        {% else %}
+            <p>No EPUBs indexed.</p>
+        {% endif %}
+    </main>
+</body>
+</html>

python/ebook_search/api/templates/partials/admin_status.html

@@ -0,0 +1 @@
+<p class="status">{{ message }}</p>

python/ebook_search/api/templates/partials/error.html

@@ -0,0 +1 @@
+<p class="error">{{ message }}</p>

python/ebook_search/api/templates/partials/results.html

@@ -0,0 +1,74 @@
+<div class="rank-label">{{ response.rank_label }}</div>
+{% if response.timings %}
+    <section class="runtime">
+        <h2>Runtime</h2>
+        <p class="meta">Total {{ "%.1f"|format(response.total_runtime_ms) }} ms</p>
+        <ol class="timing-chart">
+            {% set total = response.total_runtime_ms %}
+            {% set ns = namespace(remaining=total) %}
+            {% for step in response.timings %}
+                {% set width = (step.duration_ms / total * 100) if total else 0 %}
+                {% if step.counts_toward_total %}
+                    {% set ns.remaining = ns.remaining - step.duration_ms %}
+                {% endif %}
+                <li>
+                    <span class="timing-label">{{ step.name }}</span>
+                    <span class="timing-bar"><span style="width: {{ "%.2f"|format(width) }}%"></span></span>
+                    <span class="timing-value">{{ "%.1f"|format(step.duration_ms) }} ms</span>
+                    <span class="timing-remaining">{{ "%.1f"|format([ns.remaining, 0]|max) }} ms left</span>
+                </li>
+            {% endfor %}
+        </ol>
+    </section>
+{% endif %}
+<section class="answer">
+    <h2>Answer</h2>
+    <p>{{ answer }}</p>
+</section>
+{% if response.results %}
+    <ol class="results">
+        {% for result in response.results %}
+            <li>
+                <h2>{{ result.source_title }}</h2>
+                <p class="meta">
+                    {% if result.source_author %}{{ result.source_author }}{% endif %}
+                    {% if result.chapter_title %} · {{ result.chapter_title }}{% endif %}
+                    {% if result.page_label %} · page {{ result.page_label }}{% endif %}
+                </p>
+                <p>{{ result.text }}</p>
+                <dl class="scores">
+                    <div>
+                        <dt>final</dt>
+                        <dd>{{ "%.3f"|format(result.score) }}</dd>
+                    </div>
+                    {% if result.rerank_score is not none %}
+                        <div>
+                            <dt>rerank</dt>
+                            <dd>{{ "%.3f"|format(result.rerank_score) }}</dd>
+                        </div>
+                    {% endif %}
+                    {% if result.vector_score is not none %}
+                        <div>
+                            <dt>vector cosine</dt>
+                            <dd>{{ "%.3f"|format(result.vector_score) }}</dd>
+                        </div>
+                    {% endif %}
+                    {% if result.bm25_score is not none %}
+                        <div>
+                            <dt>BM25</dt>
+                            <dd>{{ "%.6f"|format(result.bm25_score) }}</dd>
+                        </div>
+                    {% endif %}
+                    {% if result.fused_score is not none %}
+                        <div>
+                            <dt>RRF</dt>
+                            <dd>{{ "%.3f"|format(result.fused_score) }}</dd>
+                        </div>
+                    {% endif %}
+                </dl>
+            </li>
+        {% endfor %}
+    </ol>
+{% else %}
+    <p>No results.</p>
+{% endif %}

python/ebook_search/api/templates/search.html

@@ -0,0 +1,30 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>EPUB Search</title>
+    <script src="https://unpkg.com/htmx.org@2.0.4"></script>
+    <link rel="stylesheet" href="/static/style.css">
+</head>
+<body>
+    <main>
+        <nav>
+            <a href="/">Search</a>
+            <a href="/books">Books</a>
+            <a href="/admin">Admin</a>
+        </nav>
+        <h1>EPUB Search</h1>
+        <form hx-post="/search" hx-target="#results" hx-swap="innerHTML">
+            <label for="query">Search</label>
+            <textarea id="query" name="query" rows="4" required></textarea>
+            <label class="check">
+                <input type="checkbox" name="rerank" value="true" {% if config.rerank.enabled %}checked{% endif %}>
+                Rerank
+            </label>
+            <button type="submit">Search</button>
+        </form>
+        <section id="results"></section>
+    </main>
+</body>
+</html>

python/ebook_search/api/web.py

@@ -0,0 +1,13 @@
+"""Shared web UI resources for EPUB search."""
+
+from __future__ import annotations
+
+from pathlib import Path
+
+from fastapi.templating import Jinja2Templates
+
+PACKAGE_DIR = Path(__file__).resolve().parent
+TEMPLATE_DIR = PACKAGE_DIR / "templates"
+STATIC_DIR = PACKAGE_DIR / "static"
+
+templates = Jinja2Templates(directory=TEMPLATE_DIR)

python/ebook_search/bm25_corpus.py

@@ -0,0 +1,281 @@
+"""Persisted BM25 corpus management."""
+
+from __future__ import annotations
+
+import json
+import logging
+import shutil
+from dataclasses import dataclass
+from datetime import UTC, datetime
+from functools import cache
+from pathlib import Path
+from typing import TYPE_CHECKING
+
+import bm25s
+from sqlalchemy import func, select, union_all
+
+from python.orm.richie import EbookChapter, EbookChunk, EbookSource
+
+if TYPE_CHECKING:
+    from sqlalchemy.orm import Session
+
+    from python.ebook_search.config import EbookSearchConfig
+
+logger = logging.getLogger(__name__)
+MANIFEST_NAME = "manifest.json"
+REQUIRED_INDEX_FILES = frozenset(
+    {
+        "data.csc.index.npy",
+        "indices.csc.index.npy",
+        "indptr.csc.index.npy",
+        "params.index.json",
+        "vocab.index.json",
+        "corpus.jsonl",
+    }
+)
+
+
+@dataclass(frozen=True)
+class BM25Manifest:
+    """Metadata describing a persisted BM25 corpus."""
+
+    created_at: datetime
+    db_updated_at: datetime | None
+    chunk_count: int
+
+
+@dataclass(frozen=True)
+class BM25Corpus:
+    """Loaded persisted BM25 corpus and retriever."""
+
+    retriever: object | None
+    records: tuple[dict[str, object], ...]
+    manifest: BM25Manifest
+
+
+class BM25CorpusUnavailableError(RuntimeError):
+    """Raised when the persisted BM25 corpus cannot be loaded."""
+
+
+def bm25_index_path(config: EbookSearchConfig) -> Path:
+    """Return the configured BM25 index root path relative to the current working directory."""
+    path = Path(config.bm25_index_dir).expanduser()
+    if path.is_absolute():
+        return path
+    return Path.cwd() / path
+
+
+def get_current_bm25_index(index_path: Path) -> Path:
+    """Return the live BM25 index directory."""
+    current_path = index_path / "current"
+    if current_path.exists() or current_path.is_symlink():
+        return current_path
+    return index_path
+
+
+def ensure_bm25_corpus(session: Session, config: EbookSearchConfig) -> None:
+    """Create or refresh the persisted BM25 corpus when it is missing or stale."""
+    index_path = bm25_index_path(config)
+    manifest = read_bm25_manifest(index_path)
+    db_updated_at = corpus_last_updated_at(session)
+    if not bm25_index_exists(index_path, manifest):
+        logger.info("ebook_bm25_index_missing path=%s", index_path)
+        refresh_bm25_corpus(session, config, db_updated_at=db_updated_at)
+        return
+    if db_updated_at is not None and manifest is not None and manifest.created_at < db_updated_at:
+        logger.info(
+            "ebook_bm25_index_stale path=%s created_at=%s db_updated_at=%s",
+            index_path,
+            manifest.created_at.isoformat(),
+            db_updated_at.isoformat(),
+        )
+        refresh_bm25_corpus(session, config, db_updated_at=db_updated_at)
+        return
+    logger.info(
+        "ebook_bm25_index_current path=%s chunks=%s created_at=%s",
+        index_path,
+        manifest.chunk_count if manifest else 0,
+        manifest.created_at.isoformat() if manifest else None,
+    )
+
+
+def refresh_bm25_corpus(
+    session: Session,
+    config: EbookSearchConfig,
+    *,
+    db_updated_at: datetime | None = None,
+) -> BM25Manifest:
+    """Rebuild and persist the BM25 corpus from the current database chunks."""
+    index_path = bm25_index_path(config)
+    records, texts = fetch_bm25_corpus_records(session)
+    manifest = BM25Manifest(
+        created_at=datetime.now(tz=UTC),
+        db_updated_at=db_updated_at if db_updated_at is not None else corpus_last_updated_at(session),
+        chunk_count=len(records),
+    )
+    write_bm25_corpus(index_path, records, texts, manifest)
+    logger.info(
+        "ebook_bm25_index_refreshed path=%s chunks=%s created_at=%s",
+        index_path,
+        manifest.chunk_count,
+        manifest.created_at.isoformat(),
+    )
+    return manifest
+
+
+@cache
+def load_bm25_corpus(config: EbookSearchConfig) -> BM25Corpus:
+    """Load the BM25 corpus into memory once per process.
+
+    Background refresh tasks clear this cache after rebuilding the on-disk corpus.
+    """
+    index_path = bm25_index_path(config)
+    active_index_path = get_current_bm25_index(index_path)
+    logger.info("ebook_bm25_corpus_cache_load path=%s active_path=%s", index_path, active_index_path)
+    manifest = read_bm25_manifest(index_path)
+    if manifest is None or not bm25_index_exists(index_path, manifest):
+        msg = f"BM25 corpus is not available: {index_path}"
+        raise BM25CorpusUnavailableError(msg)
+    if manifest.chunk_count == 0:
+        return BM25Corpus(retriever=None, records=(), manifest=manifest)
+
+    retriever = bm25s.BM25.load(active_index_path, load_corpus=True, mmap=True)
+    records = tuple(dict(record) for record in retriever.corpus)
+    return BM25Corpus(retriever=retriever, records=records, manifest=manifest)
+
+
+def score_bm25_corpus(query: str, corpus: BM25Corpus, *, limit: int) -> list[tuple[dict[str, object], float]]:
+    """Score a query against a loaded BM25 corpus."""
+    if corpus.retriever is None or not corpus.records:
+        return []
+    k = min(limit, len(corpus.records))
+    documents, scores = corpus.retriever.retrieve(
+        bm25s.tokenize(query, show_progress=False),
+        corpus=list(corpus.records),
+        k=k,
+        show_progress=False,
+    )
+    results: list[tuple[dict[str, object], float]] = []
+    for document, score in zip(documents[0], scores[0], strict=True):
+        score_value = float(score)
+        if score_value <= 0:
+            continue
+        results.append((dict(document), score_value))
+    return results
+
+
+def fetch_bm25_corpus_records(session: Session) -> tuple[list[dict[str, object]], list[str]]:
+    """Fetch persistable BM25 corpus records and their matching index texts from the database.
+
+    search_text is only needed to build the index, so it is returned separately instead of
+    being persisted into the corpus records, which would double the corpus size.
+    """
+    statement = (
+        select(
+            EbookChunk.id.label("chunk_id"),
+            EbookChunk.text.label("text"),
+            EbookSource.title.label("source_title"),
+            EbookSource.author.label("source_author"),
+            EbookChapter.title.label("chapter_title"),
+            EbookChunk.page_label.label("page_label"),
+            EbookChunk.search_text.label("bm25_text"),
+        )
+        .select_from(EbookChunk)
+        .join(EbookSource, EbookSource.id == EbookChunk.source_id)
+        .outerjoin(EbookChapter, EbookChapter.id == EbookChunk.chapter_id)
+        .order_by(EbookChunk.id)
+    )
+    records: list[dict[str, object]] = []
+    texts: list[str] = []
+    for row in session.execute(statement).mappings():
+        record = dict(row)
+        texts.append(str(record.pop("bm25_text")))
+        records.append(record)
+    return records, texts
+
+
+def corpus_last_updated_at(session: Session) -> datetime | None:
+    """Return the latest source/chapter/chunk update timestamp relevant to BM25 text."""
+    update_times = union_all(
+        select(func.max(EbookSource.updated).label("updated")),
+        select(func.max(EbookChapter.updated).label("updated")),
+        select(func.max(EbookChunk.updated).label("updated")),
+    ).subquery()
+    return session.scalar(select(func.max(update_times.c.updated)))
+
+
+def write_bm25_corpus(
+    index_path: Path,
+    records: list[dict[str, object]],
+    texts: list[str],
+    manifest: BM25Manifest,
+) -> None:
+    """Write a BM25 corpus generation and publish it through the current symlink."""
+    index_path.mkdir(parents=True, exist_ok=True)
+
+    generations_path = index_path / "generations"
+    generations_path.mkdir(exist_ok=True)
+
+    generation_path = next_bm25_generation_path(generations_path, manifest.created_at)
+    current_path = index_path / "current"
+    next_current_path = index_path / f".current.{generation_path.name}.tmp"
+    try:
+        generation_path.mkdir()
+
+        # Empty corpora publish a manifest-only generation so startup succeeds before any chunks exist.
+        if records:
+            retriever = bm25s.BM25()
+            retriever.index(bm25s.tokenize(texts, show_progress=False), show_progress=False)
+            retriever.save(generation_path, corpus=records, show_progress=False)
+        write_bm25_manifest(generation_path, manifest)
+        next_current_path.unlink(missing_ok=True)
+        next_current_path.symlink_to(generation_path, target_is_directory=True)
+        next_current_path.replace(current_path)
+    except Exception:
+        next_current_path.unlink(missing_ok=True)
+        shutil.rmtree(generation_path, ignore_errors=True)
+        raise
+
+
+def read_bm25_manifest(index_path: Path) -> BM25Manifest | None:
+    """Read the BM25 manifest if it exists and is valid."""
+    manifest_path = get_current_bm25_index(index_path) / MANIFEST_NAME
+    if not manifest_path.exists():
+        return None
+    body = json.loads(manifest_path.read_text(encoding="utf-8"))
+    return BM25Manifest(
+        created_at=datetime.fromisoformat(str(body["created_at"])),
+        db_updated_at=datetime.fromisoformat(str(body["db_updated_at"])) if body.get("db_updated_at") else None,
+        chunk_count=int(body["chunk_count"]),
+    )
+
+
+def write_bm25_manifest(index_path: Path, manifest: BM25Manifest) -> None:
+    """Write the BM25 manifest to an index directory."""
+    body = {
+        "created_at": manifest.created_at.isoformat(),
+        "db_updated_at": manifest.db_updated_at.isoformat() if manifest.db_updated_at else None,
+        "chunk_count": manifest.chunk_count,
+    }
+    (index_path / MANIFEST_NAME).write_text(json.dumps(body, indent=2, sort_keys=True), encoding="utf-8")
+
+
+def bm25_index_exists(index_path: Path, manifest: BM25Manifest | None) -> bool:
+    """Return whether a usable persisted BM25 index exists."""
+    active_index_path = get_current_bm25_index(index_path)
+    if manifest is None or not active_index_path.is_dir():
+        return False
+    if manifest.chunk_count == 0:
+        return True
+    return all((active_index_path / file_name).exists() for file_name in REQUIRED_INDEX_FILES)
+
+
+def next_bm25_generation_path(generations_path: Path, created_at: datetime) -> Path:
+    """Return an unused dated BM25 generation path."""
+    base_name = created_at.astimezone(UTC).strftime("%Y%m%dT%H%M%S.%fZ")
+    generation_path = generations_path / base_name
+    suffix = 1
+    while generation_path.exists():
+        generation_path = generations_path / f"{base_name}.{suffix}"
+        suffix += 1
+    return generation_path

python/ebook_search/config.py

@@ -0,0 +1,117 @@
+"""Configuration for the EPUB search app."""
+
+from __future__ import annotations
+
+from dataclasses import dataclass
+from os import getenv
+
+
+def getenv_bool(name: str, *, default: bool) -> bool:
+    """Read a boolean environment variable with a default fallback."""
+    value = getenv(name)
+    if value is None:
+        return default
+    return value.strip().lower() in {"1", "true", "yes", "on"}
+
+
+def getenv_int(name: str, *, default: int) -> int:
+    """Read an integer environment variable with a default fallback."""
+    value = getenv(name)
+    if value is None or not value.strip():
+        return default
+    return int(value)
+
+
+@dataclass(frozen=True)
+class RerankConfig:
+    """vLLM reranker settings."""
+
+    enabled: bool = False
+    base_url: str = "http://192.168.90.25:8001"
+    model: str = "qwen3-reranker-06b"
+    candidates: int = 24
+    timeout_seconds: float = 30.0
+
+
+@dataclass(frozen=True)
+class EbookSearchConfig:
+    """Runtime settings for EPUB search."""
+
+    rerank: RerankConfig
+    top_k: int = 12
+    library_paths: tuple[str, ...] = ()
+    vllm_base_url: str = "https://ollama.com/v1"
+    vllm_api_key: str = "not-needed"
+    chat_model: str = "deepseek-v4-flash"
+    answer_enabled: bool = True
+    embedding_base_url: str = "http://192.168.90.25:8000/v1"
+    embedding_api_key: str = "not-needed"
+    embedding_model: str = "qwen3-embedding-0.6b"
+    embedding_batch_size: int = 32
+    bm25_index_dir: str = ".ebook_search_bm25"
+    bm25_refresh_delay_seconds: int = 60
+
+
+def load_rerank_config() -> RerankConfig:
+    """Load reranker config from environment variables."""
+    return RerankConfig(
+        enabled=getenv_bool("EBOOK_SEARCH_RERANK_ENABLED", default=False),
+        base_url=getenv("EBOOK_SEARCH_RERANK_BASE_URL", "http://192.168.90.25:8001"),
+        model=getenv("EBOOK_SEARCH_RERANK_MODEL", "qwen3-reranker-06b"),
+        candidates=getenv_int("EBOOK_SEARCH_RERANK_CANDIDATES", default=24),
+        timeout_seconds=float(getenv_int("EBOOK_SEARCH_RERANK_TIMEOUT_SECONDS", default=30)),
+    )
+
+
+def load_config() -> EbookSearchConfig:
+    """Load EPUB search config from environment variables."""
+    return EbookSearchConfig(
+        rerank=load_rerank_config(),
+        top_k=getenv_int("EBOOK_SEARCH_TOP_K", default=12),
+        library_paths=library_paths_from_env(),
+        vllm_base_url=getenv("EBOOK_SEARCH_VLLM_BASE_URL", "https://ollama.com/v1"),
+        vllm_api_key=getenv("EBOOK_SEARCH_VLLM_API_KEY") or getenv("OLLAMA_API_KEY") or "not-needed",
+        chat_model=getenv("EBOOK_SEARCH_CHAT_MODEL", "deepseek-v4-flash"),
+        answer_enabled=getenv_bool("EBOOK_SEARCH_ANSWER_ENABLED", default=True),
+        embedding_base_url=getenv("EBOOK_SEARCH_EMBEDDING_BASE_URL", "http://192.168.90.25:8000/v1"),
+        embedding_api_key=getenv("EBOOK_SEARCH_EMBEDDING_API_KEY", "not-needed"),
+        embedding_model=normalize_embedding_model(),
+        embedding_batch_size=getenv_int("EBOOK_SEARCH_EMBEDDING_BATCH_SIZE", default=32),
+        bm25_index_dir=getenv("EBOOK_SEARCH_BM25_INDEX_DIR", ".ebook_search_bm25"),
+        bm25_refresh_delay_seconds=getenv_int("EBOOK_SEARCH_BM25_REFRESH_DELAY_SECONDS", default=60),
+    )
+
+
+def normalize_embedding_model(default: str = "qwen3-embedding-0.6b") -> str:
+    """Normalize supported embedding aliases to provider model names."""
+    aliases = {
+        "Qwen3-Embedding-0.6B": "qwen3-embedding-0.6b",
+        "Qwen3-Embedding-4B": "qwen3-embedding-4b",
+        "Qwen3-Embedding-8B": "qwen3-embedding-8b",
+        "Qwen/Qwen3-Embedding-0.6B": "qwen3-embedding-0.6b",
+        "Qwen/Qwen3-Embedding-4B": "qwen3-embedding-4b",
+        "Qwen/Qwen3-Embedding-8B": "qwen3-embedding-8b",
+        "qwen3-embedding:0.6b": "qwen3-embedding-0.6b",
+        "qwen3-embedding:4b": "qwen3-embedding-4b",
+        "qwen3-embedding:8b": "qwen3-embedding-8b",
+        "qwen3-embedding-0.6b": "qwen3-embedding-0.6b",
+        "qwen3-embedding-4b": "qwen3-embedding-4b",
+        "qwen3-embedding-8b": "qwen3-embedding-8b",
+    }
+
+    model = getenv("EBOOK_SEARCH_EMBEDDING_MODEL", default)
+    standard_model = aliases.get(model)
+
+    if standard_model is None:
+        error = f"Embedding model {model} is not supported. Supported models are {aliases.keys()}"
+        raise ValueError(error)
+
+    return standard_model
+
+
+def library_paths_from_env() -> tuple[str, ...]:
+    """Read configured EPUB library paths from the environment."""
+    value = getenv("EBOOK_SEARCH_LIBRARY_PATHS")
+    if value is None:
+        return ()
+    return tuple(path for path in value.split(":") if path)

python/ebook_search/embeddings.py

@@ -0,0 +1,170 @@
+"""Embedding model helpers."""
+
+from __future__ import annotations
+
+import logging
+from dataclasses import dataclass
+from typing import TYPE_CHECKING
+
+from sqlalchemy import func, select
+from sqlalchemy.dialects.postgresql import insert
+
+from python.ebook_search.llm_interface import request_embeddings
+from python.orm.richie import (
+    EbookChunk,
+    EbookChunkEmbedding1024,
+    EbookChunkEmbedding2560,
+    EbookChunkEmbedding4096,
+    EbookEmbeddingModel,
+)
+
+logger = logging.getLogger(__name__)
+
+if TYPE_CHECKING:
+    from collections.abc import Sequence
+
+    from sqlalchemy.orm import Session
+
+    from python.ebook_search.config import EbookSearchConfig
+
+MODEL_DIMENSIONS = {
+    "qwen3-embedding-0.6b": 1024,
+    "qwen3-embedding-4b": 2560,
+    "qwen3-embedding-8b": 4096,
+}
+
+
+def get_embedding_table(
+    dimension: int,
+) -> type[EbookChunkEmbedding1024 | EbookChunkEmbedding2560 | EbookChunkEmbedding4096]:
+    """Return the embedding table mapped to an embedding dimension."""
+    embedding_tables = {
+        1024: EbookChunkEmbedding1024,
+        2560: EbookChunkEmbedding2560,
+        4096: EbookChunkEmbedding4096,
+    }
+    table = embedding_tables.get(dimension)
+    if not table:
+        msg = f"Embedding dimension {dimension} is not supported"
+        raise ValueError(msg)
+    return table
+
+
+@dataclass(frozen=True)
+class EmbeddingModelStats:
+    """Embedding coverage for one model."""
+
+    model_name: str
+    dimension: int
+    embedded_chunks: int
+    total_chunks: int
+
+    @property
+    def missing_chunks(self) -> int:
+        """Return chunks missing this embedding model."""
+        return max(self.total_chunks - self.embedded_chunks, 0)
+
+
+def embed_texts(texts: Sequence[str], config: EbookSearchConfig) -> list[list[float]]:
+    """Embed text with the configured vLLM embedding model."""
+    logger.info(
+        "ebook_embed_request_start base_url=%s model=%s count=%s",
+        config.embedding_base_url,
+        config.embedding_model,
+        len(texts),
+    )
+    vectors = request_embeddings(texts, config)
+    expected_dimension = MODEL_DIMENSIONS[config.embedding_model]
+    for vector in vectors:
+        if len(vector) != expected_dimension:
+            msg = f"Expected {expected_dimension} dimensions, got {len(vector)}"
+            raise ValueError(msg)
+    logger.info(
+        "ebook_embed_request_complete model=%s count=%s dimension=%s",
+        config.embedding_model,
+        len(vectors),
+        expected_dimension,
+    )
+    return vectors
+
+
+def embed_query(query: str, config: EbookSearchConfig) -> list[float]:
+    """Embed a search query with the Qwen retrieval instruction."""
+    instructed_query = f"Instruct: Retrieve relevant passages for the query.\nQuery: {query}"
+    return embed_texts([instructed_query], config)[0]
+
+
+def ensure_embedding_models(session: Session) -> None:
+    """Ensure supported embedding model rows exist."""
+    for name, dimension in MODEL_DIMENSIONS.items():
+        existing = session.scalar(select(EbookEmbeddingModel).where(EbookEmbeddingModel.name == name))
+        if existing is None:
+            session.add(EbookEmbeddingModel(name=name, dimension=dimension, is_default=name == "qwen3-embedding-0.6b"))
+            logger.info("ebook_embedding_model_created model=%s dimension=%s", name, dimension)
+    session.flush()
+
+
+def embedding_model_stats(session: Session) -> list[EmbeddingModelStats]:
+    """Return embedding coverage counts for every supported model."""
+    total_chunks = session.scalar(select(func.count(EbookChunk.id))) or 0
+    models = {
+        model.name: model
+        for model in session.scalars(
+            select(EbookEmbeddingModel)
+            .where(EbookEmbeddingModel.name.in_(MODEL_DIMENSIONS))
+            .order_by(EbookEmbeddingModel.name)
+        )
+    }
+
+    stats: list[EmbeddingModelStats] = []
+    for model_name, dimension in MODEL_DIMENSIONS.items():
+        model = models.get(model_name)
+        embedded_chunks = 0
+        if model is not None:
+            table = get_embedding_table(dimension)
+            embedded_chunks = session.scalar(select(func.count(table.id)).where(table.model_id == model.id)) or 0
+        stats.append(
+            EmbeddingModelStats(
+                model_name=model_name,
+                dimension=dimension,
+                embedded_chunks=embedded_chunks,
+                total_chunks=total_chunks,
+            )
+        )
+    return stats
+
+
+def embed_missing_chunks(session: Session, config: EbookSearchConfig) -> int:
+    """Embed chunks missing embeddings for the configured model."""
+    ensure_embedding_models(session)
+    model = session.scalar(select(EbookEmbeddingModel).where(EbookEmbeddingModel.name == config.embedding_model))
+    if model is None:
+        supported_models = ", ".join(MODEL_DIMENSIONS)
+        msg = f"Unknown embedding model: {config.embedding_model}. Supported models: {supported_models}"
+        raise ValueError(msg)
+
+    table = get_embedding_table(model.dimension)
+    chunks = list(
+        session.scalars(
+            select(EbookChunk)
+            .outerjoin(table, (table.chunk_id == EbookChunk.id) & (table.model_id == model.id))
+            .where(table.id.is_(None))
+            .order_by(EbookChunk.id)
+            .limit(config.embedding_batch_size)
+        )
+    )
+    if not chunks:
+        logger.info("ebook_embed_missing_none model=%s", config.embedding_model)
+        return 0
+
+    logger.info("ebook_embed_missing_batch_start model=%s count=%s", config.embedding_model, len(chunks))
+    vectors = embed_texts([chunk.text for chunk in chunks], config)
+    rows = [
+        {"chunk_id": chunk.id, "model_id": model.id, "embedding": vector}
+        for chunk, vector in zip(chunks, vectors, strict=True)
+    ]
+    statement = insert(table).values(rows).on_conflict_do_nothing(index_elements=["chunk_id", "model_id"])
+    session.execute(statement)
+    session.flush()
+    logger.info("ebook_embed_missing_batch_complete model=%s count=%s", config.embedding_model, len(rows))
+    return len(rows)

python/ebook_search/epub_parse.py

@@ -0,0 +1,95 @@
+"""EPUB parsing helpers."""
+
+from __future__ import annotations
+
+import re
+from dataclasses import dataclass
+from typing import TYPE_CHECKING
+
+from bs4 import BeautifulSoup
+from ebooklib import ITEM_DOCUMENT, epub
+
+if TYPE_CHECKING:
+    from pathlib import Path
+
+WHITESPACE_RE = re.compile(r"\s+")
+
+
+@dataclass(frozen=True)
+class ParsedChapter:
+    """Text extracted from one EPUB spine document."""
+
+    title: str | None
+    href: str | None
+    text: str
+    page_labels: tuple[str, ...]
+
+
+@dataclass(frozen=True)
+class ParsedEpub:
+    """Parsed EPUB metadata and text."""
+
+    title: str
+    author: str | None
+    language: str | None
+    publisher: str | None
+    identifier: str | None
+    chapters: tuple[ParsedChapter, ...]
+
+
+def parse_epub(path: Path) -> ParsedEpub:
+    """Parse EPUB metadata and spine text."""
+    book = epub.read_epub(path)
+    chapters = []
+    for item in book.get_items_of_type(ITEM_DOCUMENT):
+        soup = BeautifulSoup(item.get_content(), "html.parser")
+        title = chapter_title(soup)
+        page_labels = tuple(extract_page_labels(soup))
+        text = clean_text(soup.get_text(" "))
+        if text:
+            chapters.append(ParsedChapter(title=title, href=item.get_name(), text=text, page_labels=page_labels))
+
+    return ParsedEpub(
+        title=metadata_value(book, "title") or path.stem,
+        author=metadata_value(book, "creator"),
+        language=metadata_value(book, "language"),
+        publisher=metadata_value(book, "publisher"),
+        identifier=metadata_value(book, "identifier"),
+        chapters=tuple(chapters),
+    )
+
+
+def metadata_value(book: epub.EpubBook, name: str) -> str | None:
+    """Return the first non-empty Dublin Core metadata value for a name."""
+    values = book.get_metadata("DC", name)
+    if not values:
+        return None
+    value = values[0][0]
+    return str(value).strip() or None
+
+
+def chapter_title(soup: BeautifulSoup) -> str | None:
+    """Extract the best available title from an EPUB document soup."""
+    heading = soup.find(["h1", "h2", "h3"])
+    if heading is None:
+        title = soup.find("title")
+        if title is None:
+            return None
+        return clean_text(title.get_text(" ")) or None
+    return clean_text(heading.get_text(" ")) or None
+
+
+def extract_page_labels(soup: BeautifulSoup) -> list[str]:
+    """Extract EPUB page-break labels from a document soup."""
+    labels: list[str] = []
+    for tag in soup.find_all(attrs={"epub:type": "pagebreak"}):
+        label = tag.get("title") or tag.get("aria-label") or tag.get_text(" ")
+        clean = clean_text(str(label))
+        if clean:
+            labels.append(clean)
+    return labels
+
+
+def clean_text(text: str) -> str:
+    """Normalize whitespace in extracted EPUB text."""
+    return WHITESPACE_RE.sub(" ", text).strip()

python/ebook_search/ingest.py

@@ -0,0 +1,190 @@
+"""EPUB ingestion into Richie DB."""
+
+from __future__ import annotations
+
+import hashlib
+import logging
+from dataclasses import dataclass
+from datetime import UTC, datetime
+from pathlib import Path
+from typing import TYPE_CHECKING
+
+import tiktoken
+from sqlalchemy import or_, select
+
+from python.ebook_search.epub_parse import parse_epub
+from python.orm.richie import EbookChapter, EbookChunk, EbookSource
+
+logger = logging.getLogger(__name__)
+DEFAULT_CHUNK_TOKENS = 700
+DEFAULT_CHUNK_OVERLAP = 100
+
+if TYPE_CHECKING:
+    from sqlalchemy.orm import Session
+
+    from python.ebook_search.config import EbookSearchConfig
+    from python.ebook_search.epub_parse import ParsedChapter
+
+
+@dataclass(frozen=True)
+class TextChunk:
+    """A token-bounded chunk of text."""
+
+    text: str
+    token_start: int
+    token_count: int
+
+
+def chunk_text(
+    text: str,
+    *,
+    chunk_tokens: int = DEFAULT_CHUNK_TOKENS,
+    overlap_tokens: int = DEFAULT_CHUNK_OVERLAP,
+) -> list[TextChunk]:
+    """Split text into overlapping token chunks."""
+    if chunk_tokens <= 0:
+        msg = "chunk_tokens must be positive"
+        raise ValueError(msg)
+    if overlap_tokens < 0 or overlap_tokens >= chunk_tokens:
+        msg = "overlap_tokens must be non-negative and smaller than chunk_tokens"
+        raise ValueError(msg)
+
+    encoding = tiktoken.get_encoding("cl100k_base")
+    tokens = encoding.encode(text)
+    if not tokens:
+        return []
+
+    chunks: list[TextChunk] = []
+    step = chunk_tokens - overlap_tokens
+    for start in range(0, len(tokens), step):
+        chunk = tokens[start : start + chunk_tokens]
+        if not chunk:
+            continue
+        chunks.append(
+            TextChunk(
+                text=encoding.decode(chunk).strip(),
+                token_start=start,
+                token_count=len(chunk),
+            )
+        )
+        if start + chunk_tokens >= len(tokens):
+            break
+    return [chunk for chunk in chunks if chunk.text]
+
+
+def ingest_configured_paths(session: Session, config: EbookSearchConfig) -> int:
+    """Ingest every EPUB found under configured library paths."""
+    count = 0
+    for library_path in config.library_paths:
+        path = Path(library_path).expanduser()
+        logger.info("ebook_ingest_path_start path=%s", path)
+        if path.is_file() and path.suffix.lower() == ".epub":
+            count += int(ingest_file(session, path))
+        elif path.is_dir():
+            for epub_path in sorted(path.rglob("*.epub")):
+                count += int(ingest_file(session, epub_path))
+        else:
+            logger.warning("ebook_ingest_path_missing path=%s", path)
+    logger.info("ebook_ingest_paths_complete changed_files=%s configured_paths=%s", count, len(config.library_paths))
+    return count
+
+
+def ingest_file(session: Session, path: Path) -> bool:
+    """Ingest one EPUB file. Return True when the database changed."""
+    resolved_path = path.expanduser().resolve()
+    logger.info("ebook_ingest_file_start path=%s", resolved_path)
+    file_hash = sha256_file(resolved_path)
+    existing = find_existing_source(session, resolved_path, file_hash)
+    if existing is not None and existing.file_sha256 == file_hash:
+        stat = resolved_path.stat()
+        existing.file_path = str(resolved_path)
+        existing.file_mtime = datetime.fromtimestamp(stat.st_mtime, tz=UTC)
+        existing.file_size = stat.st_size
+        session.flush()
+        logger.info("ebook_ingest_file_unchanged source_id=%s path=%s", existing.id, resolved_path)
+        return False
+    if existing is not None:
+        logger.info("ebook_ingest_file_replacing source_id=%s path=%s", existing.id, resolved_path)
+        session.delete(existing)
+        session.flush()
+
+    stat = resolved_path.stat()
+    parsed = parse_epub(resolved_path)
+    source = EbookSource(
+        title=parsed.title,
+        author=parsed.author,
+        language=parsed.language,
+        publisher=parsed.publisher,
+        identifier=parsed.identifier,
+        file_path=str(resolved_path),
+        file_sha256=file_hash,
+        file_mtime=datetime.fromtimestamp(stat.st_mtime, tz=UTC),
+        file_size=stat.st_size,
+    )
+    session.add(source)
+    session.flush()
+
+    chunk_index = 0
+    for spine_index, parsed_chapter in enumerate(parsed.chapters):
+        chapter = EbookChapter(
+            source_id=source.id,
+            spine_index=spine_index,
+            title=parsed_chapter.title,
+            href=parsed_chapter.href,
+        )
+        session.add(chapter)
+        session.flush()
+        chunk_index = add_chapter_chunks(session, source, chapter, parsed_chapter, chunk_index)
+
+    session.flush()
+    logger.info(
+        "ebook_ingest_file_complete source_id=%s path=%s chapters=%s chunks=%s",
+        source.id,
+        resolved_path,
+        len(parsed.chapters),
+        chunk_index,
+    )
+    return True
+
+
+def find_existing_source(session: Session, path: Path, file_hash: str) -> EbookSource | None:
+    """Find an existing source by canonical path or file hash."""
+    return session.scalar(
+        select(EbookSource).where(or_(EbookSource.file_path == str(path), EbookSource.file_sha256 == file_hash))
+    )
+
+
+def add_chapter_chunks(
+    session: Session,
+    source: EbookSource,
+    chapter: EbookChapter,
+    parsed_chapter: ParsedChapter,
+    chunk_index: int,
+) -> int:
+    """Add chunk rows for one parsed chapter and return the next chunk index."""
+    page_label = parsed_chapter.page_labels[0] if parsed_chapter.page_labels else None
+    for text_chunk in chunk_text(parsed_chapter.text):
+        session.add(
+            EbookChunk(
+                source_id=source.id,
+                chapter_id=chapter.id,
+                chunk_index=chunk_index,
+                text=text_chunk.text,
+                token_start=text_chunk.token_start,
+                token_count=text_chunk.token_count,
+                page_label=page_label,
+                content_sha256=hashlib.sha256(text_chunk.text.encode()).hexdigest(),
+                search_text=f"{source.title} {source.author or ''} {chapter.title or ''} {text_chunk.text}",
+            )
+        )
+        chunk_index += 1
+    return chunk_index
+
+
+def sha256_file(path: Path) -> str:
+    """Calculate the SHA-256 digest for a file."""
+    digest = hashlib.sha256()
+    with path.open("rb") as file:
+        for block in iter(lambda: file.read(1024 * 1024), b""):
+            digest.update(block)
+    return digest.hexdigest()

python/ebook_search/llm_interface.py

@@ -0,0 +1,143 @@
+"""LLM provider HTTP adapters."""
+
+from __future__ import annotations
+
+import logging
+from typing import TYPE_CHECKING
+
+import httpx
+
+if TYPE_CHECKING:
+    from collections.abc import Sequence
+
+    from python.ebook_search.config import EbookSearchConfig, RerankConfig
+
+logger = logging.getLogger(__name__)
+
+
+def auth_headers(api_key: str) -> dict[str, str]:
+    """Build authorization headers when an API key is configured."""
+    if api_key == "not-needed":
+        return {}
+    return {"Authorization": f"Bearer {api_key}"}
+
+
+def request_embeddings(texts: Sequence[str], config: EbookSearchConfig) -> list[list[float]]:
+    """Request embeddings from the configured OpenAI-compatible endpoint."""
+    try:
+        response = httpx.post(
+            f"{config.embedding_base_url.rstrip('/')}/embeddings",
+            headers=auth_headers(config.embedding_api_key),
+            json={"model": config.embedding_model, "input": list(texts)},
+            timeout=60,
+        )
+        response.raise_for_status()
+        return embedding_vectors_from_response(response.json())
+    except (httpx.HTTPError, ValueError, KeyError, TypeError) as error:
+        logger.exception(
+            "ebook_embed_request_failed base_url=%s model=%s count=%s",
+            config.embedding_base_url,
+            config.embedding_model,
+            len(texts),
+        )
+        msg = f"Embedding request failed. base_url={config.embedding_base_url} model={config.embedding_model}"
+        raise RuntimeError(msg) from error
+
+
+def embedding_vectors_from_response(body: object) -> list[list[float]]:
+    """Extract embedding vectors from an OpenAI-compatible embedding response."""
+    if not isinstance(body, dict):
+        msg = "Embedding response is not an object"
+        raise TypeError(msg)
+
+    data = body["data"]
+    if not isinstance(data, list):
+        msg = "Embedding response data is not a list"
+        raise TypeError(msg)
+
+    vectors: list[list[float]] = []
+    for item in data:
+        if not isinstance(item, dict):
+            msg = "Embedding item is not an object"
+            raise TypeError(msg)
+        embedding = item["embedding"]
+        if not isinstance(embedding, list):
+            msg = "Embedding value is not a list"
+            raise TypeError(msg)
+        vectors.append([float(value) for value in embedding])
+    return vectors
+
+
+def request_rerank(
+    query: str,
+    documents: Sequence[str],
+    config: RerankConfig,
+) -> object | None:
+    """Request rerank scores from the configured vLLM endpoint."""
+    payload = {
+        "model": config.model,
+        "query": query,
+        "documents": list(documents),
+    }
+    response = httpx.post(
+        f"{config.base_url.rstrip('/')}/rerank",
+        json=payload,
+        timeout=config.timeout_seconds,
+    )
+    response.raise_for_status()
+    try:
+        return response.json()
+    except ValueError:
+        logger.debug("ebook_rerank_response_invalid_json", extra={"response": response.text})
+        return None
+
+
+def request_chat_completion(
+    config: EbookSearchConfig,
+    messages: Sequence[dict[str, str]],
+) -> str:
+    """Request a chat completion from the configured OpenAI-compatible endpoint."""
+    try:
+        response = httpx.post(
+            f"{config.vllm_base_url.rstrip('/')}/chat/completions",
+            headers=auth_headers(config.vllm_api_key),
+            json={
+                "model": config.chat_model,
+                "messages": list(messages),
+                "temperature": 0,
+            },
+            timeout=60,
+        )
+        response.raise_for_status()
+        return chat_content_from_response(response.json())
+    except (httpx.HTTPError, ValueError, KeyError, TypeError) as error:
+        msg = f"Chat request failed. base_url={config.vllm_base_url} model={config.chat_model}"
+        raise RuntimeError(msg) from error
+
+
+def chat_content_from_response(body: object) -> str:
+    """Extract text content from an OpenAI-compatible chat response."""
+    if not isinstance(body, dict):
+        msg = "Chat response is not an object"
+        raise TypeError(msg)
+
+    choices = body["choices"]
+    if not isinstance(choices, list) or not choices:
+        msg = "Chat response has no choices"
+        raise ValueError(msg)
+
+    first = choices[0]
+    if not isinstance(first, dict):
+        msg = "Chat choice is not an object"
+        raise TypeError(msg)
+
+    message = first["message"]
+    if not isinstance(message, dict):
+        msg = "Chat message is not an object"
+        raise TypeError(msg)
+
+    content = message.get("content") or ""
+    if not isinstance(content, str):
+        msg = "Chat content is not text"
+        raise TypeError(msg)
+    return content

python/ebook_search/rerank.py

@@ -0,0 +1,129 @@
+"""vLLM-backed optional reranking."""
+
+from __future__ import annotations
+
+import logging
+from dataclasses import dataclass, replace
+from typing import TYPE_CHECKING
+
+from python.ebook_search.llm_interface import request_rerank
+
+if TYPE_CHECKING:
+    from python.ebook_search.config import RerankConfig
+    from python.ebook_search.search import SearchResult
+
+logger = logging.getLogger(__name__)
+RERANK_SCORE_WEIGHT = 0.7
+HYBRID_SCORE_WEIGHT = 0.3
+
+
+@dataclass(frozen=True)
+class RerankResult:
+    """A relevance score for one candidate chunk."""
+
+    chunk_id: int
+    score: float
+
+
+def rerank_chunks(query: str, candidates: list[SearchResult], config: RerankConfig) -> list[SearchResult]:
+    """Rerank candidates with a vLLM rerank endpoint."""
+    if not candidates:
+        return []
+
+    logger.info(
+        "ebook_rerank_request_start base_url=%s model=%s candidates=%s",
+        config.base_url,
+        config.model,
+        len(candidates),
+    )
+    scores = score_candidates(query, candidates, config)
+    results = sorted(
+        (
+            replace(
+                result,
+                score=final_rerank_score(result, scores[result.chunk_id].score, candidates),
+                rerank_score=scores[result.chunk_id].score,
+            )
+            for result in candidates
+        ),
+        key=lambda result: result.score,
+        reverse=True,
+    )
+    logger.info(
+        "ebook_rerank_request_complete base_url=%s model=%s candidates=%s",
+        config.base_url,
+        config.model,
+        len(results),
+    )
+    return results
+
+
+def score_candidates(
+    query: str,
+    candidates: list[SearchResult],
+    config: RerankConfig,
+) -> dict[int, RerankResult]:
+    """Score candidate chunks with the configured rerank API."""
+    body = request_rerank(query, [candidate.text for candidate in candidates], config)
+    if body is None:
+        return zero_rerank_scores(candidates)
+
+    scores = parse_vllm_scores(body, candidates)
+    for result in scores.values():
+        logger.debug("ebook_rerank_candidate_scored chunk_id=%s score=%s", result.chunk_id, result.score)
+    return scores
+
+
+def parse_vllm_scores(body: object, candidates: list[SearchResult]) -> dict[int, RerankResult]:
+    """Parse vLLM rerank scores into chunk-id keyed results."""
+    if not isinstance(body, dict):
+        logger.debug("ebook_rerank_response_not_object", extra={"response": body})
+        return zero_rerank_scores(candidates)
+
+    results = body.get("results") or body.get("data")
+    if not isinstance(results, list):
+        logger.debug("ebook_rerank_response_missing_results", extra={"response": body})
+        return zero_rerank_scores(candidates)
+
+    scores = zero_rerank_scores(candidates)
+    for item in results:
+        if not isinstance(item, dict):
+            continue
+        index = item.get("index")
+        score = item.get("relevance_score", item.get("score"))
+        if not isinstance(index, int) or index < 0 or index >= len(candidates):
+            continue
+        if not isinstance(score, int | float):
+            continue
+        chunk_id = candidates[index].chunk_id
+        scores[chunk_id] = RerankResult(chunk_id=chunk_id, score=clamp_score(float(score)))
+    return scores
+
+
+def zero_rerank_scores(candidates: list[SearchResult]) -> dict[int, RerankResult]:
+    """Return zero relevance scores for all candidate chunks."""
+    return {candidate.chunk_id: RerankResult(chunk_id=candidate.chunk_id, score=0.0) for candidate in candidates}
+
+
+def clamp_score(score: float) -> float:
+    """Clamp a rerank score into the supported 0.0 to 1.0 range."""
+    return min(max(score, 0.0), 1.0)
+
+
+def final_rerank_score(result: SearchResult, rerank_score: float, candidates: list[SearchResult]) -> float:
+    """Combine rerank relevance with normalized hybrid retrieval evidence."""
+    return (RERANK_SCORE_WEIGHT * rerank_score) + (HYBRID_SCORE_WEIGHT * normalized_hybrid_score(result, candidates))
+
+
+def normalized_hybrid_score(result: SearchResult, candidates: list[SearchResult]) -> float:
+    """Normalize a candidate hybrid score against the rerank candidate set."""
+    hybrid_scores = [
+        candidate.fused_score if candidate.fused_score is not None else candidate.score for candidate in candidates
+    ]
+    low = min(hybrid_scores)
+    high = max(hybrid_scores)
+    if high == low:
+        return 1.0
+
+    score = result.fused_score if result.fused_score is not None else result.score
+    return (score - low) / (high - low)

python/ebook_search/search.py

@@ -0,0 +1,383 @@
+"""Hybrid search orchestration."""
+
+from __future__ import annotations
+
+import logging
+import re
+from concurrent.futures import ThreadPoolExecutor
+from dataclasses import dataclass, replace
+from typing import TYPE_CHECKING
+
+from pgvector.sqlalchemy import Vector
+from sqlalchemy import literal, select
+from sqlalchemy.orm import Session
+
+from python.ebook_search.bm25_corpus import (
+    BM25CorpusUnavailableError,
+    load_bm25_corpus,
+    score_bm25_corpus,
+)
+from python.ebook_search.embeddings import MODEL_DIMENSIONS, embed_query, get_embedding_table
+from python.ebook_search.rerank import rerank_chunks
+from python.ebook_search.timing import RuntimeStep, timed_result
+from python.orm.richie import (
+    EbookChapter,
+    EbookChunk,
+    EbookEmbeddingModel,
+    EbookSource,
+)
+
+if TYPE_CHECKING:
+    from collections.abc import Mapping
+
+    from sqlalchemy.engine import Engine
+
+    from python.ebook_search.config import EbookSearchConfig
+
+logger = logging.getLogger(__name__)
+BM25_CANDIDATE_LIMIT = 120
+
+
+@dataclass(frozen=True)
+class SearchResult:
+    """One source chunk returned by search."""
+
+    chunk_id: int
+    text: str
+    source_title: str
+    score: float = 0.0
+    vector_score: float | None = None
+    bm25_score: float | None = None
+    fused_score: float | None = None
+    rerank_score: float | None = None
+    source_author: str | None = None
+    chapter_title: str | None = None
+    page_label: str | None = None
+    rank_source: str = "Hybrid"
+
+
+@dataclass(frozen=True)
+class SearchResponse:
+    """Search output for the UI."""
+
+    query: str
+    results: list[SearchResult]
+    rank_label: str
+    timings: tuple[RuntimeStep, ...] = ()
+
+    @property
+    def total_runtime_ms(self) -> float:
+        """Return total measured runtime for the response."""
+        return sum(step.duration_ms for step in self.timings if step.counts_toward_total)
+
+
+@dataclass(frozen=True)
+class RetrievalResponse:
+    """Parallel retrieval output for vector and BM25 candidates."""
+
+    vector_results: list[SearchResult]
+    lexical_results: list[SearchResult]
+    timings: tuple[RuntimeStep, ...]
+
+
+def search_ebooks(
+    engine: Engine,
+    query: str,
+    config: EbookSearchConfig,
+    *,
+    rerank: bool = False,
+) -> SearchResponse:
+    """Run hybrid vector/BM25 search and optional reranking."""
+    if not query.strip():
+        logger.info("ebook_search_empty_query")
+        return SearchResponse(query=query, results=[], rank_label="Hybrid")
+
+    logger.info("ebook_search_start query_length=%s rerank=%s", len(query), rerank)
+    timings: list[RuntimeStep] = []
+    bm25_query, timing = timed_result("BM25 query preparation", retrieval_query_from_text, query)
+    timings.append(timing)
+    retrieval, timing = timed_result(
+        "Hybrid retrieval",
+        parallel_retrieval,
+        engine,
+        query,
+        bm25_query,
+        config,
+    )
+    timings.extend(retrieval.timings)
+    timings.append(timing)
+    fused, timing = timed_result(
+        "Reciprocal rank fusion",
+        reciprocal_rank_fusion,
+        retrieval.vector_results,
+        retrieval.lexical_results,
+    )
+    timings.append(timing)
+    if config.rerank.enabled and rerank:
+        response, timing = timed_result("Rerank", apply_rerank, query, fused, config)
+    else:
+        response, timing = timed_result("Rerank skipped", skip_rerank, query, fused, config)
+    timings.append(timing)
+    response = replace(response, timings=tuple(timings))
+    logger.info(
+        "ebook_search_complete vector_candidates=%s lexical_candidates=%s "
+        "fused_candidates=%s returned=%s rank_label=%s runtime_ms=%.1f",
+        len(retrieval.vector_results),
+        len(retrieval.lexical_results),
+        len(fused),
+        len(response.results),
+        response.rank_label,
+        response.total_runtime_ms,
+    )
+    return response
+
+
+def parallel_retrieval(
+    engine: Engine,
+    vector_query: str,
+    bm25_query: str,
+    config: EbookSearchConfig,
+) -> RetrievalResponse:
+    """Run vector and BM25 candidate retrieval concurrently with separate database sessions."""
+    with ThreadPoolExecutor(max_workers=2, thread_name_prefix="ebook-search") as executor:
+        vector_future = executor.submit(
+            timed_result,
+            "Embedding + vector search",
+            vector_candidates,
+            engine,
+            vector_query,
+            config,
+        )
+        bm25_future = executor.submit(
+            timed_result,
+            "BM25 search",
+            bm25_candidates,
+            bm25_query,
+            config,
+        )
+        vector_results, vector_timing = vector_future.result()
+        lexical_results, lexical_timing = bm25_future.result()
+
+    logger.info(
+        "ebook_parallel_retrieval_complete vector_candidates=%s lexical_candidates=%s",
+        len(vector_results),
+        len(lexical_results),
+    )
+    return RetrievalResponse(
+        vector_results=vector_results,
+        lexical_results=lexical_results,
+        timings=(
+            replace(vector_timing, counts_toward_total=False),
+            replace(lexical_timing, counts_toward_total=False),
+        ),
+    )
+
+
+def skip_rerank(
+    query: str,
+    candidates: list[SearchResult],
+    config: EbookSearchConfig,
+) -> SearchResponse:
+    """Return fused hybrid results without reranking."""
+    logger.info("ebook_rerank_skipped candidates=%s", len(candidates))
+    return SearchResponse(query=query, results=candidates[: config.top_k], rank_label="Hybrid")
+
+
+def apply_rerank(
+    query: str,
+    candidates: list[SearchResult],
+    config: EbookSearchConfig,
+) -> SearchResponse:
+    """Rerank already-fused hybrid candidates."""
+    reranked = rerank_chunks(query, candidates[: config.rerank.candidates], config.rerank)
+    logger.info(
+        "ebook_rerank_complete input_candidates=%s returned=%s",
+        min(len(candidates), config.rerank.candidates),
+        len(reranked),
+    )
+    return SearchResponse(
+        query=query,
+        results=[replace(result, rank_source="Hybrid + rerank") for result in reranked[: config.top_k]],
+        rank_label="Hybrid + rerank",
+    )
+
+
+def vector_candidates(engine: Engine, query: str, config: EbookSearchConfig) -> list[SearchResult]:
+    """Return pgvector cosine candidates for a natural-language query."""
+    with Session(engine) as session:
+        model = session.scalar(select(EbookEmbeddingModel).where(EbookEmbeddingModel.name == config.embedding_model))
+        if model is None:
+            msg = f"Embedding model is not registered: {config.embedding_model}"
+            raise ValueError(msg)
+
+        expected_dimension = MODEL_DIMENSIONS[config.embedding_model]
+        if model.dimension != expected_dimension:
+            msg = f"Model row dimension {model.dimension} does not match configured dimension {expected_dimension}"
+            raise ValueError(msg)
+
+        embedding = embed_query(query, config)
+        limit = max(config.rerank.candidates, config.top_k) * 4
+        embedding_table = get_embedding_table(model.dimension)
+
+        embedding_param = literal(embedding, type_=Vector(model.dimension))
+        distance = embedding_table.embedding.op("<=>")(embedding_param)
+        score = (literal(1.0) - distance).label("score")
+        statement = (
+            select(
+                EbookChunk.id.label("chunk_id"),
+                EbookChunk.text.label("text"),
+                EbookSource.title.label("source_title"),
+                EbookSource.author.label("source_author"),
+                EbookChapter.title.label("chapter_title"),
+                EbookChunk.page_label.label("page_label"),
+                score,
+            )
+            .select_from(embedding_table)
+            .join(EbookChunk, EbookChunk.id == embedding_table.chunk_id)
+            .join(EbookSource, EbookSource.id == EbookChunk.source_id)
+            .outerjoin(EbookChapter, EbookChapter.id == EbookChunk.chapter_id)
+            .where(embedding_table.model_id == model.id)
+            .order_by(distance)
+            .limit(limit)
+        )
+        rows = session.execute(statement).mappings()
+        results = [search_result_from_row(row) for row in rows]
+        logger.info(
+            "ebook_vector_search_complete model=%s dimension=%s candidates=%s",
+            config.embedding_model,
+            model.dimension,
+            len(results),
+        )
+        return results
+
+
+def bm25_candidates(query: str, config: EbookSearchConfig) -> list[SearchResult]:
+    """Return BM25-ranked lexical candidates using the persisted corpus."""
+    try:
+        corpus = load_bm25_corpus(config)
+    except BM25CorpusUnavailableError as error:
+        logger.warning("ebook_bm25_index_unavailable_skipping error=%s", error)
+        return []
+
+    if not corpus.records:
+        logger.info("ebook_bm25_search_complete corpus=0 candidates=0")
+        return []
+
+    scored_records = score_bm25_corpus(query, corpus, limit=BM25_CANDIDATE_LIMIT)
+    results = [
+        replace(search_result_from_row(record), score=score, vector_score=None, bm25_score=score)
+        for record, score in scored_records
+    ]
+
+    max_score = results[0].bm25_score if results else 0.0
+    logger.info(
+        "ebook_bm25_search_complete corpus=%s candidates=%s max_score=%.6f",
+        len(corpus.records),
+        len(results),
+        max_score,
+    )
+    return results
+
+
+def reciprocal_rank_fusion(
+    vector_results: list[SearchResult],
+    lexical_results: list[SearchResult],
+    *,
+    rank_constant: int = 60,
+) -> list[SearchResult]:
+    """Fuse vector and lexical rankings with Reciprocal Rank Fusion."""
+    by_chunk: dict[int, SearchResult] = {}
+    scores: dict[int, float] = {}
+    vector_scores: dict[int, float] = {}
+    bm25_scores: dict[int, float] = {}
+
+    for rank, result in enumerate(vector_results, start=1):
+        by_chunk.setdefault(result.chunk_id, result)
+        vector_scores[result.chunk_id] = result.vector_score if result.vector_score is not None else result.score
+        scores[result.chunk_id] = scores.get(result.chunk_id, 0.0) + (1 / (rank_constant + rank))
+
+    for rank, result in enumerate(lexical_results, start=1):
+        by_chunk.setdefault(result.chunk_id, result)
+        bm25_scores[result.chunk_id] = result.bm25_score if result.bm25_score is not None else result.score
+        scores[result.chunk_id] = scores.get(result.chunk_id, 0.0) + (1 / (rank_constant + rank))
+
+    return sorted(
+        (
+            replace(
+                result,
+                score=scores[result.chunk_id],
+                vector_score=vector_scores.get(result.chunk_id),
+                bm25_score=bm25_scores.get(result.chunk_id),
+                fused_score=scores[result.chunk_id],
+                rank_source="Hybrid",
+            )
+            for result in by_chunk.values()
+        ),
+        key=lambda result: result.score,
+        reverse=True,
+    )
+
+
+def search_result_from_row(row: Mapping[str, object]) -> SearchResult:
+    """Convert a database row mapping into a search result."""
+    return SearchResult(
+        chunk_id=int(row["chunk_id"]),
+        text=str(row["text"]),
+        source_title=str(row["source_title"]),
+        source_author=optional_str(row["source_author"]),
+        chapter_title=optional_str(row["chapter_title"]),
+        page_label=optional_str(row["page_label"]),
+        score=float(row["score"]) if "score" in row else 0.0,
+        vector_score=float(row["score"]) if "score" in row else None,
+    )
+
+
+def optional_str(value: object) -> str | None:
+    """Convert nullable database values to optional strings."""
+    if value is None:
+        return None
+    return str(value)
+
+
+TOKEN_RE = re.compile(r"[A-Za-z0-9_]+")
+
+
+def tokens(text_value: str) -> list[str]:
+    """Extract tokens from a text value.
+
+    This is a simple approximation of the tokenization used by PostgreSQL's full-text search,
+    which is sufficient for BM25 candidate retrieval. It lowercases tokens and includes alphanumeric characters and
+    underscores.
+    """
+    return [match.group(0).lower() for match in TOKEN_RE.finditer(text_value)]
+
+
+QUERY_STOP_WORDS = {
+    "a",
+    "an",
+    "and",
+    "are",
+    "as",
+    "at",
+    "does",
+    "for",
+    "in",
+    "is",
+    "of",
+    "the",
+    "to",
+    "what",
+    "when",
+    "where",
+    "which",
+    "who",
+    "why",
+}
+
+
+def retrieval_query_from_text(query: str) -> str:
+    """Remove generic question words while preserving entity and series terms."""
+    keywords = [token for token in tokens(query) if token not in QUERY_STOP_WORDS]
+    if not keywords:
+        return query
+    return " ".join(keywords)

python/ebook_search/timing.py

@@ -0,0 +1,36 @@
+"""Runtime timing helpers for EPUB search."""
+
+from __future__ import annotations
+
+from dataclasses import dataclass
+from time import perf_counter
+from typing import TYPE_CHECKING
+
+if TYPE_CHECKING:
+    from collections.abc import Callable
+
+
+@dataclass(frozen=True)
+class RuntimeStep:
+    """Elapsed runtime for one named search step."""
+
+    name: str
+    duration_ms: float
+    counts_toward_total: bool = True
+
+
+def runtime_step_from_start(name: str, start_seconds: float) -> RuntimeStep:
+    """Create a runtime step from a prior perf_counter timestamp."""
+    return RuntimeStep(name=name, duration_ms=(perf_counter() - start_seconds) * 1000)
+
+
+def timed_result[T, **P](
+    name: str,
+    operation: Callable[P, T],
+    *args: P.args,
+    **kwargs: P.kwargs,
+) -> tuple[T, RuntimeStep]:
+    """Run an operation and return its result plus elapsed runtime."""
+    start_seconds = perf_counter()
+    result = operation(*args, **kwargs)
+    return result, runtime_step_from_start(name, start_seconds)

python/fastapi_tools/__init__.py

@@ -0,0 +1,6 @@
+"""Reusable FastAPI tools."""
+
+from python.fastapi_tools.db import DbSession, get_db
+from python.fastapi_tools.zstd_middleware import ZstdMiddleware
+
+__all__ = ["DbSession", "ZstdMiddleware", "get_db"]

python/fastapi_tools/zstd_middleware.py

@@ -0,0 +1,49 @@
+"""Zstd response compression middleware."""
+
+from compression import zstd
+from starlette.middleware.base import BaseHTTPMiddleware, RequestResponseEndpoint
+from starlette.requests import Request
+from starlette.responses import Response
+
+MINIMUM_RESPONSE_SIZE = 500
+
+
+class ZstdMiddleware(BaseHTTPMiddleware):
+    """Middleware that compresses responses with zstd when the client supports it."""
+
+    async def dispatch(self, request: Request, call_next: RequestResponseEndpoint) -> Response:
+        """Compress the response with zstd if the client accepts it."""
+        accepted_encodings = request.headers.get("accept-encoding", "")
+        if "zstd" not in accepted_encodings:
+            return await call_next(request)
+
+        response = await call_next(request)
+
+        if response.headers.get("content-encoding") or "text/event-stream" in response.headers.get("content-type", ""):
+            return response
+
+        body = b""
+        async for chunk in response.body_iterator:
+            body += chunk if isinstance(chunk, bytes) else chunk.encode()
+
+        if len(body) < MINIMUM_RESPONSE_SIZE:
+            return Response(
+                content=body,
+                status_code=response.status_code,
+                headers=dict(response.headers),
+                media_type=response.media_type,
+            )
+
+        compressed = zstd.compress(body)
+
+        headers = dict(response.headers)
+        headers["content-encoding"] = "zstd"
+        headers["content-length"] = str(len(compressed))
+        headers.pop("transfer-encoding", None)
+
+        return Response(
+            content=compressed,
+            status_code=response.status_code,
+            headers=headers,
+            media_type=response.media_type,
+        )

python/gitea.py

@@ -0,0 +1,347 @@
+"""Small Gitea API client for repository automation."""
+
+from __future__ import annotations
+
+from dataclasses import dataclass
+from typing import Self
+from urllib.parse import quote
+
+import httpx
+
+DEFAULT_PAGE_SIZE = 100
+EXPECTED_NO_CONTENT = 204
+EXPECTED_CREATED = 201
+EXPECTED_OK = 200
+
+
+@dataclass(frozen=True)
+class CreatedIssue:
+    """Issue data returned by Gitea."""
+
+    number: int | None
+    html_url: str | None
+    title: str
+
+
+@dataclass(frozen=True)
+class PullRequest:
+    """Pull request data returned by Gitea."""
+
+    number: int
+    title: str
+    html_url: str | None
+    labels: tuple[str, ...]
+    head_branch: str | None
+    base_branch: str | None
+
+
+@dataclass(frozen=True)
+class WorkflowJob:
+    """Workflow job data returned by Gitea Actions."""
+
+    id: int
+    name: str
+    run_id: int | None
+    status: str | None
+    conclusion: str | None
+
+
+class GiteaError(RuntimeError):
+    """Raised when Gitea rejects an API request."""
+
+
+def split_repo_name(repo: str) -> tuple[str, str]:
+    """Split an owner/repo string into its parts."""
+    owner, separator, repo_name = repo.partition("/")
+    if not separator or not owner or not repo_name:
+        msg = f"Invalid repository name: {repo}"
+        raise ValueError(msg)
+    return owner, repo_name
+
+
+class GiteaClient:
+    """HTTP client for the subset of Gitea APIs used in this repository."""
+
+    def __init__(
+        self,
+        *,
+        base_url: str,
+        token: str,
+        timeout: int = 30,
+        transport: httpx.BaseTransport | None = None,
+    ) -> None:
+        """Initialize the Gitea client."""
+        self._client = httpx.Client(
+            base_url=base_url.rstrip("/"),
+            timeout=timeout,
+            headers={"Authorization": f"token {token}"},
+            transport=transport,
+        )
+
+    def create_issue(
+        self,
+        *,
+        owner: str,
+        repo: str,
+        title: str,
+        body: str,
+        labels: list[int] | None = None,
+    ) -> CreatedIssue:
+        """Create a Gitea issue."""
+        payload: dict[str, object] = {"title": title, "body": body, "labels": labels or []}
+        response = self._request(
+            "POST",
+            f"/api/v1/repos/{owner}/{repo}/issues",
+            expected_statuses={EXPECTED_CREATED},
+            json=payload,
+        )
+        data = response.json()
+        return CreatedIssue(
+            number=_optional_int(data.get("number")),
+            html_url=_optional_str(data.get("html_url")),
+            title=str(data.get("title", title)),
+        )
+
+    def resolve_label_ids(self, *, owner: str, repo: str, labels: list[str]) -> list[int]:
+        """Resolve label names to Gitea label IDs."""
+        if not labels:
+            return []
+
+        available_labels: dict[str, int] = {}
+        page = 1
+        while True:
+            response = self._request(
+                "GET",
+                f"/api/v1/repos/{owner}/{repo}/labels",
+                params={"page": page, "limit": DEFAULT_PAGE_SIZE},
+            )
+            batch = response.json()
+            if not batch:
+                break
+            for label in batch:
+                label_name = str(label.get("name", ""))
+                label_id = _optional_int(label.get("id"))
+                if label_name and label_id is not None:
+                    available_labels[label_name] = label_id
+            if len(batch) < DEFAULT_PAGE_SIZE:
+                break
+            page += 1
+
+        missing = [label for label in labels if label not in available_labels]
+        if missing:
+            missing_names = ", ".join(sorted(missing))
+            msg = f"Missing Gitea labels: {missing_names}"
+            raise GiteaError(msg)
+
+        return [available_labels[label] for label in labels]
+
+    def list_open_pull_requests(
+        self,
+        *,
+        owner: str,
+        repo: str,
+        labels: list[str] | None = None,
+        head: str | None = None,
+    ) -> list[PullRequest]:
+        """List open pull requests for a repository."""
+        expected_labels = set(labels or [])
+        pull_requests: list[PullRequest] = []
+        page = 1
+        while True:
+            response = self._request(
+                "GET",
+                f"/api/v1/repos/{owner}/{repo}/pulls",
+                params={"state": "open", "page": page, "limit": DEFAULT_PAGE_SIZE},
+            )
+            batch = response.json()
+            if not batch:
+                break
+
+            for item in batch:
+                pull_request = _pull_request_from_api(item)
+                if head and pull_request.head_branch != head:
+                    continue
+                if expected_labels and not expected_labels.issubset(set(pull_request.labels)):
+                    continue
+                pull_requests.append(pull_request)
+
+            if len(batch) < DEFAULT_PAGE_SIZE:
+                break
+            page += 1
+
+        return pull_requests
+
+    def create_pull_request(
+        self,
+        *,
+        owner: str,
+        repo: str,
+        title: str,
+        body: str,
+        head: str,
+        base: str,
+        labels: list[str] | None = None,
+    ) -> PullRequest:
+        """Create a pull request."""
+        payload: dict[str, object] = {
+            "title": title,
+            "body": body,
+            "head": head,
+            "base": base,
+        }
+        if labels:
+            payload["labels"] = self.resolve_label_ids(owner=owner, repo=repo, labels=labels)
+
+        response = self._request(
+            "POST",
+            f"/api/v1/repos/{owner}/{repo}/pulls",
+            expected_statuses={EXPECTED_CREATED},
+            json=payload,
+        )
+        return _pull_request_from_api(response.json())
+
+    def merge_pull_request(
+        self,
+        *,
+        owner: str,
+        repo: str,
+        number: int,
+        merge_method: str = "rebase",
+        head_commit_id: str | None = None,
+        delete_branch_after_merge: bool = False,
+    ) -> None:
+        """Merge a pull request."""
+        payload: dict[str, object] = {
+            "Do": merge_method,
+            "delete_branch_after_merge": delete_branch_after_merge,
+        }
+        if head_commit_id:
+            payload["head_commit_id"] = head_commit_id
+
+        self._request(
+            "POST",
+            f"/api/v1/repos/{owner}/{repo}/pulls/{number}/merge",
+            json=payload,
+        )
+
+    def dispatch_workflow(self, *, owner: str, repo: str, workflow_id: str, ref: str) -> None:
+        """Trigger a workflow_dispatch run."""
+        workflow_path = quote(workflow_id, safe="")
+        self._request(
+            "POST",
+            f"/api/v1/repos/{owner}/{repo}/actions/workflows/{workflow_path}/dispatches",
+            expected_statuses={EXPECTED_OK, EXPECTED_NO_CONTENT},
+            json={"ref": ref},
+        )
+
+    def list_run_jobs(self, *, owner: str, repo: str, run_id: str | int) -> list[WorkflowJob]:
+        """List workflow jobs for a specific run."""
+        jobs: list[WorkflowJob] = []
+        page = 1
+        while True:
+            response = self._request(
+                "GET",
+                f"/api/v1/repos/{owner}/{repo}/actions/jobs",
+                params={"page": page, "limit": DEFAULT_PAGE_SIZE},
+            )
+            payload = response.json()
+            batch = payload.get("jobs", [])
+            if not batch:
+                break
+
+            for item in batch:
+                if str(item.get("run_id")) != str(run_id):
+                    continue
+                jobs.append(_workflow_job_from_api(item))
+
+            if len(batch) < DEFAULT_PAGE_SIZE:
+                break
+            page += 1
+
+        return jobs
+
+    def download_job_logs(self, *, owner: str, repo: str, job_id: int) -> str:
+        """Download logs for a workflow job."""
+        response = self._request(
+            "GET",
+            f"/api/v1/repos/{owner}/{repo}/actions/jobs/{job_id}/logs",
+        )
+        return response.text
+
+    def close(self) -> None:
+        """Close the underlying HTTP client."""
+        self._client.close()
+
+    def __enter__(self) -> Self:
+        """Enter the context manager."""
+        return self
+
+    def __exit__(self, *args: object) -> None:
+        """Close the HTTP client."""
+        self.close()
+
+    def _request(
+        self,
+        method: str,
+        path: str,
+        *,
+        expected_statuses: set[int] | None = None,
+        **kwargs: object,
+    ) -> httpx.Response:
+        """Send an HTTP request and validate the response status."""
+        response = self._client.request(method, path, **kwargs)
+        statuses = expected_statuses or {EXPECTED_OK}
+        if response.status_code not in statuses:
+            msg = f"Gitea request failed ({response.status_code}): {response.text}"
+            raise GiteaError(msg)
+        return response
+
+
+def _pull_request_from_api(data: dict[str, object]) -> PullRequest:
+    """Convert Gitea API pull-request data into a dataclass."""
+    number = _optional_int(data.get("number")) or _optional_int(data.get("index"))
+    if number is None:
+        msg = "Gitea pull request payload is missing a number"
+        raise GiteaError(msg)
+
+    labels = tuple(str(label.get("name", "")) for label in data.get("labels", []))
+    head = data.get("head", {})
+    base = data.get("base", {})
+    return PullRequest(
+        number=number,
+        title=str(data.get("title", "")),
+        html_url=_optional_str(data.get("html_url")),
+        labels=tuple(label for label in labels if label),
+        head_branch=_optional_str(head.get("ref")) or _optional_str(data.get("head_branch")),
+        base_branch=_optional_str(base.get("ref")) or _optional_str(data.get("base_branch")),
+    )
+
+
+def _workflow_job_from_api(data: dict[str, object]) -> WorkflowJob:
+    """Convert Gitea API workflow-job data into a dataclass."""
+    job_id = _optional_int(data.get("id"))
+    if job_id is None:
+        msg = "Gitea workflow job payload is missing an ID"
+        raise GiteaError(msg)
+
+    return WorkflowJob(
+        id=job_id,
+        name=str(data.get("name", "")),
+        run_id=_optional_int(data.get("run_id")),
+        status=_optional_str(data.get("status")),
+        conclusion=_optional_str(data.get("conclusion")),
+    )
+
+
+def _optional_int(value: object) -> int | None:
+    """Convert an API value to an integer when present."""
+    if value is None:
+        return None
+    return int(value)
+
+
+def _optional_str(value: object) -> str | None:
+    """Convert an API value to a string when present."""
+    if value is None:
+        return None
+    return str(value)

python/gitea_flake_lock.py

@@ -0,0 +1,148 @@
+"""Automation helpers for flake.lock pull requests on Gitea."""
+
+from __future__ import annotations
+
+import subprocess
+from os import getenv
+from typing import Annotated
+
+import typer
+
+from python.gitea import GiteaClient, PullRequest, split_repo_name
+
+DEFAULT_BASE_BRANCH = "main"
+DEFAULT_BRANCH = "automation/update-flake-lock"
+DEFAULT_GITEA_URL = "https://gitea.tmmworkshop.com"
+PR_LABELS = ["dependencies", "automated", "flake_lock_update"]
+PR_CHECK_WORKFLOWS = ["build_systems.yml", "treefmt.yml", "pytest.yml"]
+PR_TITLE = "Update flake.lock"
+PR_BODY = "Automated flake.lock update."
+
+app = typer.Typer(add_completion=False)
+
+
+def run_cmd(cmd: list[str], *, check: bool = True) -> subprocess.CompletedProcess[str]:
+    """Run a subprocess command."""
+    return subprocess.run(cmd, capture_output=True, text=True, check=check)
+
+
+def ensure_flake_lock_pull_request(
+    client: GiteaClient,
+    *,
+    owner: str,
+    repo: str,
+    branch: str,
+    base: str,
+) -> PullRequest:
+    """Return an existing flake.lock PR for the branch or create one."""
+    pull_requests = client.list_open_pull_requests(owner=owner, repo=repo, head=branch)
+    if pull_requests:
+        return pull_requests[0]
+
+    return client.create_pull_request(
+        owner=owner,
+        repo=repo,
+        title=PR_TITLE,
+        body=PR_BODY,
+        head=branch,
+        base=base,
+        labels=PR_LABELS,
+    )
+
+
+def find_flake_lock_pull_request(client: GiteaClient, *, owner: str, repo: str) -> PullRequest | None:
+    """Find the first open flake.lock pull request."""
+    pull_requests = client.list_open_pull_requests(owner=owner, repo=repo, labels=["flake_lock_update"])
+    if not pull_requests:
+        return None
+    return pull_requests[0]
+
+
+def dispatch_pull_request_checks(client: GiteaClient, *, owner: str, repo: str, branch: str) -> None:
+    """Dispatch the workflows that normally run for pull requests."""
+    for workflow in PR_CHECK_WORKFLOWS:
+        client.dispatch_workflow(owner=owner, repo=repo, workflow_id=workflow, ref=branch)
+
+
+def has_worktree_changes() -> bool:
+    """Return whether `flake.lock` has worktree changes."""
+    result = run_cmd(["git", "diff", "--quiet", "--", "flake.lock"], check=False)
+    return result.returncode != 0
+
+
+def commit_flake_lock_update(*, branch: str) -> None:
+    """Commit the updated lock file to the automation branch."""
+    run_cmd(["git", "config", "user.name", "gitea-actions[bot]"])
+    run_cmd(["git", "config", "user.email", "gitea-actions@tmmworkshop.com"])
+    run_cmd(["git", "checkout", "-B", branch])
+    run_cmd(["git", "add", "flake.lock"])
+    run_cmd(["git", "commit", "-m", "chore: update flake.lock"])
+
+
+def push_branch(*, branch: str) -> None:
+    """Push the automation branch to origin."""
+    run_cmd(["git", "push", "origin", f"HEAD:{branch}", "--force"])
+
+
+def _required_gitea_token() -> str:
+    """Read the required Gitea token from the environment."""
+    token = getenv("GITEA_TOKEN")
+    if token:
+        return token
+
+    msg = "GITEA_TOKEN environment variable is required"
+    raise RuntimeError(msg)
+
+
+@app.command()
+def update(
+    repo: Annotated[str, typer.Option("--repo", help="Gitea repository in owner/repo form")],
+    base: Annotated[str, typer.Option("--base", help="Base branch")] = DEFAULT_BASE_BRANCH,
+    branch: Annotated[str, typer.Option("--branch", help="Automation branch")] = DEFAULT_BRANCH,
+) -> None:
+    """Commit flake.lock changes and ensure a pull request exists."""
+    if not has_worktree_changes():
+        typer.echo("No flake.lock changes detected")
+        return
+
+    commit_flake_lock_update(branch=branch)
+    push_branch(branch=branch)
+
+    owner, repo_name = split_repo_name(repo)
+    with GiteaClient(
+        base_url=getenv("GITEA_URL", DEFAULT_GITEA_URL),
+        token=_required_gitea_token(),
+    ) as client:
+        pull_request = ensure_flake_lock_pull_request(
+            client,
+            owner=owner,
+            repo=repo_name,
+            branch=branch,
+            base=base,
+        )
+        # We can remove this if Gitea fixes the following issue:
+        # https://github.com/go-gitea/gitea/issues/33963
+        dispatch_pull_request_checks(client, owner=owner, repo=repo_name, branch=branch)
+    typer.echo(pull_request.html_url or f"Pull request #{pull_request.number}")
+
+
+@app.command()
+def merge(
+    repo: Annotated[str, typer.Option("--repo", help="Gitea repository in owner/repo form")],
+) -> None:
+    """Merge the first open flake.lock pull request."""
+    owner, repo_name = split_repo_name(repo)
+    with GiteaClient(
+        base_url=getenv("GITEA_URL", DEFAULT_GITEA_URL),
+        token=_required_gitea_token(),
+    ) as client:
+        pull_request = find_flake_lock_pull_request(client, owner=owner, repo=repo_name)
+        if not pull_request:
+            typer.echo("No open PR found with label flake_lock_update")
+            return
+        client.merge_pull_request(owner=owner, repo=repo_name, number=pull_request.number, merge_method="rebase")
+    typer.echo(f"Merged PR #{pull_request.number}")
+
+
+if __name__ == "__main__":
+    app()

python/installer/old_installer.py

@@ -16,9 +16,13 @@ from typing import TYPE_CHECKING
 if TYPE_CHECKING:
     from collections.abc import Sequence
 
+logger = logging.getLogger(__name__)
+ESCAPE_KEY = 27
+
 
 def configure_logger(level: str = "INFO") -> None:
     """Configure the logger.
+
     Args:
         level (str, optional): The logging level. Defaults to "INFO".
     """
@@ -32,15 +36,17 @@ def configure_logger(level: str = "INFO") -> None:
 
 def bash_wrapper(command: str) -> str:
     """Execute a bash command and capture the output.
+
     Args:
         command (str): The bash command to be executed.
+
     Returns:
         Tuple[str, int]: A tuple containing the output of the command (stdout) as a string,
         the error output (stderr) as a string (optional), and the return code as an integer.
     """
-    logging.debug(f"running {command=}")
+    logger.debug(f"running {command=}")
     # This is a acceptable risk
-    process = Popen(command.split(), stdout=PIPE, stderr=PIPE)  # noqa: S603
+    process = Popen(command.split(), stdout=PIPE, stderr=PIPE)
     output, _ = process.communicate()
     if process.returncode != 0:
         error = f"Failed to run command {command=} return code {process.returncode=}"
@@ -51,6 +57,7 @@ def bash_wrapper(command: str) -> str:
 
 def partition_disk(disk: str, swap_size: int, reserve: int = 0) -> None:
     """Partition a disk.
+
     Args:
         disk (str): The disk to partition.
         swap_size (int): The size of the swap partition in GB.
@@ -58,7 +65,7 @@ def partition_disk(disk: str, swap_size: int, reserve: int = 0) -> None:
         reserve (int, optional): The size of the reserve partition in GB. Defaults to 0.
             minimum value is 0.
     """
-    logging.info(f"partitioning {disk=}")
+    logger.info(f"partitioning {disk=}")
     swap_size = max(swap_size, 1)
     reserve = max(reserve, 0)
 
@@ -66,16 +73,16 @@ def partition_disk(disk: str, swap_size: int, reserve: int = 0) -> None:
 
     if reserve > 0:
         msg = f"Creating swap partition on {disk=} with size {swap_size=}GiB and reserve {reserve=}GiB"
-        logging.info(msg)
+        logger.info(msg)
 
         swap_start = swap_size + reserve
         swap_partition = f"mkpart swap -{swap_start}GiB -{reserve}GiB "
     else:
-        logging.info(f"Creating swap partition on {disk=} with size {swap_size=}GiB")
+        logger.info(f"Creating swap partition on {disk=} with size {swap_size=}GiB")
         swap_start = swap_size
         swap_partition = f"mkpart swap -{swap_start}GiB 100% "
 
-    logging.debug(f"{swap_partition=}")
+    logger.debug(f"{swap_partition=}")
 
     create_partitions = (
         f"parted --script --align=optimal {disk} -- "
@@ -87,13 +94,14 @@ def partition_disk(disk: str, swap_size: int, reserve: int = 0) -> None:
     )
     bash_wrapper(create_partitions)
 
-    logging.info(f"{disk=} successfully partitioned")
+    logger.info(f"{disk=} successfully partitioned")
 
 
 def create_zfs_pool(pool_disks: Sequence[str], mnt_dir: str) -> None:
     """Create a ZFS pool.
+
     Args:
-        disks (Sequence[str]): A tuple of disks to use for the pool.
+        pool_disks (Sequence[str]): A tuple of disks to use for the pool.
         mnt_dir (str): The mount directory.
     """
     if len(pool_disks) <= 0:
@@ -125,13 +133,12 @@ def create_zfs_pool(pool_disks: Sequence[str], mnt_dir: str) -> None:
     bash_wrapper(zpool_create)
     zpools = bash_wrapper("zpool list -o name")
     if "root_pool" not in zpools.splitlines():
-        logging.critical("Failed to create root_pool")
+        logger.critical("Failed to create root_pool")
         sys.exit(1)
 
 
 def create_zfs_datasets() -> None:
     """Create ZFS datasets."""
-
     bash_wrapper("zfs create -o canmount=noauto -o reservation=10G root_pool/root")
     bash_wrapper("zfs create root_pool/home")
     bash_wrapper("zfs create root_pool/var -o reservation=1G")
@@ -146,7 +153,7 @@ def create_zfs_datasets() -> None:
     }
     missing_datasets = expected_datasets.difference(datasets.splitlines())
     if missing_datasets:
-        logging.critical(f"Failed to create pools {missing_datasets}")
+        logger.critical(f"Failed to create pools {missing_datasets}")
         sys.exit(1)
 
 
@@ -159,6 +166,8 @@ def get_cpu_manufacturer() -> str:
     for line in output.splitlines():
         if "vendor_id" in line:
             return id_vendor[line.split(": ")[1].strip()]
+    error = "Failed to get CPU manufacturer"
+    raise RuntimeError(error)
 
 
 def get_boot_drive_id(disk: str) -> str:
@@ -167,9 +176,8 @@ def get_boot_drive_id(disk: str) -> str:
     return output.splitlines()[1]
 
 
-def create_nix_hardware_file(mnt_dir: str, disks: Sequence[str], encrypt: bool) -> None:
+def create_nix_hardware_file(mnt_dir: str, disks: Sequence[str], *, encrypt: bool) -> None:
     """Create a NixOS hardware file."""
-
     cpu_manufacturer = get_cpu_manufacturer()
 
     devices = ""
@@ -193,7 +201,15 @@ def create_nix_hardware_file(mnt_dir: str, disks: Sequence[str], encrypt: bool)
         '  imports = [ (modulesPath + "/installer/scan/not-detected.nix") ];\n\n'
         "  boot = {\n"
         "    initrd = {\n"
-        '      availableKernelModules = [ \n        "ahci"\n        "ehci_pci"\n        "nvme"\n        "sd_mod"\n        "usb_storage"\n        "usbhid"\n        "xhci_pci"\n      ];\n'
+        "      availableKernelModules = [ \n"
+        '        "ahci"\n'
+        '        "ehci_pci"\n'
+        '        "nvme"\n'
+        '        "sd_mod"\n'
+        '        "usb_storage"\n'
+        '        "usbhid"\n'
+        '        "xhci_pci"\n'
+        "      ];\n"
         "      kernelModules = [ ];\n"
         f" {devices}"
         "    };\n"
@@ -207,11 +223,18 @@ def create_nix_hardware_file(mnt_dir: str, disks: Sequence[str], encrypt: bool)
         '    "/nix" = {\n      device = "root_pool/nix";\n      fsType = "zfs";\n    };\n\n'
         '    "/boot" = {\n'
         f'      device = "/dev/disk/by-uuid/{get_boot_drive_id(disks[0])}";\n'
-        '      fsType = "vfat";\n      options = [\n        "fmask=0077"\n        "dmask=0077"\n      ];\n    };\n  };\n\n'
+        '      fsType = "vfat";\n'
+        "      options = [\n"
+        '        "fmask=0077"\n'
+        '        "dmask=0077"\n'
+        "      ];\n"
+        "    };\n"
+        "  };\n\n"
         "  swapDevices = [ ];\n\n"
         "  networking.useDHCP = lib.mkDefault true;\n\n"
         '  nixpkgs.hostPlatform = lib.mkDefault "x86_64-linux";\n'
-        f"  hardware.cpu.{cpu_manufacturer}.updateMicrocode = lib.mkDefault config.hardware.enableRedistributableFirmware;\n"
+        f"  hardware.cpu.{cpu_manufacturer}.updateMicrocode = lib.mkDefault "
+        "config.hardware.enableRedistributableFirmware;\n"
         f'  networking.hostId = "{host_id}";\n'
         "}\n"
     )
@@ -219,7 +242,7 @@ def create_nix_hardware_file(mnt_dir: str, disks: Sequence[str], encrypt: bool)
     Path(f"{mnt_dir}/etc/nixos/hardware-configuration.nix").write_text(nix_hardware)
 
 
-def install_nixos(mnt_dir: str, disks: Sequence[str], encrypt: bool) -> None:
+def install_nixos(mnt_dir: str, disks: Sequence[str], *, encrypt: bool) -> None:
     """Install NixOS."""
     bash_wrapper(f"mount -o X-mount.mkdir -t zfs root_pool/root {mnt_dir}")
     bash_wrapper(f"mount -o X-mount.mkdir -t zfs root_pool/home {mnt_dir}/home")
@@ -230,14 +253,16 @@ def install_nixos(mnt_dir: str, disks: Sequence[str], encrypt: bool) -> None:
         bash_wrapper(f"mkfs.vfat -n EFI {disk}-part1")
 
     # set up mirroring afterwards if more than one disk
-    boot_partition = f"mount -t vfat -o fmask=0077,dmask=0077,iocharset=iso8859-1,X-mount.mkdir {disks[0]}-part1 {mnt_dir}/boot"
+    boot_partition = (
+        f"mount -t vfat -o fmask=0077,dmask=0077,iocharset=iso8859-1,X-mount.mkdir {disks[0]}-part1 {mnt_dir}/boot"
+    )
     bash_wrapper(boot_partition)
 
     bash_wrapper(f"nixos-generate-config --root {mnt_dir}")
 
-    create_nix_hardware_file(mnt_dir, disks, encrypt)
+    create_nix_hardware_file(mnt_dir, disks, encrypt=encrypt)
 
-    run(("nixos-install", "--root", mnt_dir), check=True)  # noqa: S603
+    run(("nixos-install", "--root", mnt_dir), check=True)
 
 
 def installer(
@@ -247,27 +272,37 @@ def installer(
     encrypt_key: str | None,
 ) -> None:
     """Main."""
-    logging.info("Starting installation")
+    logger.info("Starting installation")
 
     for disk in disks:
         partition_disk(disk, swap_size, reserve)
 
         if encrypt_key:
             sleep(1)
-            for command in (
-                f'printf "{encrypt_key}" | cryptsetup luksFormat --type luks2 {disk}-part2 -',
-                f'printf "{encrypt_key}" | cryptsetup luksOpen {disk}-part2 luks-root-pool-{disk.split("/")[-1]}-part2 -',
-            ):
-                run(command, shell=True, check=True)
+            key_input = encrypt_key.encode()
+            run(
+                ("cryptsetup", "luksFormat", "--type", "luks2", f"{disk}-part2", "-"),
+                input=key_input,
+                check=True,
+            )
+            run(
+                (
+                    "cryptsetup",
+                    "luksOpen",
+                    f"{disk}-part2",
+                    f"luks-root-pool-{disk.split('/')[-1]}-part2",
+                    "-",
+                ),
+                input=key_input,
+                check=True,
+            )
 
     mnt_dir = "/tmp/nix_install"  # noqa: S108
 
     Path(mnt_dir).mkdir(parents=True, exist_ok=True)
 
     if encrypt_key:
-        pool_disks = [
-            f"/dev/mapper/luks-root-pool-{disk.split('/')[-1]}-part2" for disk in disks
-        ]
+        pool_disks = [f"/dev/mapper/luks-root-pool-{disk.split('/')[-1]}-part2" for disk in disks]
     else:
         pool_disks = [f"{disk}-part2" for disk in disks]
 
@@ -275,57 +310,73 @@ def installer(
 
     create_zfs_datasets()
 
-    install_nixos(mnt_dir, disks, encrypt_key)
+    install_nixos(mnt_dir, disks, encrypt=bool(encrypt_key))
 
-    logging.info("Installation complete")
+    logger.info("Installation complete")
 
 
 class Cursor:
-    def __init__(self):
+    """Track cursor position and constrain movement to screen bounds."""
+
+    def __init__(self) -> None:
+        """Initialize cursor position and screen dimensions."""
         self.x_position = 0
         self.y_position = 0
         self.height = 0
         self.width = 0
 
-    def set_height(self, height: int):
+    def set_height(self, height: int) -> None:
+        """Set the maximum screen height."""
         self.height = height
 
-    def set_width(self, width: int):
+    def set_width(self, width: int) -> None:
+        """Set the maximum screen width."""
         self.width = width
 
     def x_bounce_check(self, cursor: int) -> int:
+        """Clamp an x position to the screen width."""
         cursor = max(0, cursor)
         return min(self.width - 1, cursor)
 
     def y_bounce_check(self, cursor: int) -> int:
+        """Clamp a y position to the screen height."""
         cursor = max(0, cursor)
         return min(self.height - 1, cursor)
 
-    def set_x(self, x: int):
+    def set_x(self, x: int) -> None:
+        """Set the cursor x position."""
         self.x_position = self.x_bounce_check(x)
 
-    def set_y(self, y: int):
+    def set_y(self, y: int) -> None:
+        """Set the cursor y position."""
         self.y_position = self.y_bounce_check(y)
 
     def get_x(self) -> int:
+        """Get the cursor x position."""
         return self.x_position
 
     def get_y(self) -> int:
+        """Get the cursor y position."""
         return self.y_position
 
-    def move_up(self):
+    def move_up(self) -> None:
+        """Move the cursor up one row."""
         self.set_y(self.y_position - 1)
 
-    def move_down(self):
+    def move_down(self) -> None:
+        """Move the cursor down one row."""
         self.set_y(self.y_position + 1)
 
-    def move_left(self):
+    def move_left(self) -> None:
+        """Move the cursor left one column."""
         self.set_x(self.x_position - 1)
 
-    def move_right(self):
+    def move_right(self) -> None:
+        """Move the cursor right one column."""
         self.set_x(self.x_position + 1)
 
     def navigation(self, key: int) -> None:
+        """Move the cursor for a curses navigation key."""
         action = {
             curses.KEY_DOWN: self.move_down,
             curses.KEY_UP: self.move_up,
@@ -339,7 +390,8 @@ class Cursor:
 class State:
     """State class to store the state of the program."""
 
-    def __init__(self):
+    def __init__(self) -> None:
+        """Initialize installer menu state."""
         self.key = 0
         self.cursor = Cursor()
 
@@ -357,11 +409,9 @@ class State:
 
 
 def get_device(raw_device: str) -> dict[str, str]:
+    """Parse an lsblk key-value device row."""
     raw_device_components = raw_device.split(" ")
-    return {
-        thing.split("=")[0].lower(): thing.split("=")[1].strip('"')
-        for thing in raw_device_components
-    }
+    return {thing.split("=")[0].lower(): thing.split("=")[1].strip('"') for thing in raw_device_components}
 
 
 def get_devices() -> list[dict[str, str]]:
@@ -373,6 +423,7 @@ def get_devices() -> list[dict[str, str]]:
 
 def get_device_id_mapping() -> dict[str, set[str]]:
     """Get a list of device ids.
+
     Returns:
         list[str]: the list of device ids
     """
@@ -387,9 +438,8 @@ def get_device_id_mapping() -> dict[str, set[str]]:
     return device_id_mapping
 
 
-def calculate_device_menu_padding(
-    devices: list[dict[str, str]], column: str, padding: int = 0
-) -> int:
+def calculate_device_menu_padding(devices: list[dict[str, str]], column: str, padding: int = 0) -> int:
+    """Calculate the width needed for a device menu column."""
     return max(len(device[column]) for device in devices) + padding
 
 
@@ -401,6 +451,7 @@ def draw_device_ids(
     menu_width: list[int],
     device_ids: set[str],
 ) -> tuple[State, int]:
+    """Draw selectable device IDs for a device row."""
     for device_id in sorted(device_ids):
         row_number = row_number + 1
         if row_number == state.cursor.get_y() and state.cursor.get_x() in menu_width:
@@ -429,8 +480,9 @@ def draw_device_menu(
     state: State,
     menu_start_y: int = 0,
     menu_start_x: int = 0,
-) -> State:
-    """draw the device menu and handle user input
+) -> tuple[State, int]:
+    """Draw the device menu and handle user input.
+
     Args:
         std_screen (curses.window): the curses window to draw on
         devices (list[dict[str, str]]): the list of devices to draw
@@ -438,6 +490,7 @@ def draw_device_menu(
         state (State): the state object to update
         menu_start_y (int, optional): the y position to start drawing the menu. Defaults to 0.
         menu_start_x (int, optional): the x position to start drawing the menu. Defaults to 0.
+
     Returns:
         State: the updated state object
     """
@@ -448,7 +501,9 @@ def draw_device_menu(
     type_padding = calculate_device_menu_padding(devices, "type", padding)
     mountpoints_padding = calculate_device_menu_padding(devices, "mountpoints", padding)
 
-    device_header = f"{'Name':{name_padding}}{'Size':{size_padding}}{'Type':{type_padding}}{'Mountpoints':{mountpoints_padding}}"
+    device_header = (
+        f"{'Name':{name_padding}}{'Size':{size_padding}}{'Type':{type_padding}}{'Mountpoints':{mountpoints_padding}}"
+    )
 
     menu_width = range(menu_start_x, len(device_header) + menu_start_x)
 
@@ -481,8 +536,9 @@ def draw_device_menu(
 
 
 def debug_menu(std_screen: curses.window, key: int) -> None:
+    """Draw debug information for the current curses screen."""
     height, width = std_screen.getmaxyx()
-    width_height = "Width: {}, Height: {}".format(width, height)
+    width_height = f"Width: {width}, Height: {height}"
     std_screen.addstr(height - 4, 0, width_height, curses.color_pair(5))
 
     key_pressed = f"Last key pressed: {key}"[: width - 1]
@@ -490,7 +546,7 @@ def debug_menu(std_screen: curses.window, key: int) -> None:
         key_pressed = "No key press detected..."[: width - 1]
     std_screen.addstr(height - 3, 0, key_pressed)
 
-    for i in range(0, 8):
+    for i in range(8):
         std_screen.addstr(height - 2, i * 3, f"{i}██", curses.color_pair(i))
 
 
@@ -500,12 +556,11 @@ def status_bar(
     width: int,
     height: int,
 ) -> None:
+    """Draw the footer status bar."""
     std_screen.attron(curses.A_REVERSE)
     std_screen.attron(curses.color_pair(3))
 
-    status_bar = (
-        f"Press 'q' to exit | STATUS BAR | Pos: {cursor.get_x()}, {cursor.get_y()}"
-    )
+    status_bar = f"Press 'q' to exit | STATUS BAR | Pos: {cursor.get_x()}, {cursor.get_y()}"
     std_screen.addstr(height - 1, 0, status_bar)
     std_screen.addstr(height - 1, len(status_bar), " " * (width - len(status_bar) - 1))
 
@@ -514,13 +569,15 @@ def status_bar(
 
 
 def set_color() -> None:
+    """Initialize curses color pairs."""
     curses.start_color()
     curses.use_default_colors()
-    for i in range(0, curses.COLORS):
+    for i in range(curses.COLORS):
         curses.init_pair(i + 1, i, -1)
 
 
 def get_text_input(std_screen: curses.window, prompt: str, y: int, x: int) -> str:
+    """Read text input from a curses screen."""
     curses.echo()
     std_screen.addstr(y, x, prompt)
     input_str = ""
@@ -528,10 +585,10 @@ def get_text_input(std_screen: curses.window, prompt: str, y: int, x: int) -> st
         key = std_screen.getch()
         if key == ord("\n"):
             break
-        elif key == 27:  # ESC key
+        if key == ESCAPE_KEY:
             input_str = ""
             break
-        elif key in (curses.KEY_BACKSPACE, ord("\b"), 127):
+        if key in (curses.KEY_BACKSPACE, ord("\b"), 127):
             input_str = input_str[:-1]
             std_screen.addstr(y, x + len(prompt), input_str + " ")
         else:
@@ -546,6 +603,7 @@ def swap_size_input(
     state: State,
     swap_offset: int,
 ) -> State:
+    """Handle swap size input."""
     swap_size_text = "Swap size (GB): "
     std_screen.addstr(swap_offset, 0, f"{swap_size_text}{state.swap_size}")
     if state.key == ord("\n") and state.cursor.get_y() == swap_offset:
@@ -557,9 +615,7 @@ def swap_size_input(
             state.swap_size = int(swap_size_str)
             state.show_swap_input = False
         except ValueError:
-            std_screen.addstr(
-                swap_offset, 0, "Invalid input. Press any key to continue."
-            )
+            std_screen.addstr(swap_offset, 0, "Invalid input. Press any key to continue.")
             std_screen.getch()
             state.show_swap_input = False
 
@@ -571,22 +627,19 @@ def reserve_size_input(
     state: State,
     reserve_offset: int,
 ) -> State:
+    """Handle reserve size input."""
     reserve_size_text = "reserve size (GB): "
     std_screen.addstr(reserve_offset, 0, f"{reserve_size_text}{state.reserve_size}")
     if state.key == ord("\n") and state.cursor.get_y() == reserve_offset:
         state.show_reserve_input = True
 
     if state.show_reserve_input:
-        reserve_size_str = get_text_input(
-            std_screen, reserve_size_text, reserve_offset, 0
-        )
+        reserve_size_str = get_text_input(std_screen, reserve_size_text, reserve_offset, 0)
         try:
             state.reserve_size = int(reserve_size_str)
             state.show_reserve_input = False
         except ValueError:
-            std_screen.addstr(
-                reserve_offset, 0, "Invalid input. Press any key to continue."
-            )
+            std_screen.addstr(reserve_offset, 0, "Invalid input. Press any key to continue.")
             std_screen.getch()
             state.show_reserve_input = False
 
@@ -594,9 +647,11 @@ def reserve_size_input(
 
 
 def draw_menu(std_screen: curses.window) -> State:
-    """draw the menu and handle user input
+    """Draw the menu and handle user input.
+
     Args:
         std_screen (curses.window): the curses window to draw on
+
     Returns:
         State: the state object
     """
@@ -656,17 +711,18 @@ def draw_menu(std_screen: curses.window) -> State:
 
 
 def main() -> None:
+    """Run the installer menu and start installation."""
     configure_logger("DEBUG")
 
     state = curses.wrapper(draw_menu)
 
     encrypt_key = getenv("ENCRYPT_KEY")
 
-    logging.info("installing_nixos")
-    logging.info(f"disks: {state.selected_device_ids}")
-    logging.info(f"swap_size: {state.swap_size}")
-    logging.info(f"reserve: {state.reserve_size}")
-    logging.info(f"encrypted: {bool(encrypt_key)}")
+    logger.info("installing_nixos")
+    logger.info(f"disks: {state.selected_device_ids}")
+    logger.info(f"swap_size: {state.swap_size}")
+    logger.info(f"reserve: {state.reserve_size}")
+    logger.info(f"encrypted: {bool(encrypt_key)}")
 
     sleep(3)
 

python/orm/common.py

@@ -31,8 +31,24 @@ def get_connection_info(name: str) -> tuple[str, str, str, str, str | None]:
     return cast("tuple[str, str, str, str, str | None]", (database, host, port, username, password))
 
 
-def get_postgres_engine(*, name: str = "POSTGRES", pool_pre_ping: bool = True) -> Engine:
-    """Create a SQLAlchemy engine from environment variables."""
+def get_postgres_engine(
+    *,
+    name: str = "POSTGRES",
+    pool_pre_ping: bool = True,
+    vector_engine: bool = False,
+) -> Engine:
+    """Create a SQLAlchemy engine from environment variables.
+
+    Args:
+        name (str, optional): The name of the environment variable prefix. Defaults to "POSTGRES".
+        pool_pre_ping (bool, optional): Whether to ping the database before each connection. Defaults to True.
+        This fixes the issue of trying to use a conection that has timed out on the database side.
+        vector_engine (bool, optional): Whether to use the vector search schema. Defaults to False.
+        This updates the search path the incldued the vecore types and operators.
+
+    Returns:
+        Engine: The SQLAlchemy engine.
+    """
     database, host, port, username, password = get_connection_info(name)
 
     url = URL.create(
@@ -44,8 +60,14 @@ def get_postgres_engine(*, name: str = "POSTGRES", pool_pre_ping: bool = True) -
         database=database,
     )
 
+    connect_args = {}
+    # There more better way to do this is with separate PG account and a dedicated vector schema for the vector types
+    if vector_engine:
+        connect_args["options"] = "-csearch_path=main,public"
+
     return create_engine(
         url=url,
         pool_pre_ping=pool_pre_ping,
         pool_recycle=1800,
+        connect_args=connect_args,
     )

python/orm/richie/__init__.py

@@ -2,8 +2,8 @@
 
 from __future__ import annotations
 
-from python.orm.richie.base import RichieBase, TableBase
-from python.orm.richie.congress import Bill, Legislator, Vote, VoteRecord
+from python.orm.richie.audiobook import Audiobook, AudiobookAuthor, AudiobookSeries
+from python.orm.richie.base import RichieBase, TableBase, TableBaseBig, TableBaseSmall
 from python.orm.richie.contact import (
     Contact,
     ContactNeed,
@@ -11,21 +11,34 @@ from python.orm.richie.contact import (
     Need,
     RelationshipType,
 )
-from python.orm.richie.dead_letter_message import DeadLetterMessage
-from python.orm.richie.signal_device import SignalDevice
+from python.orm.richie.ebook import (
+    EbookChapter,
+    EbookChunk,
+    EbookChunkEmbedding1024,
+    EbookChunkEmbedding2560,
+    EbookChunkEmbedding4096,
+    EbookEmbeddingModel,
+    EbookSource,
+)
 
 __all__ = [
-    "Bill",
+    "Audiobook",
+    "AudiobookAuthor",
+    "AudiobookSeries",
     "Contact",
     "ContactNeed",
     "ContactRelationship",
-    "DeadLetterMessage",
-    "Legislator",
+    "EbookChapter",
+    "EbookChunk",
+    "EbookChunkEmbedding1024",
+    "EbookChunkEmbedding2560",
+    "EbookChunkEmbedding4096",
+    "EbookEmbeddingModel",
+    "EbookSource",
     "Need",
     "RelationshipType",
     "RichieBase",
-    "SignalDevice",
     "TableBase",
-    "Vote",
-    "VoteRecord",
+    "TableBaseBig",
+    "TableBaseSmall",
 ]