add line counter tool and update README with code stats

https://claude.ai/code/session_01Gt1RfK8m2hxciLMMMYG8xg
2026-04-21 14:49:10 -04:00 · 2026-03-27 13:07:29 +00:00
87 changed files with 406 additions and 8313 deletions
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -40,6 +40,7 @@
    "cgroupdriver",
    "charliermarsh",
    "Checkpointing",
+    "cloudflared",
    "codellama",
    "codezombiech",
    "compactmode",
@@ -307,7 +308,6 @@
    "usernamehw",
    "userprefs",
    "vaninventory",
-    "vdev",
    "vfat",
    "victron",
    "virt",
--- a/README.md
+++ b/README.md
@@ -1 +1,26 @@
 # dotfiles
+
+<!-- LINE-COUNT-START -->
+This repo has **20,055** lines of technical debt.
+
+| File Type | Lines | Percentage |
+|-----------|------:|-----------:|
+| .py | 11,441 | 57.0% |
+| .nix | 4,471 | 22.3% |
+| .yaml | 1,121 | 5.6% |
+| .html | 1,009 | 5.0% |
+| .json | 555 | 2.8% |
+| .yml | 479 | 2.4% |
+| .toml | 290 | 1.4% |
+| .css | 212 | 1.1% |
+| .gitignore | 199 | 1.0% |
+| .md | 75 | 0.4% |
+| .cfg | 73 | 0.4% |
+| .sh | 48 | 0.2% |
+| .mako | 36 | 0.2% |
+| .LICENSE | 21 | 0.1% |
+| .conf | 17 | 0.1% |
+| .Gemfile | 4 | 0.0% |
+| .svg | 3 | 0.0% |
+| .new | 1 | 0.0% |
+<!-- LINE-COUNT-END -->
--- a/common/global/nix.nix
+++ b/common/global/nix.nix
@@ -34,7 +34,6 @@ in
      warn-dirty = false;
      flake-registry = ""; # disable global flake registries
      connect-timeout = 10;
-      download-buffer-size = 536870912;
      fallback = true;
    };

--- a/common/optional/syncthing_base.nix
+++ b/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 = "JPVQKQW-CFXOJXT-Q5G5F3H-QIDHDRE-GKHPTQB-GXZUQSP-U7FR7F7-INP3AAH"; # cspell:disable-line
+      phone.id = "TBRULKD-7DZPGGZ-F6LLB7J-MSO54AY-7KLPBIN-QOFK6PX-W2HBEWI-PHM2CQI"; # cspell:disable-line
      rhapsody-in-green.id = "ASL3KC4-3XEN6PA-7BQBRKE-A7JXLI6-DJT43BY-Q4WPOER-7UALUAZ-VTPQ6Q4"; # cspell:disable-line
    };
  };
--- a/flake.lock
+++ b/flake.lock
@@ -8,11 +8,11 @@
      },
      "locked": {
        "dir": "pkgs/firefox-addons",
-        "lastModified": 1776398575,
-        "narHash": "sha256-WArU6WOdWxzbzGqYk4w1Mucg+bw/SCl6MoSp+/cZMio=",
+        "lastModified": 1773979456,
+        "narHash": "sha256-9kBMJ5IvxqNlkkj/swmE8uK1Sc7TL/LIRUI958m7uBM=",
        "owner": "rycee",
        "repo": "nur-expressions",
-        "rev": "05815686caf4e3678f5aeb5fd36e567886ab0d30",
+        "rev": "81e28f47ac18d9e89513929c77e711e657b64851",
        "type": "gitlab"
      },
      "original": {
@@ -29,11 +29,11 @@
        ]
      },
      "locked": {
-        "lastModified": 1776454077,
-        "narHash": "sha256-7zSUFWsU0+jlD7WB3YAxQ84Z/iJurA5hKPm8EfEyGJk=",
+        "lastModified": 1774007980,
+        "narHash": "sha256-FOnZjElEI8pqqCvB6K/1JRHTE8o4rer8driivTpq2uo=",
        "owner": "nix-community",
        "repo": "home-manager",
-        "rev": "565e5349208fe7d0831ef959103c9bafbeac0681",
+        "rev": "9670de2921812bc4e0452f6e3efd8c859696c183",
        "type": "github"
      },
      "original": {
@@ -44,11 +44,11 @@
    },
    "nixos-hardware": {
      "locked": {
-        "lastModified": 1775490113,
-        "narHash": "sha256-2ZBhDNZZwYkRmefK5XLOusCJHnoeKkoN95hoSGgMxWM=",
+        "lastModified": 1774018263,
+        "narHash": "sha256-HHYEwK1A22aSaxv2ibhMMkKvrDGKGlA/qObG4smrSqc=",
        "owner": "nixos",
        "repo": "nixos-hardware",
-        "rev": "c775c2772ba56e906cbeb4e0b2db19079ef11ff7",
+        "rev": "2d4b4717b2534fad5c715968c1cece04a172b365",
        "type": "github"
      },
      "original": {
@@ -60,11 +60,11 @@
    },
    "nixpkgs": {
      "locked": {
-        "lastModified": 1776169885,
-        "narHash": "sha256-l/iNYDZ4bGOAFQY2q8y5OAfBBtrDAaPuRQqWaFHVRXM=",
+        "lastModified": 1773821835,
+        "narHash": "sha256-TJ3lSQtW0E2JrznGVm8hOQGVpXjJyXY2guAxku2O9A4=",
        "owner": "nixos",
        "repo": "nixpkgs",
-        "rev": "4bd9165a9165d7b5e33ae57f3eecbcb28fb231c9",
+        "rev": "b40629efe5d6ec48dd1efba650c797ddbd39ace0",
        "type": "github"
      },
      "original": {
@@ -76,11 +76,11 @@
    },
    "nixpkgs-master": {
      "locked": {
-        "lastModified": 1776469842,
-        "narHash": "sha256-sqzM6PKMQoGk8Sl+uv2sbP1qiS2SPQhA2yn5zgZINMc=",
+        "lastModified": 1774051532,
+        "narHash": "sha256-d3CGMweyYIcPuTj5BKq+1Lx4zwlgL31nVtN647tOZKo=",
        "owner": "nixos",
        "repo": "nixpkgs",
-        "rev": "025c852a89be820b3117f604c8ace42e9b4caa08",
+        "rev": "8620c0b5cc8fbe76502442181be1d0514bc3a1b7",
        "type": "github"
      },
      "original": {
@@ -125,11 +125,11 @@
        ]
      },
      "locked": {
-        "lastModified": 1776119890,
-        "narHash": "sha256-Zm6bxLNnEOYuS/SzrAGsYuXSwk3cbkRQZY0fJnk8a5M=",
+        "lastModified": 1773889674,
+        "narHash": "sha256-+ycaiVAk3MEshJTg35cBTUa0MizGiS+bgpYw/f8ohkg=",
        "owner": "Mic92",
        "repo": "sops-nix",
-        "rev": "d4971dd58c6627bfee52a1ad4237637c0a2fb0cd",
+        "rev": "29b6519f3e0780452bca0ac0be4584f04ac16cc5",
        "type": "github"
      },
      "original": {
--- a/overlays/default.nix
+++ b/overlays/default.nix
@@ -23,10 +23,8 @@
        apscheduler
        fastapi
        fastapi-cli
-        faster-whisper
        httpx
        mypy
-        orjson
        polars
        psycopg
        pydantic
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -26,7 +26,6 @@ dependencies = [
 [project.scripts]
 database = "python.database_cli:app"
 van-inventory = "python.van_inventory.main:serve"
-whisper-transcribe = "python.tools.whisper.transcribe:main"

 [dependency-groups]
 dev = [
@@ -51,7 +50,6 @@ 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]
@@ -80,7 +78,9 @@ 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
 ]
--- a/python/alembic/data_science_dev/versions/2026_03_24-adding_2026_partitions_f99be864fe69.py
+++ b/python/alembic/data_science_dev/versions/2026_03_24-adding_2026_partitions_f99be864fe69.py
--- a/python/alembic/data_science_dev/versions/2026_03_24-adding_failedingestion_2f43120e3ffc.py
+++ b/python/alembic/data_science_dev/versions/2026_03_24-adding_failedingestion_2f43120e3ffc.py
@@ -1,50 +0,0 @@
-"""adding FailedIngestion.
-
-Revision ID: 2f43120e3ffc
-Revises: f99be864fe69
-Create Date: 2026-03-24 23:46:17.277897
-
-"""
-
-from __future__ import annotations
-
-from typing import TYPE_CHECKING
-
-import sqlalchemy as sa
-from alembic import op
-
-from python.orm import DataScienceDevBase
-
-if TYPE_CHECKING:
-    from collections.abc import Sequence
-
-# revision identifiers, used by Alembic.
-revision: str = "2f43120e3ffc"
-down_revision: str | None = "f99be864fe69"
-branch_labels: str | Sequence[str] | None = None
-depends_on: str | Sequence[str] | None = None
-
-schema = DataScienceDevBase.schema_name
-
-
-def upgrade() -> None:
-    """Upgrade."""
-    # ### commands auto generated by Alembic - please adjust! ###
-    op.create_table(
-        "failed_ingestion",
-        sa.Column("raw_line", sa.Text(), nullable=False),
-        sa.Column("error", sa.Text(), 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_failed_ingestion")),
-        schema=schema,
-    )
-    # ### end Alembic commands ###
-
-
-def downgrade() -> None:
-    """Downgrade."""
-    # ### commands auto generated by Alembic - please adjust! ###
-    op.drop_table("failed_ingestion", schema=schema)
-    # ### end Alembic commands ###
--- a/python/alembic/data_science_dev/versions/2026_03_24-adding_posts_table_f6c5475834a7.py
+++ b/python/alembic/data_science_dev/versions/2026_03_24-adding_posts_table_f6c5475834a7.py
--- a/python/alembic/data_science_dev/versions/2026_03_25-adding_2023_partishions_605b1794838f.py
+++ b/python/alembic/data_science_dev/versions/2026_03_25-adding_2023_partishions_605b1794838f.py
--- a/python/alembic/data_science_dev/versions/2026_03_25-attach_partitions_to_posts.py
+++ b/python/alembic/data_science_dev/versions/2026_03_25-attach_partitions_to_posts.py
@@ -1,72 +0,0 @@
-"""Attach all partition tables to the posts parent table.
-
-Alembic autogenerate creates partition tables as standalone tables but does not
-emit the ALTER TABLE ... ATTACH PARTITION statements needed for PostgreSQL to
-route inserts to the correct partition.
-
-Revision ID: a1b2c3d4e5f6
-Revises: 605b1794838f
-Create Date: 2026-03-25 10:00:00.000000
-
-"""
-
-from __future__ import annotations
-
-from typing import TYPE_CHECKING
-
-from alembic import op
-from sqlalchemy import text
-
-from python.orm import DataScienceDevBase
-from python.orm.data_science_dev.posts.partitions import (
-    PARTITION_END_YEAR,
-    PARTITION_START_YEAR,
-    iso_weeks_in_year,
-    week_bounds,
-)
-
-if TYPE_CHECKING:
-    from collections.abc import Sequence
-
-# revision identifiers, used by Alembic.
-revision: str = "a1b2c3d4e5f6"
-down_revision: str | None = "605b1794838f"
-branch_labels: str | Sequence[str] | None = None
-depends_on: str | Sequence[str] | None = None
-
-schema = DataScienceDevBase.schema_name
-
-ALREADY_ATTACHED_QUERY = text("""
-    SELECT inhrelid::regclass::text
-    FROM pg_inherits
-    WHERE inhparent = :parent::regclass
-""")
-
-
-def upgrade() -> None:
-    """Attach all weekly partition tables to the posts parent table."""
-    connection = op.get_bind()
-    already_attached = {row[0] for row in connection.execute(ALREADY_ATTACHED_QUERY, {"parent": f"{schema}.posts"})}
-
-    for year in range(PARTITION_START_YEAR, PARTITION_END_YEAR + 1):
-        for week in range(1, iso_weeks_in_year(year) + 1):
-            table_name = f"posts_{year}_{week:02d}"
-            qualified_name = f"{schema}.{table_name}"
-            if qualified_name in already_attached:
-                continue
-            start, end = week_bounds(year, week)
-            start_str = start.strftime("%Y-%m-%d %H:%M:%S")
-            end_str = end.strftime("%Y-%m-%d %H:%M:%S")
-            op.execute(
-                f"ALTER TABLE {schema}.posts "
-                f"ATTACH PARTITION {qualified_name} "
-                f"FOR VALUES FROM ('{start_str}') TO ('{end_str}')"
-            )
-
-
-def downgrade() -> None:
-    """Detach all weekly partition tables from the posts parent table."""
-    for year in range(PARTITION_START_YEAR, PARTITION_END_YEAR + 1):
-        for week in range(1, iso_weeks_in_year(year) + 1):
-            table_name = f"posts_{year}_{week:02d}"
-            op.execute(f"ALTER TABLE {schema}.posts DETACH PARTITION {schema}.{table_name}")
--- a/python/alembic/data_science_dev/versions/2026_03_27-adding_congress_data_83bfc8af92d8.py
+++ b/python/alembic/data_science_dev/versions/2026_03_27-adding_congress_data_83bfc8af92d8.py
@@ -1,153 +0,0 @@
-"""adding congress data.
-
-Revision ID: 83bfc8af92d8
-Revises: a1b2c3d4e5f6
-Create Date: 2026-03-27 10:43:02.324510
-
-"""
-
-from __future__ import annotations
-
-from typing import TYPE_CHECKING
-
-import sqlalchemy as sa
-from alembic import op
-
-from python.orm import DataScienceDevBase
-
-if TYPE_CHECKING:
-    from collections.abc import Sequence
-
-# revision identifiers, used by Alembic.
-revision: str = "83bfc8af92d8"
-down_revision: str | None = "a1b2c3d4e5f6"
-branch_labels: str | Sequence[str] | None = None
-depends_on: str | Sequence[str] | None = None
-
-schema = DataScienceDevBase.schema_name
-
-
-def upgrade() -> None:
-    """Upgrade."""
-    # ### commands auto generated by Alembic - please adjust! ###
-    op.create_table(
-        "bill",
-        sa.Column("congress", sa.Integer(), nullable=False),
-        sa.Column("bill_type", sa.String(), nullable=False),
-        sa.Column("number", sa.Integer(), nullable=False),
-        sa.Column("title", sa.String(), nullable=True),
-        sa.Column("title_short", sa.String(), nullable=True),
-        sa.Column("official_title", sa.String(), nullable=True),
-        sa.Column("status", sa.String(), nullable=True),
-        sa.Column("status_at", sa.Date(), nullable=True),
-        sa.Column("sponsor_bioguide_id", sa.String(), nullable=True),
-        sa.Column("subjects_top_term", 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.PrimaryKeyConstraint("id", name=op.f("pk_bill")),
-        sa.UniqueConstraint("congress", "bill_type", "number", name="uq_bill_congress_type_number"),
-        schema=schema,
-    )
-    op.create_index("ix_bill_congress", "bill", ["congress"], unique=False, schema=schema)
-    op.create_table(
-        "legislator",
-        sa.Column("bioguide_id", sa.Text(), nullable=False),
-        sa.Column("thomas_id", sa.String(), nullable=True),
-        sa.Column("lis_id", sa.String(), nullable=True),
-        sa.Column("govtrack_id", sa.Integer(), nullable=True),
-        sa.Column("opensecrets_id", sa.String(), nullable=True),
-        sa.Column("fec_ids", sa.String(), nullable=True),
-        sa.Column("first_name", sa.String(), nullable=False),
-        sa.Column("last_name", sa.String(), nullable=False),
-        sa.Column("official_full_name", sa.String(), nullable=True),
-        sa.Column("nickname", sa.String(), nullable=True),
-        sa.Column("birthday", sa.Date(), nullable=True),
-        sa.Column("gender", sa.String(), nullable=True),
-        sa.Column("current_party", sa.String(), nullable=True),
-        sa.Column("current_state", sa.String(), nullable=True),
-        sa.Column("current_district", sa.Integer(), nullable=True),
-        sa.Column("current_chamber", 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.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_text",
-        sa.Column("bill_id", sa.Integer(), nullable=False),
-        sa.Column("version_code", sa.String(), nullable=False),
-        sa.Column("version_name", sa.String(), nullable=True),
-        sa.Column("text_content", sa.String(), nullable=True),
-        sa.Column("date", sa.Date(), 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(
-            ["bill_id"], [f"{schema}.bill.id"], name=op.f("fk_bill_text_bill_id_bill"), ondelete="CASCADE"
-        ),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_bill_text")),
-        sa.UniqueConstraint("bill_id", "version_code", name="uq_bill_text_bill_id_version_code"),
-        schema=schema,
-    )
-    op.create_table(
-        "vote",
-        sa.Column("congress", sa.Integer(), nullable=False),
-        sa.Column("chamber", sa.String(), nullable=False),
-        sa.Column("session", sa.Integer(), nullable=False),
-        sa.Column("number", sa.Integer(), nullable=False),
-        sa.Column("vote_type", sa.String(), nullable=True),
-        sa.Column("question", sa.String(), nullable=True),
-        sa.Column("result", sa.String(), nullable=True),
-        sa.Column("result_text", sa.String(), nullable=True),
-        sa.Column("vote_date", sa.Date(), nullable=False),
-        sa.Column("yea_count", sa.Integer(), nullable=True),
-        sa.Column("nay_count", sa.Integer(), nullable=True),
-        sa.Column("not_voting_count", sa.Integer(), nullable=True),
-        sa.Column("present_count", sa.Integer(), nullable=True),
-        sa.Column("bill_id", sa.Integer(), 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(["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="uq_vote_congress_chamber_session_number"),
-        schema=schema,
-    )
-    op.create_index("ix_vote_congress_chamber", "vote", ["congress", "chamber"], unique=False, schema=schema)
-    op.create_index("ix_vote_date", "vote", ["vote_date"], unique=False, schema=schema)
-    op.create_table(
-        "vote_record",
-        sa.Column("vote_id", sa.Integer(), nullable=False),
-        sa.Column("legislator_id", sa.Integer(), nullable=False),
-        sa.Column("position", sa.String(), 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,
-    )
-    # ### end Alembic commands ###
-
-
-def downgrade() -> None:
-    """Downgrade."""
-    # ### commands auto generated by Alembic - please adjust! ###
-    op.drop_table("vote_record", schema=schema)
-    op.drop_index("ix_vote_date", table_name="vote", schema=schema)
-    op.drop_index("ix_vote_congress_chamber", table_name="vote", schema=schema)
-    op.drop_table("vote", schema=schema)
-    op.drop_table("bill_text", schema=schema)
-    op.drop_index(op.f("ix_legislator_bioguide_id"), table_name="legislator", schema=schema)
-    op.drop_table("legislator", schema=schema)
-    op.drop_index("ix_bill_congress", table_name="bill", schema=schema)
-    op.drop_table("bill", schema=schema)
-    # ### end Alembic commands ###
--- a/python/alembic/data_science_dev/versions/2026_03_29-adding_legislatorsocialmedia_5cd7eee3549d.py
+++ b/python/alembic/data_science_dev/versions/2026_03_29-adding_legislatorsocialmedia_5cd7eee3549d.py
@@ -1,58 +0,0 @@
-"""adding LegislatorSocialMedia.
-
-Revision ID: 5cd7eee3549d
-Revises: 83bfc8af92d8
-Create Date: 2026-03-29 11:53:44.224799
-
-"""
-
-from __future__ import annotations
-
-from typing import TYPE_CHECKING
-
-import sqlalchemy as sa
-from alembic import op
-
-from python.orm import DataScienceDevBase
-
-if TYPE_CHECKING:
-    from collections.abc import Sequence
-
-# revision identifiers, used by Alembic.
-revision: str = "5cd7eee3549d"
-down_revision: str | None = "83bfc8af92d8"
-branch_labels: str | Sequence[str] | None = None
-depends_on: str | Sequence[str] | None = None
-
-schema = DataScienceDevBase.schema_name
-
-
-def upgrade() -> None:
-    """Upgrade."""
-    # ### commands auto generated by Alembic - please adjust! ###
-    op.create_table(
-        "legislator_social_media",
-        sa.Column("legislator_id", sa.Integer(), nullable=False),
-        sa.Column("platform", sa.String(), nullable=False),
-        sa.Column("account_name", sa.String(), nullable=False),
-        sa.Column("url", sa.String(), nullable=True),
-        sa.Column("source", 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.ForeignKeyConstraint(
-            ["legislator_id"],
-            [f"{schema}.legislator.id"],
-            name=op.f("fk_legislator_social_media_legislator_id_legislator"),
-        ),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_legislator_social_media")),
-        schema=schema,
-    )
-    # ### end Alembic commands ###
-
-
-def downgrade() -> None:
-    """Downgrade."""
-    # ### commands auto generated by Alembic - please adjust! ###
-    op.drop_table("legislator_social_media", schema=schema)
-    # ### end Alembic commands ###
--- a/python/alembic/env.py
+++ b/python/alembic/env.py
@@ -81,7 +81,6 @@ def include_name(

    """
    if type_ == "schema":
-        # allows a database with multiple schemas to have separate alembic revisions
        return name == target_metadata.schema
    return True

--- a/python/alembic/richie/versions/2026_03_29-removed_ds_table_from_richie_db_c8a794340928.py
+++ b/python/alembic/richie/versions/2026_03_29-removed_ds_table_from_richie_db_c8a794340928.py
@@ -1,187 +0,0 @@
-"""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 ###
--- a/python/data_science/init.py
+++ b/python/data_science/init.py
@@ -1,3 +0,0 @@
-"""Data science CLI tools."""
-
-from __future__ import annotations
--- a/python/data_science/ingest_congress.py
+++ b/python/data_science/ingest_congress.py
@@ -1,613 +0,0 @@
-"""Ingestion pipeline for loading congress data from unitedstates/congress JSON files.
-
-Loads legislators, bills, votes, vote records, and bill text into the data_science_dev database.
-Expects the parent directory to contain congress-tracker/ and congress-legislators/ as siblings.
-
-Usage:
-    ingest-congress /path/to/parent/
-    ingest-congress /path/to/parent/ --congress 118
-    ingest-congress /path/to/parent/ --congress 118 --only bills
-"""
-
-from __future__ import annotations
-
-import logging
-from pathlib import Path  # noqa: TC003 needed at runtime for typer CLI argument
-from typing import TYPE_CHECKING, Annotated
-
-import orjson
-import typer
-import yaml
-from sqlalchemy import select
-from sqlalchemy.orm import Session
-
-from python.common import configure_logger
-from python.orm.common import get_postgres_engine
-from python.orm.data_science_dev.congress import Bill, BillText, Legislator, LegislatorSocialMedia, Vote, VoteRecord
-
-if TYPE_CHECKING:
-    from collections.abc import Iterator
-
-    from sqlalchemy.engine import Engine
-
-logger = logging.getLogger(__name__)
-
-BATCH_SIZE = 10_000
-
-app = typer.Typer(help="Ingest unitedstates/congress data into data_science_dev.")
-
-
-@app.command()
-def main(
-    parent_dir: Annotated[
-        Path,
-        typer.Argument(help="Parent directory containing congress-tracker/ and congress-legislators/"),
-    ],
-    congress: Annotated[int | None, typer.Option(help="Only ingest a specific congress number")] = None,
-    only: Annotated[
-        str | None,
-        typer.Option(help="Only run a specific step: legislators, social-media, bills, votes, bill-text"),
-    ] = None,
-) -> None:
-    """Ingest congress data from unitedstates/congress JSON files."""
-    configure_logger(level="INFO")
-
-    data_dir = parent_dir / "congress-tracker/congress/data/"
-    legislators_dir = parent_dir / "congress-legislators"
-
-    if not data_dir.is_dir():
-        typer.echo(f"Expected congress-tracker/ directory: {data_dir}", err=True)
-        raise typer.Exit(code=1)
-
-    if not legislators_dir.is_dir():
-        typer.echo(f"Expected congress-legislators/ directory: {legislators_dir}", err=True)
-        raise typer.Exit(code=1)
-
-    engine = get_postgres_engine(name="DATA_SCIENCE_DEV")
-
-    congress_dirs = _resolve_congress_dirs(data_dir, congress)
-    if not congress_dirs:
-        typer.echo("No congress directories found.", err=True)
-        raise typer.Exit(code=1)
-
-    logger.info("Found %d congress directories to process", len(congress_dirs))
-
-    steps: dict[str, tuple] = {
-        "legislators": (ingest_legislators, (engine, legislators_dir)),
-        "legislators-social-media": (ingest_social_media, (engine, legislators_dir)),
-        "bills": (ingest_bills, (engine, congress_dirs)),
-        "votes": (ingest_votes, (engine, congress_dirs)),
-        "bill-text": (ingest_bill_text, (engine, congress_dirs)),
-    }
-
-    if only:
-        if only not in steps:
-            typer.echo(f"Unknown step: {only}. Choose from: {', '.join(steps)}", err=True)
-            raise typer.Exit(code=1)
-        steps = {only: steps[only]}
-
-    for step_name, (step_func, step_args) in steps.items():
-        logger.info("=== Starting step: %s ===", step_name)
-        step_func(*step_args)
-        logger.info("=== Finished step: %s ===", step_name)
-
-    logger.info("ingest-congress done")
-
-
-def _resolve_congress_dirs(data_dir: Path, congress: int | None) -> list[Path]:
-    """Find congress number directories under data_dir."""
-    if congress is not None:
-        target = data_dir / str(congress)
-        return [target] if target.is_dir() else []
-    return sorted(path for path in data_dir.iterdir() if path.is_dir() and path.name.isdigit())
-
-
-def _flush_batch(session: Session, batch: list[object], label: str) -> int:
-    """Add a batch of ORM objects to the session and commit. Returns count added."""
-    if not batch:
-        return 0
-    session.add_all(batch)
-    session.commit()
-    count = len(batch)
-    logger.info("Committed %d %s", count, label)
-    batch.clear()
-    return count
-
-
-# ---------------------------------------------------------------------------
-# Legislators — loaded from congress-legislators YAML files
-# ---------------------------------------------------------------------------
-
-
-def ingest_legislators(engine: Engine, legislators_dir: Path) -> None:
-    """Load legislators from congress-legislators YAML files."""
-    legislators_data = _load_legislators_yaml(legislators_dir)
-    logger.info("Loaded %d legislators from YAML files", len(legislators_data))
-
-    with Session(engine) as session:
-        existing_legislators = {
-            legislator.bioguide_id: legislator for legislator in session.scalars(select(Legislator)).all()
-        }
-        logger.info("Found %d existing legislators in DB", len(existing_legislators))
-
-        total_inserted = 0
-        total_updated = 0
-        for entry in legislators_data:
-            bioguide_id = entry.get("id", {}).get("bioguide")
-            if not bioguide_id:
-                continue
-
-            fields = _parse_legislator(entry)
-            if existing := existing_legislators.get(bioguide_id):
-                changed = False
-                for field, value in fields.items():
-                    if value is not None and getattr(existing, field) != value:
-                        setattr(existing, field, value)
-                        changed = True
-                if changed:
-                    total_updated += 1
-            else:
-                session.add(Legislator(bioguide_id=bioguide_id, **fields))
-                total_inserted += 1
-
-        session.commit()
-    logger.info("Inserted %d new legislators, updated %d existing", total_inserted, total_updated)
-
-
-def _load_legislators_yaml(legislators_dir: Path) -> list[dict]:
-    """Load and combine legislators-current.yaml and legislators-historical.yaml."""
-    legislators: list[dict] = []
-    for filename in ("legislators-current.yaml", "legislators-historical.yaml"):
-        path = legislators_dir / filename
-        if not path.exists():
-            logger.warning("Legislators file not found: %s", path)
-            continue
-        with path.open() as file:
-            data = yaml.safe_load(file)
-            if isinstance(data, list):
-                legislators.extend(data)
-    return legislators
-
-
-def _parse_legislator(entry: dict) -> dict:
-    """Extract Legislator fields from a congress-legislators YAML entry."""
-    ids = entry.get("id", {})
-    name = entry.get("name", {})
-    bio = entry.get("bio", {})
-    terms = entry.get("terms", [])
-    latest_term = terms[-1] if terms else {}
-
-    fec_ids = ids.get("fec")
-    fec_ids_joined = ",".join(fec_ids) if isinstance(fec_ids, list) else fec_ids
-
-    chamber = latest_term.get("type")
-    chamber_normalized = {"rep": "House", "sen": "Senate"}.get(chamber, chamber)
-
-    return {
-        "thomas_id": ids.get("thomas"),
-        "lis_id": ids.get("lis"),
-        "govtrack_id": ids.get("govtrack"),
-        "opensecrets_id": ids.get("opensecrets"),
-        "fec_ids": fec_ids_joined,
-        "first_name": name.get("first"),
-        "last_name": name.get("last"),
-        "official_full_name": name.get("official_full"),
-        "nickname": name.get("nickname"),
-        "birthday": bio.get("birthday"),
-        "gender": bio.get("gender"),
-        "current_party": latest_term.get("party"),
-        "current_state": latest_term.get("state"),
-        "current_district": latest_term.get("district"),
-        "current_chamber": chamber_normalized,
-    }
-
-
-# ---------------------------------------------------------------------------
-# Social Media — loaded from legislators-social-media.yaml
-# ---------------------------------------------------------------------------
-
-SOCIAL_MEDIA_PLATFORMS = {
-    "twitter": "https://twitter.com/{account}",
-    "facebook": "https://facebook.com/{account}",
-    "youtube": "https://youtube.com/{account}",
-    "instagram": "https://instagram.com/{account}",
-    "mastodon": None,
-}
-
-
-def ingest_social_media(engine: Engine, legislators_dir: Path) -> None:
-    """Load social media accounts from legislators-social-media.yaml."""
-    social_media_path = legislators_dir / "legislators-social-media.yaml"
-    if not social_media_path.exists():
-        logger.warning("Social media file not found: %s", social_media_path)
-        return
-
-    with social_media_path.open() as file:
-        social_media_data = yaml.safe_load(file)
-
-    if not isinstance(social_media_data, list):
-        logger.warning("Unexpected format in %s", social_media_path)
-        return
-
-    logger.info("Loaded %d entries from legislators-social-media.yaml", len(social_media_data))
-
-    with Session(engine) as session:
-        legislator_map = _build_legislator_map(session)
-        existing_accounts = {
-            (account.legislator_id, account.platform)
-            for account in session.scalars(select(LegislatorSocialMedia)).all()
-        }
-        logger.info("Found %d existing social media accounts in DB", len(existing_accounts))
-
-        total_inserted = 0
-        total_updated = 0
-        for entry in social_media_data:
-            bioguide_id = entry.get("id", {}).get("bioguide")
-            if not bioguide_id:
-                continue
-
-            legislator_id = legislator_map.get(bioguide_id)
-            if legislator_id is None:
-                continue
-
-            social = entry.get("social", {})
-            for platform, url_template in SOCIAL_MEDIA_PLATFORMS.items():
-                account_name = social.get(platform)
-                if not account_name:
-                    continue
-
-                url = url_template.format(account=account_name) if url_template else None
-
-                if (legislator_id, platform) in existing_accounts:
-                    total_updated += 1
-                else:
-                    session.add(
-                        LegislatorSocialMedia(
-                            legislator_id=legislator_id,
-                            platform=platform,
-                            account_name=str(account_name),
-                            url=url,
-                            source="https://github.com/unitedstates/congress-legislators",
-                        )
-                    )
-                    existing_accounts.add((legislator_id, platform))
-                    total_inserted += 1
-
-        session.commit()
-    logger.info("Inserted %d new social media accounts, updated %d existing", total_inserted, total_updated)
-
-
-def _iter_voters(position_group: object) -> Iterator[dict]:
-    """Yield voter dicts from a vote position group (handles list, single dict, or string)."""
-    if isinstance(position_group, dict):
-        yield position_group
-    elif isinstance(position_group, list):
-        for voter in position_group:
-            if isinstance(voter, dict):
-                yield voter
-
-
-# ---------------------------------------------------------------------------
-# Bills
-# ---------------------------------------------------------------------------
-
-
-def ingest_bills(engine: Engine, congress_dirs: list[Path]) -> None:
-    """Load bill data.json files."""
-    with Session(engine) as session:
-        existing_bills = {(bill.congress, bill.bill_type, bill.number) for bill in session.scalars(select(Bill)).all()}
-        logger.info("Found %d existing bills in DB", len(existing_bills))
-
-        total_inserted = 0
-        batch: list[Bill] = []
-        for congress_dir in congress_dirs:
-            bills_dir = congress_dir / "bills"
-            if not bills_dir.is_dir():
-                continue
-            logger.info("Scanning bills from %s", congress_dir.name)
-            for bill_file in bills_dir.rglob("data.json"):
-                data = _read_json(bill_file)
-                if data is None:
-                    continue
-                bill = _parse_bill(data, existing_bills)
-                if bill is not None:
-                    batch.append(bill)
-                    if len(batch) >= BATCH_SIZE:
-                        total_inserted += _flush_batch(session, batch, "bills")
-
-        total_inserted += _flush_batch(session, batch, "bills")
-    logger.info("Inserted %d new bills total", total_inserted)
-
-
-def _parse_bill(data: dict, existing_bills: set[tuple[int, str, int]]) -> Bill | None:
-    """Parse a bill data.json dict into a Bill ORM object, skipping existing."""
-    raw_congress = data.get("congress")
-    bill_type = data.get("bill_type")
-    raw_number = data.get("number")
-    if raw_congress is None or bill_type is None or raw_number is None:
-        return None
-    congress = int(raw_congress)
-    number = int(raw_number)
-    if (congress, bill_type, number) in existing_bills:
-        return None
-
-    sponsor_bioguide = None
-    sponsor = data.get("sponsor")
-    if sponsor:
-        sponsor_bioguide = sponsor.get("bioguide_id")
-
-    return Bill(
-        congress=congress,
-        bill_type=bill_type,
-        number=number,
-        title=data.get("short_title") or data.get("official_title"),
-        title_short=data.get("short_title"),
-        official_title=data.get("official_title"),
-        status=data.get("status"),
-        status_at=data.get("status_at"),
-        sponsor_bioguide_id=sponsor_bioguide,
-        subjects_top_term=data.get("subjects_top_term"),
-    )
-
-
-# ---------------------------------------------------------------------------
-# Votes (and vote records)
-# ---------------------------------------------------------------------------
-
-
-def ingest_votes(engine: Engine, congress_dirs: list[Path]) -> None:
-    """Load vote data.json files with their vote records."""
-    with Session(engine) as session:
-        legislator_map = _build_legislator_map(session)
-        logger.info("Loaded %d legislators into lookup map", len(legislator_map))
-        bill_map = _build_bill_map(session)
-        logger.info("Loaded %d bills into lookup map", len(bill_map))
-        existing_votes = {
-            (vote.congress, vote.chamber, vote.session, vote.number) for vote in session.scalars(select(Vote)).all()
-        }
-        logger.info("Found %d existing votes in DB", len(existing_votes))
-
-        total_inserted = 0
-        batch: list[Vote] = []
-        for congress_dir in congress_dirs:
-            votes_dir = congress_dir / "votes"
-            if not votes_dir.is_dir():
-                continue
-            logger.info("Scanning votes from %s", congress_dir.name)
-            for vote_file in votes_dir.rglob("data.json"):
-                data = _read_json(vote_file)
-                if data is None:
-                    continue
-                vote = _parse_vote(data, legislator_map, bill_map, existing_votes)
-                if vote is not None:
-                    batch.append(vote)
-                    if len(batch) >= BATCH_SIZE:
-                        total_inserted += _flush_batch(session, batch, "votes")
-
-        total_inserted += _flush_batch(session, batch, "votes")
-    logger.info("Inserted %d new votes total", total_inserted)
-
-
-def _build_legislator_map(session: Session) -> dict[str, int]:
-    """Build a mapping of bioguide_id -> legislator.id."""
-    return {legislator.bioguide_id: legislator.id for legislator in session.scalars(select(Legislator)).all()}
-
-
-def _build_bill_map(session: Session) -> dict[tuple[int, str, int], int]:
-    """Build a mapping of (congress, bill_type, number) -> bill.id."""
-    return {(bill.congress, bill.bill_type, bill.number): bill.id for bill in session.scalars(select(Bill)).all()}
-
-
-def _parse_vote(
-    data: dict,
-    legislator_map: dict[str, int],
-    bill_map: dict[tuple[int, str, int], int],
-    existing_votes: set[tuple[int, str, int, int]],
-) -> Vote | None:
-    """Parse a vote data.json dict into a Vote ORM object with records."""
-    raw_congress = data.get("congress")
-    chamber = data.get("chamber")
-    raw_number = data.get("number")
-    vote_date = data.get("date")
-    if raw_congress is None or chamber is None or raw_number is None or vote_date is None:
-        return None
-
-    raw_session = data.get("session")
-    if raw_session is None:
-        return None
-
-    congress = int(raw_congress)
-    number = int(raw_number)
-    session_number = int(raw_session)
-
-    # Normalize chamber from "h"/"s" to "House"/"Senate"
-    chamber_normalized = {"h": "House", "s": "Senate"}.get(chamber, chamber)
-
-    if (congress, chamber_normalized, session_number, number) in existing_votes:
-        return None
-
-    # Resolve linked bill
-    bill_id = None
-    bill_ref = data.get("bill")
-    if bill_ref:
-        bill_key = (
-            int(bill_ref.get("congress", congress)),
-            bill_ref.get("type"),
-            int(bill_ref.get("number", 0)),
-        )
-        bill_id = bill_map.get(bill_key)
-
-    raw_votes = data.get("votes", {})
-    vote_counts = _count_votes(raw_votes)
-    vote_records = _build_vote_records(raw_votes, legislator_map)
-
-    return Vote(
-        congress=congress,
-        chamber=chamber_normalized,
-        session=session_number,
-        number=number,
-        vote_type=data.get("type"),
-        question=data.get("question"),
-        result=data.get("result"),
-        result_text=data.get("result_text"),
-        vote_date=vote_date[:10] if isinstance(vote_date, str) else vote_date,
-        bill_id=bill_id,
-        vote_records=vote_records,
-        **vote_counts,
-    )
-
-
-def _count_votes(raw_votes: dict) -> dict[str, int]:
-    """Count voters per position category, correctly handling dict and list formats."""
-    yea_count = 0
-    nay_count = 0
-    not_voting_count = 0
-    present_count = 0
-
-    for position, position_group in raw_votes.items():
-        voter_count = sum(1 for _ in _iter_voters(position_group))
-        if position in ("Yea", "Aye"):
-            yea_count += voter_count
-        elif position in ("Nay", "No"):
-            nay_count += voter_count
-        elif position == "Not Voting":
-            not_voting_count += voter_count
-        elif position == "Present":
-            present_count += voter_count
-
-    return {
-        "yea_count": yea_count,
-        "nay_count": nay_count,
-        "not_voting_count": not_voting_count,
-        "present_count": present_count,
-    }
-
-
-def _build_vote_records(raw_votes: dict, legislator_map: dict[str, int]) -> list[VoteRecord]:
-    """Build VoteRecord objects from raw vote data."""
-    records: list[VoteRecord] = []
-    for position, position_group in raw_votes.items():
-        for voter in _iter_voters(position_group):
-            bioguide_id = voter.get("id")
-            if not bioguide_id:
-                continue
-            legislator_id = legislator_map.get(bioguide_id)
-            if legislator_id is None:
-                continue
-            records.append(
-                VoteRecord(
-                    legislator_id=legislator_id,
-                    position=position,
-                )
-            )
-    return records
-
-
-# ---------------------------------------------------------------------------
-# Bill Text
-# ---------------------------------------------------------------------------
-
-
-def ingest_bill_text(engine: Engine, congress_dirs: list[Path]) -> None:
-    """Load bill text from text-versions directories."""
-    with Session(engine) as session:
-        bill_map = _build_bill_map(session)
-        logger.info("Loaded %d bills into lookup map", len(bill_map))
-        existing_bill_texts = {
-            (bill_text.bill_id, bill_text.version_code) for bill_text in session.scalars(select(BillText)).all()
-        }
-        logger.info("Found %d existing bill text versions in DB", len(existing_bill_texts))
-
-        total_inserted = 0
-        batch: list[BillText] = []
-        for congress_dir in congress_dirs:
-            logger.info("Scanning bill texts from %s", congress_dir.name)
-            for bill_text in _iter_bill_texts(congress_dir, bill_map, existing_bill_texts):
-                batch.append(bill_text)
-                if len(batch) >= BATCH_SIZE:
-                    total_inserted += _flush_batch(session, batch, "bill texts")
-
-        total_inserted += _flush_batch(session, batch, "bill texts")
-    logger.info("Inserted %d new bill text versions total", total_inserted)
-
-
-def _iter_bill_texts(
-    congress_dir: Path,
-    bill_map: dict[tuple[int, str, int], int],
-    existing_bill_texts: set[tuple[int, str]],
-) -> Iterator[BillText]:
-    """Yield BillText objects for a single congress directory, skipping existing."""
-    bills_dir = congress_dir / "bills"
-    if not bills_dir.is_dir():
-        return
-
-    for bill_dir in bills_dir.rglob("text-versions"):
-        if not bill_dir.is_dir():
-            continue
-        bill_key = _bill_key_from_dir(bill_dir.parent, congress_dir)
-        if bill_key is None:
-            continue
-        bill_id = bill_map.get(bill_key)
-        if bill_id is None:
-            continue
-
-        for version_dir in sorted(bill_dir.iterdir()):
-            if not version_dir.is_dir():
-                continue
-            if (bill_id, version_dir.name) in existing_bill_texts:
-                continue
-            text_content = _read_bill_text(version_dir)
-            version_data = _read_json(version_dir / "data.json")
-            yield BillText(
-                bill_id=bill_id,
-                version_code=version_dir.name,
-                version_name=version_data.get("version_name") if version_data else None,
-                date=version_data.get("issued_on") if version_data else None,
-                text_content=text_content,
-            )
-
-
-def _bill_key_from_dir(bill_dir: Path, congress_dir: Path) -> tuple[int, str, int] | None:
-    """Extract (congress, bill_type, number) from directory structure."""
-    congress = int(congress_dir.name)
-    bill_type = bill_dir.parent.name
-    name = bill_dir.name
-    # Directory name is like "hr3590" — strip the type prefix to get the number
-    number_str = name[len(bill_type) :]
-    if not number_str.isdigit():
-        return None
-    return (congress, bill_type, int(number_str))
-
-
-def _read_bill_text(version_dir: Path) -> str | None:
-    """Read bill text from a version directory, preferring .txt over .xml."""
-    for extension in ("txt", "htm", "html", "xml"):
-        candidates = list(version_dir.glob(f"document.{extension}"))
-        if not candidates:
-            candidates = list(version_dir.glob(f"*.{extension}"))
-        if candidates:
-            try:
-                return candidates[0].read_text(encoding="utf-8")
-            except Exception:
-                logger.exception("Failed to read %s", candidates[0])
-    return None
-
-
-# ---------------------------------------------------------------------------
-# Helpers
-# ---------------------------------------------------------------------------
-
-
-def _read_json(path: Path) -> dict | None:
-    """Read and parse a JSON file, returning None on failure."""
-    try:
-        return orjson.loads(path.read_bytes())
-    except FileNotFoundError:
-        return None
-    except Exception:
-        logger.exception("Failed to parse %s", path)
-        return None
-
-
-if __name__ == "__main__":
-    app()
--- a/python/data_science/ingest_posts.py
+++ b/python/data_science/ingest_posts.py
@@ -1,247 +0,0 @@
-"""Ingestion pipeline for loading JSONL post files into the weekly-partitioned posts table.
-
-Usage:
-    ingest-posts /path/to/files/
-    ingest-posts /path/to/single_file.jsonl
-    ingest-posts /data/dir/ --workers 4 --batch-size 5000
-"""
-
-from __future__ import annotations
-
-import logging
-from datetime import UTC, datetime
-from pathlib import Path  # noqa: TC003 this is needed for typer
-from typing import TYPE_CHECKING, Annotated
-
-import orjson
-import psycopg
-import typer
-
-from python.common import configure_logger
-from python.orm.common import get_connection_info
-from python.parallelize import parallelize_process
-
-if TYPE_CHECKING:
-    from collections.abc import Iterator
-
-logger = logging.getLogger(__name__)
-
-
-app = typer.Typer(help="Ingest JSONL post files into the partitioned posts table.")
-
-
-@app.command()
-def main(
-    path: Annotated[Path, typer.Argument(help="Directory containing JSONL files, or a single JSONL file")],
-    batch_size: Annotated[int, typer.Option(help="Rows per INSERT batch")] = 10000,
-    workers: Annotated[int, typer.Option(help="Parallel workers for multi-file ingestion")] = 4,
-    pattern: Annotated[str, typer.Option(help="Glob pattern for JSONL files")] = "*.jsonl",
-) -> None:
-    """Ingest JSONL post files into the weekly-partitioned posts table."""
-    configure_logger(level="INFO")
-
-    logger.info("starting ingest-posts")
-    logger.info("path=%s batch_size=%d workers=%d pattern=%s", path, batch_size, workers, pattern)
-    if path.is_file():
-        ingest_file(path, batch_size=batch_size)
-    elif path.is_dir():
-        ingest_directory(path, batch_size=batch_size, max_workers=workers, pattern=pattern)
-    else:
-        typer.echo(f"Path does not exist: {path}", err=True)
-        raise typer.Exit(code=1)
-
-    logger.info("ingest-posts done")
-
-
-def ingest_directory(
-    directory: Path,
-    *,
-    batch_size: int,
-    max_workers: int,
-    pattern: str = "*.jsonl",
-) -> None:
-    """Ingest all JSONL files in a directory using parallel workers."""
-    files = sorted(directory.glob(pattern))
-    if not files:
-        logger.warning("No JSONL files found in %s", directory)
-        return
-
-    logger.info("Found %d JSONL files to ingest", len(files))
-
-    kwargs_list = [{"path": fp, "batch_size": batch_size} for fp in files]
-    parallelize_process(ingest_file, kwargs_list, max_workers=max_workers)
-
-
-SCHEMA = "main"
-
-COLUMNS = (
-    "post_id",
-    "user_id",
-    "instance",
-    "date",
-    "text",
-    "langs",
-    "like_count",
-    "reply_count",
-    "repost_count",
-    "reply_to",
-    "replied_author",
-    "thread_root",
-    "thread_root_author",
-    "repost_from",
-    "reposted_author",
-    "quotes",
-    "quoted_author",
-    "labels",
-    "sent_label",
-    "sent_score",
-)
-
-INSERT_FROM_STAGING = f"""
-    INSERT INTO {SCHEMA}.posts ({", ".join(COLUMNS)})
-    SELECT {", ".join(COLUMNS)} FROM pg_temp.staging
-    ON CONFLICT (post_id, date) DO NOTHING
-"""  # noqa: S608
-
-FAILED_INSERT = f"""
-    INSERT INTO {SCHEMA}.failed_ingestion (raw_line, error)
-    VALUES (%(raw_line)s, %(error)s)
-"""  # noqa: S608
-
-
-def get_psycopg_connection() -> psycopg.Connection:
-    """Create a raw psycopg3 connection from environment variables."""
-    database, host, port, username, password = get_connection_info("DATA_SCIENCE_DEV")
-    return psycopg.connect(
-        dbname=database,
-        host=host,
-        port=int(port),
-        user=username,
-        password=password,
-        autocommit=False,
-    )
-
-
-def ingest_file(path: Path, *, batch_size: int) -> None:
-    """Ingest a single JSONL file into the posts table."""
-    log_trigger = max(100_000 // batch_size, 1)
-    failed_lines: list[dict] = []
-    try:
-        with get_psycopg_connection() as connection:
-            for index, batch in enumerate(read_jsonl_batches(path, batch_size, failed_lines), 1):
-                ingest_batch(connection, batch)
-                if index % log_trigger == 0:
-                    logger.info("Ingested %d batches (%d rows) from %s", index, index * batch_size, path)
-
-            if failed_lines:
-                logger.warning("Recording %d malformed lines from %s", len(failed_lines), path.name)
-                with connection.cursor() as cursor:
-                    cursor.executemany(FAILED_INSERT, failed_lines)
-                connection.commit()
-    except Exception:
-        logger.exception("Failed to ingest file: %s", path)
-        raise
-
-
-def ingest_batch(connection: psycopg.Connection, batch: list[dict]) -> None:
-    """COPY batch into a temp staging table, then INSERT ... ON CONFLICT into posts."""
-    if not batch:
-        return
-
-    try:
-        with connection.cursor() as cursor:
-            cursor.execute(f"""
-                CREATE TEMP TABLE IF NOT EXISTS staging
-                (LIKE {SCHEMA}.posts INCLUDING DEFAULTS)
-                ON COMMIT DELETE ROWS
-            """)
-            cursor.execute("TRUNCATE pg_temp.staging")
-
-            with cursor.copy(f"COPY pg_temp.staging ({', '.join(COLUMNS)}) FROM STDIN") as copy:
-                for row in batch:
-                    copy.write_row(tuple(row.get(column) for column in COLUMNS))
-
-            cursor.execute(INSERT_FROM_STAGING)
-        connection.commit()
-    except Exception as error:
-        connection.rollback()
-
-        if len(batch) == 1:
-            logger.exception("Skipping bad row post_id=%s", batch[0].get("post_id"))
-            with connection.cursor() as cursor:
-                cursor.execute(
-                    FAILED_INSERT,
-                    {
-                        "raw_line": orjson.dumps(batch[0], default=str).decode(),
-                        "error": str(error),
-                    },
-                )
-            connection.commit()
-            return
-
-        midpoint = len(batch) // 2
-        ingest_batch(connection, batch[:midpoint])
-        ingest_batch(connection, batch[midpoint:])
-
-
-def read_jsonl_batches(file_path: Path, batch_size: int, failed_lines: list[dict]) -> Iterator[list[dict]]:
-    """Stream a JSONL file and yield batches of transformed rows."""
-    batch: list[dict] = []
-    with file_path.open("r", encoding="utf-8") as handle:
-        for raw_line in handle:
-            line = raw_line.strip()
-            if not line:
-                continue
-            batch.extend(parse_line(line, file_path, failed_lines))
-            if len(batch) >= batch_size:
-                yield batch
-                batch = []
-    if batch:
-        yield batch
-
-
-def parse_line(line: str, file_path: Path, failed_lines: list[dict]) -> Iterator[dict]:
-    """Parse a JSONL line, handling concatenated JSON objects."""
-    try:
-        yield transform_row(orjson.loads(line))
-    except orjson.JSONDecodeError:
-        if "}{" not in line:
-            logger.warning("Skipping malformed line in %s: %s", file_path.name, line[:120])
-            failed_lines.append({"raw_line": line, "error": "malformed JSON"})
-            return
-        fragments = line.replace("}{", "}\n{").split("\n")
-        for fragment in fragments:
-            try:
-                yield transform_row(orjson.loads(fragment))
-            except (orjson.JSONDecodeError, KeyError, ValueError) as error:
-                logger.warning("Skipping malformed fragment in %s: %s", file_path.name, fragment[:120])
-                failed_lines.append({"raw_line": fragment, "error": str(error)})
-    except Exception as error:
-        logger.exception("Skipping bad row in %s: %s", file_path.name, line[:120])
-        failed_lines.append({"raw_line": line, "error": str(error)})
-
-
-def transform_row(raw: dict) -> dict:
-    """Transform a raw JSONL row into a dict matching the Posts table columns."""
-    raw["date"] = parse_date(raw["date"])
-    if raw.get("langs") is not None:
-        raw["langs"] = orjson.dumps(raw["langs"])
-    if raw.get("text") is not None:
-        raw["text"] = raw["text"].replace("\x00", "")
-    return raw
-
-
-def parse_date(raw_date: int) -> datetime:
-    """Parse compact YYYYMMDDHHmm integer into a naive datetime (input is UTC by spec)."""
-    return datetime(
-        raw_date // 100000000,
-        (raw_date // 1000000) % 100,
-        (raw_date // 10000) % 100,
-        (raw_date // 100) % 100,
-        raw_date % 100,
-        tzinfo=UTC,
-    )
-
-
-if __name__ == "__main__":
-    app()
--- a/python/database_cli.py
+++ b/python/database_cli.py
@@ -90,13 +90,6 @@ DATABASES: dict[str, DatabaseConfig] = {
        base_class_name="SignalBotBase",
        models_module="python.orm.signal_bot.models",
    ),
-    "data_science_dev": DatabaseConfig(
-        env_prefix="DATA_SCIENCE_DEV",
-        version_location="python/alembic/data_science_dev/versions",
-        base_module="python.orm.data_science_dev.base",
-        base_class_name="DataScienceDevBase",
-        models_module="python.orm.data_science_dev.models",
-    ),
 }


--- a/python/orm/init.py
+++ b/python/orm/init.py
@@ -1,12 +1,10 @@
 """ORM package exports."""

-from python.orm.data_science_dev.base import DataScienceDevBase
 from python.orm.richie.base import RichieBase
 from python.orm.signal_bot.base import SignalBotBase
 from python.orm.van_inventory.base import VanInventoryBase

 __all__ = [
-    "DataScienceDevBase",
    "RichieBase",
    "SignalBotBase",
    "VanInventoryBase",
--- a/python/orm/data_science_dev/init.py
+++ b/python/orm/data_science_dev/init.py
@@ -1,11 +0,0 @@
-"""Data science dev database ORM exports."""
-
-from __future__ import annotations
-
-from python.orm.data_science_dev.base import DataScienceDevBase, DataScienceDevTableBase, DataScienceDevTableBaseBig
-
-__all__ = [
-    "DataScienceDevBase",
-    "DataScienceDevTableBase",
-    "DataScienceDevTableBaseBig",
-]
--- a/python/orm/data_science_dev/base.py
+++ b/python/orm/data_science_dev/base.py
@@ -1,52 +0,0 @@
-"""Data science dev database ORM base."""
-
-from __future__ import annotations
-
-from datetime import datetime
-
-from sqlalchemy import BigInteger, DateTime, MetaData, func
-from sqlalchemy.ext.declarative import AbstractConcreteBase
-from sqlalchemy.orm import DeclarativeBase, Mapped, mapped_column
-
-from python.orm.common import NAMING_CONVENTION
-
-
-class DataScienceDevBase(DeclarativeBase):
-    """Base class for data_science_dev database ORM models."""
-
-    schema_name = "main"
-
-    metadata = MetaData(
-        schema=schema_name,
-        naming_convention=NAMING_CONVENTION,
-    )
-
-
-class _TableMixin:
-    """Shared timestamp columns for all table bases."""
-
-    created: Mapped[datetime] = mapped_column(
-        DateTime(timezone=True),
-        server_default=func.now(),
-    )
-    updated: Mapped[datetime] = mapped_column(
-        DateTime(timezone=True),
-        server_default=func.now(),
-        onupdate=func.now(),
-    )
-
-
-class DataScienceDevTableBase(_TableMixin, AbstractConcreteBase, DataScienceDevBase):
-    """Table with Integer primary key."""
-
-    __abstract__ = True
-
-    id: Mapped[int] = mapped_column(primary_key=True)
-
-
-class DataScienceDevTableBaseBig(_TableMixin, AbstractConcreteBase, DataScienceDevBase):
-    """Table with BigInteger primary key."""
-
-    __abstract__ = True
-
-    id: Mapped[int] = mapped_column(BigInteger, primary_key=True)
--- a/python/orm/data_science_dev/congress/init.py
+++ b/python/orm/data_science_dev/congress/init.py
@@ -1,14 +0,0 @@
-"""init."""
-
-from python.orm.data_science_dev.congress.bill import Bill, BillText
-from python.orm.data_science_dev.congress.legislator import Legislator, LegislatorSocialMedia
-from python.orm.data_science_dev.congress.vote import Vote, VoteRecord
-
-__all__ = [
-    "Bill",
-    "BillText",
-    "Legislator",
-    "LegislatorSocialMedia",
-    "Vote",
-    "VoteRecord",
-]
--- a/python/orm/data_science_dev/congress/bill.py
+++ b/python/orm/data_science_dev/congress/bill.py
@@ -1,66 +0,0 @@
-"""Bill model - legislation introduced in Congress."""
-
-from __future__ import annotations
-
-from datetime import date
-from typing import TYPE_CHECKING
-
-from sqlalchemy import ForeignKey, Index, UniqueConstraint
-from sqlalchemy.orm import Mapped, mapped_column, relationship
-
-from python.orm.data_science_dev.base import DataScienceDevTableBase
-
-if TYPE_CHECKING:
-    from python.orm.data_science_dev.congress.vote import Vote
-
-
-class Bill(DataScienceDevTableBase):
-    """Legislation with congress number, type, titles, status, and sponsor."""
-
-    __tablename__ = "bill"
-
-    congress: Mapped[int]
-    bill_type: Mapped[str]
-    number: Mapped[int]
-
-    title: Mapped[str | None]
-    title_short: Mapped[str | None]
-    official_title: Mapped[str | None]
-
-    status: Mapped[str | None]
-    status_at: Mapped[date | None]
-
-    sponsor_bioguide_id: Mapped[str | None]
-
-    subjects_top_term: Mapped[str | None]
-
-    votes: Mapped[list[Vote]] = relationship(
-        "Vote",
-        back_populates="bill",
-    )
-    bill_texts: Mapped[list[BillText]] = relationship(
-        "BillText",
-        back_populates="bill",
-        cascade="all, delete-orphan",
-    )
-
-    __table_args__ = (
-        UniqueConstraint("congress", "bill_type", "number", name="uq_bill_congress_type_number"),
-        Index("ix_bill_congress", "congress"),
-    )
-
-
-class BillText(DataScienceDevTableBase):
-    """Stores different text versions of a bill (introduced, enrolled, etc.)."""
-
-    __tablename__ = "bill_text"
-
-    bill_id: Mapped[int] = mapped_column(ForeignKey("main.bill.id", ondelete="CASCADE"))
-    version_code: Mapped[str]
-    version_name: Mapped[str | None]
-    text_content: Mapped[str | None]
-    date: Mapped[date | None]
-
-    bill: Mapped[Bill] = relationship("Bill", back_populates="bill_texts")
-
-    __table_args__ = (UniqueConstraint("bill_id", "version_code", name="uq_bill_text_bill_id_version_code"),)
--- a/python/orm/data_science_dev/congress/legislator.py
+++ b/python/orm/data_science_dev/congress/legislator.py
@@ -1,66 +0,0 @@
-"""Legislator model - members of Congress."""
-
-from __future__ import annotations
-
-from datetime import date
-from typing import TYPE_CHECKING
-
-from sqlalchemy import ForeignKey, Text
-from sqlalchemy.orm import Mapped, mapped_column, relationship
-
-from python.orm.data_science_dev.base import DataScienceDevTableBase
-
-if TYPE_CHECKING:
-    from python.orm.data_science_dev.congress.vote import VoteRecord
-
-
-class Legislator(DataScienceDevTableBase):
-    """Members of Congress with identification and current term info."""
-
-    __tablename__ = "legislator"
-
-    bioguide_id: Mapped[str] = mapped_column(Text, unique=True, index=True)
-
-    thomas_id: Mapped[str | None]
-    lis_id: Mapped[str | None]
-    govtrack_id: Mapped[int | None]
-    opensecrets_id: Mapped[str | None]
-    fec_ids: Mapped[str | None]
-
-    first_name: Mapped[str]
-    last_name: Mapped[str]
-    official_full_name: Mapped[str | None]
-    nickname: Mapped[str | None]
-
-    birthday: Mapped[date | None]
-    gender: Mapped[str | None]
-
-    current_party: Mapped[str | None]
-    current_state: Mapped[str | None]
-    current_district: Mapped[int | None]
-    current_chamber: Mapped[str | None]
-
-    social_media_accounts: Mapped[list[LegislatorSocialMedia]] = relationship(
-        "LegislatorSocialMedia",
-        back_populates="legislator",
-        cascade="all, delete-orphan",
-    )
-    vote_records: Mapped[list[VoteRecord]] = relationship(
-        "VoteRecord",
-        back_populates="legislator",
-        cascade="all, delete-orphan",
-    )
-
-
-class LegislatorSocialMedia(DataScienceDevTableBase):
-    """Social media account linked to a legislator."""
-
-    __tablename__ = "legislator_social_media"
-
-    legislator_id: Mapped[int] = mapped_column(ForeignKey("main.legislator.id"))
-    platform: Mapped[str]
-    account_name: Mapped[str]
-    url: Mapped[str | None]
-    source: Mapped[str]
-
-    legislator: Mapped[Legislator] = relationship(back_populates="social_media_accounts")
--- a/python/orm/data_science_dev/congress/vote.py
+++ b/python/orm/data_science_dev/congress/vote.py
@@ -1,79 +0,0 @@
-"""Vote model - roll call votes in Congress."""
-
-from __future__ import annotations
-
-from datetime import date
-from typing import TYPE_CHECKING
-
-from sqlalchemy import ForeignKey, Index, UniqueConstraint
-from sqlalchemy.orm import Mapped, mapped_column, relationship
-
-from python.orm.data_science_dev.base import DataScienceDevBase, DataScienceDevTableBase
-
-if TYPE_CHECKING:
-    from python.orm.data_science_dev.congress.bill import Bill
-    from python.orm.data_science_dev.congress.legislator import Legislator
-    from python.orm.data_science_dev.congress.vote import Vote
-
-
-class VoteRecord(DataScienceDevBase):
-    """Links a vote to a legislator with their position (Yea, Nay, etc.)."""
-
-    __tablename__ = "vote_record"
-
-    vote_id: Mapped[int] = mapped_column(
-        ForeignKey("main.vote.id", ondelete="CASCADE"),
-        primary_key=True,
-    )
-    legislator_id: Mapped[int] = mapped_column(
-        ForeignKey("main.legislator.id", ondelete="CASCADE"),
-        primary_key=True,
-    )
-    position: Mapped[str]
-
-    vote: Mapped[Vote] = relationship("Vote", back_populates="vote_records")
-    legislator: Mapped[Legislator] = relationship("Legislator", back_populates="vote_records")
-
-
-class Vote(DataScienceDevTableBase):
-    """Roll call votes with counts and optional bill linkage."""
-
-    __tablename__ = "vote"
-
-    congress: Mapped[int]
-    chamber: Mapped[str]
-    session: Mapped[int]
-    number: Mapped[int]
-
-    vote_type: Mapped[str | None]
-    question: Mapped[str | None]
-    result: Mapped[str | None]
-    result_text: Mapped[str | None]
-
-    vote_date: Mapped[date]
-
-    yea_count: Mapped[int | None]
-    nay_count: Mapped[int | None]
-    not_voting_count: Mapped[int | None]
-    present_count: Mapped[int | None]
-
-    bill_id: Mapped[int | None] = mapped_column(ForeignKey("main.bill.id"))
-
-    bill: Mapped[Bill | None] = relationship("Bill", back_populates="votes")
-    vote_records: Mapped[list[VoteRecord]] = relationship(
-        "VoteRecord",
-        back_populates="vote",
-        cascade="all, delete-orphan",
-    )
-
-    __table_args__ = (
-        UniqueConstraint(
-            "congress",
-            "chamber",
-            "session",
-            "number",
-            name="uq_vote_congress_chamber_session_number",
-        ),
-        Index("ix_vote_date", "vote_date"),
-        Index("ix_vote_congress_chamber", "congress", "chamber"),
-    )
--- a/python/orm/data_science_dev/models.py
+++ b/python/orm/data_science_dev/models.py
@@ -1,16 +0,0 @@
-"""Data science dev database ORM models."""
-
-from __future__ import annotations
-
-from python.orm.data_science_dev.congress import Bill, BillText, Legislator, Vote, VoteRecord
-from python.orm.data_science_dev.posts import partitions  # noqa: F401 — registers partition classes in metadata
-from python.orm.data_science_dev.posts.tables import Posts
-
-__all__ = [
-    "Bill",
-    "BillText",
-    "Legislator",
-    "Posts",
-    "Vote",
-    "VoteRecord",
-]
--- a/python/orm/data_science_dev/posts/init.py
+++ b/python/orm/data_science_dev/posts/init.py
@@ -1,11 +0,0 @@
-"""Posts module — weekly-partitioned posts table and partition ORM models."""
-
-from __future__ import annotations
-
-from python.orm.data_science_dev.posts.failed_ingestion import FailedIngestion
-from python.orm.data_science_dev.posts.tables import Posts
-
-__all__ = [
-    "FailedIngestion",
-    "Posts",
-]
--- a/python/orm/data_science_dev/posts/columns.py
+++ b/python/orm/data_science_dev/posts/columns.py
@@ -1,33 +0,0 @@
-"""Shared column definitions for the posts partitioned table family."""
-
-from __future__ import annotations
-
-from datetime import datetime
-
-from sqlalchemy import BigInteger, SmallInteger, Text
-from sqlalchemy.orm import Mapped, mapped_column
-
-
-class PostsColumns:
-    """Mixin providing all posts columns. Used by both the parent table and partitions."""
-
-    post_id: Mapped[int] = mapped_column(BigInteger, primary_key=True)
-    user_id: Mapped[int] = mapped_column(BigInteger)
-    instance: Mapped[str]
-    date: Mapped[datetime] = mapped_column(primary_key=True)
-    text: Mapped[str] = mapped_column(Text)
-    langs: Mapped[str | None]
-    like_count: Mapped[int]
-    reply_count: Mapped[int]
-    repost_count: Mapped[int]
-    reply_to: Mapped[int | None] = mapped_column(BigInteger)
-    replied_author: Mapped[int | None] = mapped_column(BigInteger)
-    thread_root: Mapped[int | None] = mapped_column(BigInteger)
-    thread_root_author: Mapped[int | None] = mapped_column(BigInteger)
-    repost_from: Mapped[int | None] = mapped_column(BigInteger)
-    reposted_author: Mapped[int | None] = mapped_column(BigInteger)
-    quotes: Mapped[int | None] = mapped_column(BigInteger)
-    quoted_author: Mapped[int | None] = mapped_column(BigInteger)
-    labels: Mapped[str | None]
-    sent_label: Mapped[int | None] = mapped_column(SmallInteger)
-    sent_score: Mapped[float | None]
--- a/python/orm/data_science_dev/posts/failed_ingestion.py
+++ b/python/orm/data_science_dev/posts/failed_ingestion.py
@@ -1,17 +0,0 @@
-"""Table for storing JSONL lines that failed during post ingestion."""
-
-from __future__ import annotations
-
-from sqlalchemy import Text
-from sqlalchemy.orm import Mapped, mapped_column
-
-from python.orm.data_science_dev.base import DataScienceDevTableBase
-
-
-class FailedIngestion(DataScienceDevTableBase):
-    """Stores raw JSONL lines and their error messages when ingestion fails."""
-
-    __tablename__ = "failed_ingestion"
-
-    raw_line: Mapped[str] = mapped_column(Text)
-    error: Mapped[str] = mapped_column(Text)
--- a/python/orm/data_science_dev/posts/partitions.py
+++ b/python/orm/data_science_dev/posts/partitions.py
@@ -1,71 +0,0 @@
-"""Dynamically generated ORM classes for each weekly partition of the posts table.
-
-Each class maps to a PostgreSQL partition table (e.g. posts_2024_01).
-These are real ORM models tracked by Alembic autogenerate.
-
-Uses ISO week numbering (datetime.isocalendar().week). ISO years can have
-52 or 53 weeks, and week boundaries are always Monday to Monday.
-"""
-
-from __future__ import annotations
-
-import sys
-from datetime import UTC, datetime
-
-from python.orm.data_science_dev.base import DataScienceDevBase
-from python.orm.data_science_dev.posts.columns import PostsColumns
-
-PARTITION_START_YEAR = 2023
-PARTITION_END_YEAR = 2026
-
-_current_module = sys.modules[__name__]
-
-
-def iso_weeks_in_year(year: int) -> int:
-    """Return the number of ISO weeks in a given year (52 or 53)."""
-    dec_28 = datetime(year, 12, 28, tzinfo=UTC)
-    return dec_28.isocalendar().week
-
-
-def week_bounds(year: int, week: int) -> tuple[datetime, datetime]:
-    """Return (start, end) datetimes for an ISO week.
-
-    Start = Monday 00:00:00 UTC of the given ISO week.
-    End   = Monday 00:00:00 UTC of the following ISO week.
-    """
-    start = datetime.fromisocalendar(year, week, 1).replace(tzinfo=UTC)
-    if week < iso_weeks_in_year(year):
-        end = datetime.fromisocalendar(year, week + 1, 1).replace(tzinfo=UTC)
-    else:
-        end = datetime.fromisocalendar(year + 1, 1, 1).replace(tzinfo=UTC)
-    return start, end
-
-
-def _build_partition_classes() -> dict[str, type]:
-    """Generate one ORM class per ISO week partition."""
-    classes: dict[str, type] = {}
-
-    for year in range(PARTITION_START_YEAR, PARTITION_END_YEAR + 1):
-        for week in range(1, iso_weeks_in_year(year) + 1):
-            class_name = f"PostsWeek{year}W{week:02d}"
-            table_name = f"posts_{year}_{week:02d}"
-
-            partition_class = type(
-                class_name,
-                (PostsColumns, DataScienceDevBase),
-                {
-                    "__tablename__": table_name,
-                    "__table_args__": ({"implicit_returning": False},),
-                },
-            )
-
-            classes[class_name] = partition_class
-
-    return classes
-
-
-# Generate all partition classes and register them on this module
-_partition_classes = _build_partition_classes()
-for _name, _cls in _partition_classes.items():
-    setattr(_current_module, _name, _cls)
-__all__ = list(_partition_classes.keys())
--- a/python/orm/data_science_dev/posts/tables.py
+++ b/python/orm/data_science_dev/posts/tables.py
@@ -1,13 +0,0 @@
-"""Posts parent table with PostgreSQL weekly range partitioning on date column."""
-
-from __future__ import annotations
-
-from python.orm.data_science_dev.base import DataScienceDevBase
-from python.orm.data_science_dev.posts.columns import PostsColumns
-
-
-class Posts(PostsColumns, DataScienceDevBase):
-    """Parent partitioned table for posts, partitioned by week on `date`."""
-
-    __tablename__ = "posts"
-    __table_args__ = ({"postgresql_partition_by": "RANGE (date)"},)
--- a/python/orm/richie/init.py
+++ b/python/orm/richie/init.py
@@ -3,6 +3,7 @@
 from __future__ import annotations

 from python.orm.richie.base import RichieBase, TableBase, TableBaseBig, TableBaseSmall
+from python.orm.richie.congress import Bill, Legislator, Vote, VoteRecord
 from python.orm.richie.contact import (
    Contact,
    ContactNeed,
@@ -12,13 +13,17 @@ from python.orm.richie.contact import (
 )

 __all__ = [
+    "Bill",
    "Contact",
    "ContactNeed",
    "ContactRelationship",
+    "Legislator",
    "Need",
    "RelationshipType",
    "RichieBase",
    "TableBase",
    "TableBaseBig",
    "TableBaseSmall",
+    "Vote",
+    "VoteRecord",
 ]
--- a/python/orm/richie/congress.py
+++ b/python/orm/richie/congress.py
@@ -0,0 +1,150 @@
+"""Congress Tracker database models."""
+
+from __future__ import annotations
+
+from datetime import date
+
+from sqlalchemy import ForeignKey, Index, Text, UniqueConstraint
+from sqlalchemy.orm import Mapped, mapped_column, relationship
+
+from python.orm.richie.base import RichieBase, TableBase
+
+
+class Legislator(TableBase):
+    """Legislator model - members of Congress."""
+
+    __tablename__ = "legislator"
+
+    # Natural key - bioguide ID is the authoritative identifier
+    bioguide_id: Mapped[str] = mapped_column(Text, unique=True, index=True)
+
+    # Other IDs for cross-referencing
+    thomas_id: Mapped[str | None]
+    lis_id: Mapped[str | None]
+    govtrack_id: Mapped[int | None]
+    opensecrets_id: Mapped[str | None]
+    fec_ids: Mapped[str | None]  # JSON array stored as string
+
+    # Name info
+    first_name: Mapped[str]
+    last_name: Mapped[str]
+    official_full_name: Mapped[str | None]
+    nickname: Mapped[str | None]
+
+    # Bio
+    birthday: Mapped[date | None]
+    gender: Mapped[str | None]  # M/F
+
+    # Current term info (denormalized for query efficiency)
+    current_party: Mapped[str | None]
+    current_state: Mapped[str | None]
+    current_district: Mapped[int | None]  # House only
+    current_chamber: Mapped[str | None]  # rep/sen
+
+    # Relationships
+    vote_records: Mapped[list[VoteRecord]] = relationship(
+        "VoteRecord",
+        back_populates="legislator",
+        cascade="all, delete-orphan",
+    )
+
+
+class Bill(TableBase):
+    """Bill model - legislation introduced in Congress."""
+
+    __tablename__ = "bill"
+
+    # Composite natural key: congress + bill_type + number
+    congress: Mapped[int]
+    bill_type: Mapped[str]  # hr, s, hres, sres, hjres, sjres
+    number: Mapped[int]
+
+    # Bill info
+    title: Mapped[str | None]
+    title_short: Mapped[str | None]
+    official_title: Mapped[str | None]
+
+    # Status
+    status: Mapped[str | None]
+    status_at: Mapped[date | None]
+
+    # Sponsor
+    sponsor_bioguide_id: Mapped[str | None]
+
+    # Subjects
+    subjects_top_term: Mapped[str | None]
+
+    # Relationships
+    votes: Mapped[list[Vote]] = relationship(
+        "Vote",
+        back_populates="bill",
+    )
+
+    __table_args__ = (
+        UniqueConstraint("congress", "bill_type", "number", name="uq_bill_congress_type_number"),
+        Index("ix_bill_congress", "congress"),
+    )
+
+
+class Vote(TableBase):
+    """Vote model - roll call votes in Congress."""
+
+    __tablename__ = "vote"
+
+    # Composite natural key: congress + chamber + session + number
+    congress: Mapped[int]
+    chamber: Mapped[str]  # house/senate
+    session: Mapped[int]
+    number: Mapped[int]
+
+    # Vote details
+    vote_type: Mapped[str | None]
+    question: Mapped[str | None]
+    result: Mapped[str | None]
+    result_text: Mapped[str | None]
+
+    # Timing
+    vote_date: Mapped[date]
+
+    # Vote counts (denormalized for efficiency)
+    yea_count: Mapped[int | None]
+    nay_count: Mapped[int | None]
+    not_voting_count: Mapped[int | None]
+    present_count: Mapped[int | None]
+
+    # Related bill (optional - not all votes are on bills)
+    bill_id: Mapped[int | None] = mapped_column(ForeignKey("main.bill.id"))
+
+    # Relationships
+    bill: Mapped[Bill | None] = relationship("Bill", back_populates="votes")
+    vote_records: Mapped[list[VoteRecord]] = relationship(
+        "VoteRecord",
+        back_populates="vote",
+        cascade="all, delete-orphan",
+    )
+
+    __table_args__ = (
+        UniqueConstraint("congress", "chamber", "session", "number", name="uq_vote_congress_chamber_session_number"),
+        Index("ix_vote_date", "vote_date"),
+        Index("ix_vote_congress_chamber", "congress", "chamber"),
+    )
+
+
+class VoteRecord(RichieBase):
+    """Association table: Vote <-> Legislator with position."""
+
+    __tablename__ = "vote_record"
+
+    vote_id: Mapped[int] = mapped_column(
+        ForeignKey("main.vote.id", ondelete="CASCADE"),
+        primary_key=True,
+    )
+    legislator_id: Mapped[int] = mapped_column(
+        ForeignKey("main.legislator.id", ondelete="CASCADE"),
+        primary_key=True,
+    )
+    position: Mapped[str]  # Yea, Nay, Not Voting, Present
+
+    # Relationships
+    vote: Mapped[Vote] = relationship("Vote", back_populates="vote_records")
+    legislator: Mapped[Legislator] = relationship("Legislator", back_populates="vote_records")
--- a/python/signal_bot/device_registry.py
+++ b/python/signal_bot/device_registry.py
@@ -63,9 +63,9 @@ class DeviceRegistry:
            return

        with Session(self.engine) as session:
-            device = session.scalars(
+            device = session.execute(
                select(SignalDevice).where(SignalDevice.phone_number == phone_number)
-            ).one_or_none()
+            ).scalar_one_or_none()

            if device:
                if device.safety_number != safety_number and device.trust_level != TrustLevel.BLOCKED:
@@ -99,9 +99,9 @@ class DeviceRegistry:
        Returns True if the device was found and verified.
        """
        with Session(self.engine) as session:
-            device = session.scalars(
+            device = session.execute(
                select(SignalDevice).where(SignalDevice.phone_number == phone_number)
-            ).one_or_none()
+            ).scalar_one_or_none()

            if not device:
                logger.warning(f"Cannot verify unknown device: {phone_number}")
@@ -139,9 +139,9 @@ class DeviceRegistry:
    def grant_role(self, phone_number: str, role: Role) -> bool:
        """Add a role to a device. Called by admin over SSH."""
        with Session(self.engine) as session:
-            device = session.scalars(
+            device = session.execute(
                select(SignalDevice).where(SignalDevice.phone_number == phone_number)
-            ).one_or_none()
+            ).scalar_one_or_none()

            if not device:
                logger.warning(f"Cannot grant role for unknown device: {phone_number}")
@@ -150,7 +150,7 @@ class DeviceRegistry:
            if any(record.name == role for record in device.roles):
                return True

-            role_record = session.scalars(select(RoleRecord).where(RoleRecord.name == role)).one_or_none()
+            role_record = session.execute(select(RoleRecord).where(RoleRecord.name == role)).scalar_one_or_none()

            if not role_record:
                logger.warning(f"Unknown role: {role}")
@@ -165,9 +165,9 @@ class DeviceRegistry:
    def revoke_role(self, phone_number: str, role: Role) -> bool:
        """Remove a role from a device. Called by admin over SSH."""
        with Session(self.engine) as session:
-            device = session.scalars(
+            device = session.execute(
                select(SignalDevice).where(SignalDevice.phone_number == phone_number)
-            ).one_or_none()
+            ).scalar_one_or_none()

            if not device:
                logger.warning(f"Cannot revoke role for unknown device: {phone_number}")
@@ -182,16 +182,16 @@ class DeviceRegistry:
    def set_roles(self, phone_number: str, roles: list[Role]) -> bool:
        """Replace all roles for a device. Called by admin over SSH."""
        with Session(self.engine) as session:
-            device = session.scalars(
+            device = session.execute(
                select(SignalDevice).where(SignalDevice.phone_number == phone_number)
-            ).one_or_none()
+            ).scalar_one_or_none()

            if not device:
                logger.warning(f"Cannot set roles for unknown device: {phone_number}")
                return False

            role_names = [str(role) for role in roles]
-            records = session.scalars(select(RoleRecord).where(RoleRecord.name.in_(role_names))).all()
+            records = list(session.execute(select(RoleRecord).where(RoleRecord.name.in_(role_names))).scalars().all())
            device.roles = records
            session.commit()
            self._update_cache(phone_number, device)
@@ -203,7 +203,7 @@ class DeviceRegistry:
    def list_devices(self) -> list[SignalDevice]:
        """Return all known devices."""
        with Session(self.engine) as session:
-            return list(session.scalars(select(SignalDevice)).all())
+            return list(session.execute(select(SignalDevice)).scalars().all())

    def sync_identities(self) -> None:
        """Pull identity list from signal-cli and record any new ones."""
@@ -226,7 +226,9 @@ class DeviceRegistry:
    def _load_device(self, phone_number: str) -> SignalDevice | None:
        """Fetch a device by phone number (with joined roles)."""
        with Session(self.engine) as session:
-            return session.scalars(select(SignalDevice).where(SignalDevice.phone_number == phone_number)).one_or_none()
+            return session.execute(
+                select(SignalDevice).where(SignalDevice.phone_number == phone_number)
+            ).scalar_one_or_none()

    def _update_cache(self, phone_number: str, device: SignalDevice) -> None:
        """Refresh the cache entry for a device."""
@@ -242,9 +244,9 @@ class DeviceRegistry:
    def _set_trust(self, phone_number: str, level: str, log_msg: str | None = None) -> bool:
        """Update the trust level for a device."""
        with Session(self.engine) as session:
-            device = session.scalars(
+            device = session.execute(
                select(SignalDevice).where(SignalDevice.phone_number == phone_number)
-            ).one_or_none()
+            ).scalar_one_or_none()

            if not device:
                return False
@@ -267,7 +269,7 @@ def sync_roles(engine: Engine) -> None:
    expected = {role.value for role in Role}

    with Session(engine) as session:
-        existing = set(session.scalars(select(RoleRecord.name)).all())
+        existing = {record.name for record in session.execute(select(RoleRecord)).scalars().all()}

        to_add = expected - existing
        to_remove = existing - expected
--- a/python/tools/snapshot_manager.py
+++ b/python/tools/snapshot_manager.py
@@ -34,9 +34,8 @@ def main(config_file: Path) -> None:
                logger.error(msg)
                signal_alert(msg)
                continue
-            count_lookup = get_count_lookup(config_file, dataset.name)
-            logger.info(f"using {count_lookup} for {dataset.name}")
-            get_snapshots_to_delete(dataset, count_lookup)
+
+            get_snapshots_to_delete(dataset, get_count_lookup(config_file, dataset.name))
    except Exception:
        logger.exception("snapshot_manager failed")
        signal_alert("snapshot_manager failed")
@@ -100,7 +99,6 @@ def get_snapshots_to_delete(
    """
    snapshots = dataset.get_snapshots()

-    logger.info(f"calculating snapshots for {dataset.name} to be deleted")
    if not snapshots:
        logger.info(f"{dataset.name} has no snapshots")
        return
--- a/python/tools/whisper/Dockerfile
+++ b/python/tools/whisper/Dockerfile
@@ -1,17 +0,0 @@
-FROM nvidia/cuda:12.4.1-cudnn-runtime-ubuntu22.04
-
-ENV DEBIAN_FRONTEND=noninteractive \
-    PYTHONDONTWRITEBYTECODE=1 \
-    PYTHONUNBUFFERED=1
-
-RUN apt-get update \
-    && apt-get install -y --no-install-recommends python3 python3-pip ffmpeg \
-    && rm -rf /var/lib/apt/lists/*
-
-RUN pip3 install --no-cache-dir --upgrade pip \
-    && pip3 install --no-cache-dir faster-whisper requests
-
-WORKDIR /app
-COPY python/tools/whisper/inference.py /app/inference.py
-
-ENTRYPOINT ["python3", "/app/inference.py"]
--- a/python/tools/whisper/Dockerfile.dockerignore
+++ b/python/tools/whisper/Dockerfile.dockerignore
@@ -1,2 +0,0 @@
-*
-!python/tools/whisper/inference.py
--- a/python/tools/whisper/init.py
+++ b/python/tools/whisper/init.py
@@ -1 +0,0 @@
-"""Whisper transcription tools (host orchestrator and container entrypoint)."""
--- a/python/tools/whisper/inference.py
+++ b/python/tools/whisper/inference.py
@@ -1,136 +0,0 @@
-"""Container entrypoint that transcribes a directory of audio files with faster-whisper.
-
-Run inside the whisper-transcribe docker image; segment timestamps are grouped
-into one-minute buckets so the output reads as ``[HH:MM:00] text``.
-"""
-
-from __future__ import annotations
-
-import argparse
-import logging
-from pathlib import Path
-
-from faster_whisper import WhisperModel
-
-logger = logging.getLogger(__name__)
-
-AUDIO_EXTENSIONS = {".mp3", ".wav", ".m4a", ".flac", ".ogg", ".opus", ".mp4", ".mkv", ".webm", ".aac"}
-BUCKET_SECONDS = 60
-BEAM_SIZE = 5
-SECONDS_PER_HOUR = 3600
-SECONDS_PER_MINUTE = 60
-
-
-def format_timestamp(total_seconds: float) -> str:
-    """Render a whole-minute timestamp as ``HH:MM:00``.
-
-    Args:
-        total_seconds: Offset in seconds from the start of the audio.
-
-    Returns:
-        A zero-padded ``HH:MM:00`` string.
-    """
-    hours = int(total_seconds // SECONDS_PER_HOUR)
-    minutes = int((total_seconds % SECONDS_PER_HOUR) // SECONDS_PER_MINUTE)
-    return f"{hours:02d}:{minutes:02d}:00"
-
-
-def transcribe_file(model: WhisperModel, audio_path: Path, output_path: Path) -> None:
-    """Transcribe one audio file and write the bucketed transcript to disk.
-
-    Args:
-        model: Loaded faster-whisper model.
-        audio_path: Source audio file.
-        output_path: Destination ``.txt`` path.
-    """
-    logger.info("Transcribing %s", audio_path)
-    segments, info = model.transcribe(
-        str(audio_path),
-        language="en",
-        beam_size=BEAM_SIZE,
-        vad_filter=True,
-    )
-    logger.info("Duration %.1fs", info.duration)
-
-    buckets: dict[int, list[str]] = {}
-    for segment in segments:
-        bucket = int(segment.start // BUCKET_SECONDS)
-        buckets.setdefault(bucket, []).append(segment.text.strip())
-
-    lines = [f"[{format_timestamp(bucket * BUCKET_SECONDS)}] {' '.join(buckets[bucket])}" for bucket in sorted(buckets)]
-    output_path.write_text("\n\n".join(lines) + "\n", encoding="utf-8")
-    logger.info("Wrote %s", output_path)
-
-
-def find_audio_files(input_directory: Path) -> list[Path]:
-    """Collect every audio file under ``input_directory``.
-
-    Args:
-        input_directory: Directory to walk recursively.
-
-    Returns:
-        Sorted list of audio file paths.
-    """
-    return sorted(
-        path for path in input_directory.rglob("*") if path.is_file() and path.suffix.lower() in AUDIO_EXTENSIONS
-    )
-
-
-def configure_container_logger() -> None:
-    """Configure logging for the container (stdout, INFO)."""
-    logging.basicConfig(
-        level=logging.INFO,
-        format="%(asctime)s %(levelname)s %(message)s",
-    )
-
-
-def parse_arguments() -> argparse.Namespace:
-    """Parse CLI arguments for the container entrypoint.
-
-    Returns:
-        Parsed argparse namespace.
-    """
-    parser = argparse.ArgumentParser(description=__doc__)
-    parser.add_argument("--input", type=Path, default=Path("/audio"))
-    parser.add_argument("--output", type=Path, default=Path("/output"))
-    parser.add_argument("--model", default="large-v3")
-    parser.add_argument(
-        "--download-only",
-        action="store_true",
-        help="Download the model into the cache volume and exit without transcribing.",
-    )
-    return parser.parse_args()
-
-
-def main() -> None:
-    """Load the model, then either exit (download-only) or transcribe the directory."""
-    configure_container_logger()
-    arguments = parse_arguments()
-
-    logger.info("Loading model %s on CUDA", arguments.model)
-    model = WhisperModel(arguments.model, device="cuda", compute_type="float16")
-
-    if arguments.download_only:
-        logger.info("Model ready; exiting (download-only mode)")
-        return
-
-    arguments.output.mkdir(parents=True, exist_ok=True)
-
-    audio_files = find_audio_files(arguments.input)
-    if not audio_files:
-        logger.warning("No audio files found in %s", arguments.input)
-        return
-
-    logger.info("Found %d audio file(s)", len(audio_files))
-    for audio_path in audio_files:
-        relative = audio_path.relative_to(arguments.input)
-        output_path = arguments.output / relative.with_suffix(".txt")
-        output_path.parent.mkdir(parents=True, exist_ok=True)
-        if output_path.exists():
-            logger.info("Skip %s (already transcribed)", relative)
-            continue
-        transcribe_file(model, audio_path, output_path)
-
-
-if __name__ == "__main__":
-    main()
--- a/python/tools/whisper/transcribe.py
+++ b/python/tools/whisper/transcribe.py
@@ -1,167 +0,0 @@
-"""Build and run the whisper transcription docker container on demand.
-
-The container is started fresh for each invocation and removed on exit
-(``docker run --rm``). The model is cached in a named docker volume so
-only the first run pays the download cost.
-"""
-
-from __future__ import annotations
-
-import logging
-import subprocess
-from pathlib import Path
-from typing import Annotated
-
-import typer
-
-from python.common import configure_logger
-
-logger = logging.getLogger(__name__)
-
-
-class Config:
-    """Paths and names for the whisper-transcribe Docker workflow."""
-
-    image_tag = "whisper-transcribe:latest"
-    model_volume = "whisper-models"
-    repo_root = Path(__file__).resolve().parents[3]
-    dockerfile = Path(__file__).resolve().parent / "Dockerfile"
-    huggingface_cache = "/root/.cache/huggingface"
-
-
-def run_docker(arguments: list[str]) -> None:
-    """Run a docker subcommand, streaming output and raising on failure.
-
-    Args:
-        arguments: Arguments to pass to the ``docker`` binary.
-
-    Raises:
-        subprocess.CalledProcessError: If docker exits non-zero.
-    """
-    logger.info("docker %s", " ".join(arguments))
-    subprocess.run(["docker", *arguments], check=True)
-
-
-def build_image() -> None:
-    """Build the whisper-transcribe image using the repo root as build context."""
-    logger.info("Building image %s", Config.image_tag)
-    run_docker(
-        [
-            "build",
-            "--tag",
-            Config.image_tag,
-            "--file",
-            str(Config.dockerfile),
-            str(Config.repo_root),
-        ],
-    )
-
-
-def model_cache_present(model: str) -> bool:
-    """Check whether the given model is already downloaded in the cache volume.
-
-    Args:
-        model: faster-whisper model name (e.g. ``large-v3``).
-
-    Returns:
-        True if the HuggingFace cache directory for the model exists in the volume.
-    """
-    cache_directory = f"hub/models--Systran--faster-whisper-{model}"
-    completed = subprocess.run(
-        [
-            "docker",
-            "run",
-            "--rm",
-            "--volume",
-            f"{Config.model_volume}:/cache",
-            "alpine",
-            "test",
-            "-d",
-            f"/cache/{cache_directory}",
-        ],
-        check=False,
-    )
-    return completed.returncode == 0
-
-
-def download_model(model: str) -> None:
-    """Download the model into the cache volume and exit.
-
-    Args:
-        model: faster-whisper model name.
-    """
-    logger.info("Downloading model %s into volume %s", model, Config.model_volume)
-    run_docker(
-        [
-            "run",
-            "--rm",
-            "--device=nvidia.com/gpu=all",
-            "--ipc=host",
-            "--volume",
-            f"{Config.model_volume}:{Config.huggingface_cache}",
-            Config.image_tag,
-            "--model",
-            model,
-            "--download-only",
-        ],
-    )
-
-
-def transcribe(input_directory: Path, output_directory: Path, model: str) -> None:
-    """Run transcription on every audio file under ``input_directory``.
-
-    Args:
-        input_directory: Host path containing audio files (mounted read-only).
-        output_directory: Host path for ``.txt`` transcripts.
-        model: faster-whisper model name.
-    """
-    logger.info("Transcribing %s -> %s (model=%s)", input_directory, output_directory, model)
-    run_docker(
-        [
-            "run",
-            "--rm",
-            "--device=nvidia.com/gpu=all",
-            "--ipc=host",
-            "--volume",
-            f"{input_directory}:/audio:ro",
-            "--volume",
-            f"{output_directory}:/output",
-            "--volume",
-            f"{Config.model_volume}:{Config.huggingface_cache}",
-            Config.image_tag,
-            "--model",
-            model,
-        ],
-    )
-
-
-def main(
-    input_directory: Annotated[Path, typer.Argument(help="Directory of audio files to transcribe.")],
-    output_directory: Annotated[Path, typer.Argument(help="Directory to write .txt transcripts to.")],
-    model: Annotated[str, typer.Option(help="faster-whisper model name.")] = "large-v3",
-    *,
-    force_download: Annotated[
-        bool,
-        typer.Option("--force-download", help="Re-download the model even if already cached."),
-    ] = False,
-) -> None:
-    """Build the image, ensure the model is cached, then transcribe and stop."""
-    configure_logger()
-
-    resolved_input = input_directory.resolve(strict=True)
-    output_directory.mkdir(parents=True, exist_ok=True)
-    resolved_output = output_directory.resolve()
-
-    build_image()
-
-    if force_download or not model_cache_present(model):
-        download_model(model)
-    else:
-        logger.info("Model %s already cached in volume %s", model, Config.model_volume)
-
-    transcribe(resolved_input, resolved_output, model)
-    logger.info("Done. Container stopped.")
-
-
-if __name__ == "__main__":
-    typer.run(main)
--- a/systems/bob/default.nix
+++ b/systems/bob/default.nix
@@ -1,10 +1,9 @@
-{ inputs, pkgs, ... }:
+{ inputs, ... }:
 {
  imports = [
-    "${inputs.self}/users/math"
    "${inputs.self}/users/richie"
-    "${inputs.self}/users/steve"
    "${inputs.self}/common/global"
+    "${inputs.self}/common/optional/desktop.nix"
    "${inputs.self}/common/optional/docker.nix"
    "${inputs.self}/common/optional/scanner.nix"
    "${inputs.self}/common/optional/steam.nix"
@@ -13,17 +12,13 @@
    "${inputs.self}/common/optional/update.nix"
    "${inputs.self}/common/optional/yubikey.nix"
    "${inputs.self}/common/optional/zerotier.nix"
+    "${inputs.self}/common/optional/brain_substituter.nix"
    "${inputs.self}/common/optional/nvidia.nix"
    ./hardware.nix
    ./syncthing.nix
    ./llms.nix
  ];

-  boot = {
-    kernelPackages = pkgs.linuxPackages_6_18;
-    zfs.package = pkgs.zfs_2_4;
-  };
-
  networking = {
    hostName = "bob";
    hostId = "7c678a41";
--- a/systems/bob/hardware.nix
+++ b/systems/bob/hardware.nix
@@ -28,6 +28,7 @@
        allowDiscards = true;
        keyFileSize = 4096;
        keyFile = "/dev/disk/by-id/usb-Samsung_Flash_Drive_FIT_0374620080067131-0:0";
+        fallbackToPassword = true;
      };
    };
    kernelModules = [ "kvm-amd" ];
--- a/systems/bob/llms.nix
+++ b/systems/bob/llms.nix
@@ -23,7 +23,6 @@
      "magistral:24b"
      "ministral-3:14b"
      "nemotron-3-nano:30b"
-      "nemotron-3-nano:4b"
      "nemotron-cascade-2:30b"
      "qwen3-coder:30b"
      "qwen3-embedding:0.6b"
@@ -42,13 +41,11 @@
      "qwen3:8b"
      "qwen3.5:27b"
      "qwen3.5:35b"
-      "qwen3.6:35b"
      "translategemma:12b"
      "translategemma:27b"
      "translategemma:4b"
-      "rinex20/translategemma3:12b"
    ];
-    models = "/zfs/storage/models";
+    models = "/zfs/models";
    openFirewall = true;
  };
 }
--- a/systems/bob/syncthing.nix
+++ b/systems/bob/syncthing.nix
@@ -31,15 +31,5 @@
      ];
      fsWatcherEnabled = true;
    };
-    "recordings" = {
-      path = "/home/richie/recordings";
-      devices = [
-        "jeeves"
-        "phone"
-        "rhapsody-in-green"
-      ];
-      fsWatcherEnabled = true;
-    };
-
  };
 }
--- a/systems/brain/hardware.nix
+++ b/systems/brain/hardware.nix
@@ -26,6 +26,7 @@
        allowDiscards = true;
        keyFileSize = 4096;
        keyFile = "/dev/disk/by-id/usb-USB_SanDisk_3.2Gen1_03021630090925173333-0:0";
+        fallbackToPassword = true;
      };
    };
    kernelModules = [ "kvm-intel" ];
--- a/systems/jeeves/default.nix
+++ b/systems/jeeves/default.nix
@@ -4,10 +4,9 @@ let
 in
 {
  imports = [
-    "${inputs.self}/users/dov"
-    "${inputs.self}/users/math"
    "${inputs.self}/users/richie"
-    "${inputs.self}/users/steve"
+    "${inputs.self}/users/math"
+    "${inputs.self}/users/dov"
    "${inputs.self}/common/global"
    "${inputs.self}/common/optional/docker.nix"
    "${inputs.self}/common/optional/ssh_decrypt.nix"
@@ -16,7 +15,6 @@ in
    "${inputs.self}/common/optional/zerotier.nix"
    ./docker
    ./services
-    ./web_services
    ./hardware.nix
    ./networking.nix
    ./programs.nix
--- a/systems/jeeves/hardware.nix
+++ b/systems/jeeves/hardware.nix
@@ -9,6 +9,7 @@ let
    inherit device;
    keyFileSize = 4096;
    keyFile = "/dev/disk/by-id/usb-XIAO_USB_Drive_24587CE29074-0:0";
+    fallbackToPassword = true;
  };
  makeLuksSSD =
    device:
--- a/systems/jeeves/scripts/zfs.sh
+++ b/systems/jeeves/scripts/zfs.sh
@@ -15,20 +15,18 @@ sudo zpool add storage -o ashift=12 logs mirror
 sudo zpool create scratch -o ashift=12 -O acltype=posixacl -O atime=off -O dnodesize=auto -O xattr=sa -O compression=zstd -O encryption=aes-256-gcm -O keyformat=hex -O keylocation=file:///key -m /zfs/scratch

 # media datasets
-sudo zfs create media/temp -o sync=disabled -o redundant_metadata=none
 sudo zfs create media/secure -o encryption=aes-256-gcm -o keyformat=hex -o keylocation=file:///root/zfs.key
 sudo zfs create media/secure/docker -o compression=zstd-9
 sudo zfs create media/secure/github-runners -o compression=zstd-9 -o sync=disabled
 sudo zfs create media/secure/home_assistant -o compression=zstd-19
 sudo zfs create media/secure/notes -o copies=2
-sudo zfs create media/secure/postgres -o mountpoint=/zfs/media/database/postgres -o recordsize=16k -o primarycache=metadata
-sudo zfs create media/secure/postgres-wal -o mountpoint=/zfs/media/database/postgres-wal -o recordsize=32k -o primarycache=metadata -o special_small_blocks=32K -o compression=lz4 -o secondarycache=none -o logbias=latency
+sudo zfs create media/secure/postgres -o recordsize=16k -o primarycache=metadata
 sudo zfs create media/secure/services -o compression=zstd-9
 sudo zfs create media/secure/share -o mountpoint=/zfs/media/share -o exec=off

 # scratch datasets
 sudo zfs create scratch/kafka -o mountpoint=/zfs/scratch/kafka -o recordsize=1M
-sudo zfs create scratch/transmission -o mountpoint=/zfs/scratch/transmission -o recordsize=16k -o sync=disabled -o redundant_metadata=none
+sudo zfs create scratch/transmission -o mountpoint=/zfs/scratch/transmission -o recordsize=16k -o sync=disabled

 # storage datasets
 sudo zfs create storage/ollama -o recordsize=1M -o compression=zstd-19 -o sync=disabled
--- a/systems/jeeves/services/cloud_flare_tunnel.nix
+++ b/systems/jeeves/services/cloud_flare_tunnel.nix
@@ -0,0 +1,17 @@
+{ pkgs, ... }:
+let
+  vars = import ../vars.nix;
+in
+{
+  systemd.services.cloud_flare_tunnel = {
+    description = "cloud_flare_tunnel proxy's traffic through cloudflare";
+    after = [ "network.target" ];
+    wantedBy = [ "multi-user.target" ];
+    serviceConfig = {
+      Type = "simple";
+      EnvironmentFile = "${vars.secrets}/docker/cloud_flare_tunnel";
+      ExecStart = "${pkgs.cloudflared}/bin/cloudflared --no-autoupdate tunnel run";
+      Restart = "on-failure";
+    };
+  };
+}
--- a/systems/jeeves/services/gitea.nix
+++ b/systems/jeeves/services/gitea.nix
@@ -2,10 +2,7 @@ let
  vars = import ../vars.nix;
 in
 {
-  networking.firewall.allowedTCPPorts = [
-    6443
-    2223
-  ];
+  networking.firewall.allowedTCPPorts = [ 6443 ];

  services.gitea = {
    enable = true;
@@ -27,7 +24,7 @@ in
        ROOT_URL = "https://gitea.tmmworkshop.com/";
        HTTP_PORT = 6443;
        SSH_PORT = 2223;
-        SSH_LISTEN_PORT = 2223;
+        SSH_LISTEN_PORT = 2224;
        START_SSH_SERVER = true;
        PUBLIC_URL_DETECTION = "auto";
      };
--- a/systems/jeeves/web_services/haproxy.cfg
+++ b/systems/jeeves/web_services/haproxy.cfg
@@ -6,7 +6,6 @@ global
 defaults
  log global
  mode http
-  option httplog
  retries 3
  maxconn 2000
  timeout connect 5s
@@ -23,37 +22,25 @@ defaults
 #Application Setup
 frontend ContentSwitching
  bind *:80 v4v6
-  bind *:443 v4v6 ssl crt /var/lib/acme/audiobookshelf.tmmworkshop.com/full.pem crt /var/lib/acme/cache.tmmworkshop.com/full.pem crt /var/lib/acme/jellyfin.tmmworkshop.com/full.pem crt /var/lib/acme/share.tmmworkshop.com/full.pem crt /var/lib/acme/gitea.tmmworkshop.com/full.pem
+  bind *:443 v4v6 ssl crt /zfs/storage/secrets/docker/cloudflare.pem
  mode  http
-
-  # ACME challenge routing (must be first)
-  acl is_acme path_beg /.well-known/acme-challenge/
-  use_backend acme_challenge if is_acme
-
  # tmmworkshop.com
  acl host_audiobookshelf  hdr(host) -i audiobookshelf.tmmworkshop.com
  acl host_cache  hdr(host) -i cache.tmmworkshop.com
  acl host_jellyfin  hdr(host) -i jellyfin.tmmworkshop.com
  acl host_share  hdr(host) -i share.tmmworkshop.com
+  acl host_gcw  hdr(host) -i gcw.tmmworkshop.com
+  acl host_n8n  hdr(host) -i n8n.tmmworkshop.com
  acl host_gitea  hdr(host) -i gitea.tmmworkshop.com

-  # Hosts allowed to serve plain HTTP (add entries to skip the HTTPS redirect)
-  acl allow_http hdr(host) -i __none__
-  # acl allow_http hdr(host) -i example.tmmworkshop.com
-
-  # Redirect all HTTP to HTTPS unless on the allow list or ACME challenge
-  http-request redirect scheme https code 301 if !{ ssl_fc } !allow_http !is_acme
-
  use_backend audiobookshelf_nodes if host_audiobookshelf
  use_backend cache_nodes  if host_cache
  use_backend jellyfin if host_jellyfin
  use_backend share_nodes  if host_share
+  use_backend gcw_nodes  if host_gcw
+  use_backend n8n  if host_n8n
  use_backend gitea  if host_gitea

-backend acme_challenge
-  mode http
-  server acme 127.0.0.1:8402
-
 backend audiobookshelf_nodes
  mode http
  server server 127.0.0.1:8000
@@ -73,6 +60,14 @@ backend share_nodes
  mode http
  server server 127.0.0.1:8091

+backend gcw_nodes
+  mode http
+  server server 127.0.0.1:8092
+
+backend n8n
+  mode http
+  server server 127.0.0.1:5678
+
 backend gitea
  mode http
  server server 127.0.0.1:6443
--- a/systems/jeeves/web_services/haproxy.nix
+++ b/systems/jeeves/web_services/haproxy.nix
--- a/systems/jeeves/services/hedgedoc.nix
+++ b/systems/jeeves/services/hedgedoc.nix
@@ -1,24 +0,0 @@
-{
-  services.hedgedoc = {
-    enable = true;
-    settings = {
-      host = "0.0.0.0";
-      port = 3000;
-      domain = "192.168.90.40";
-      urlAddPort = true;
-      protocolUseSSL = false;
-      db = {
-        dialect = "postgres";
-        database = "hedgedoc";
-        username = "hedgedoc";
-        host = "/run/postgresql";
-      };
-    };
-  };
-  networking.firewall.allowedTCPPorts = [ 3000 ];
-
-  systemd.services.hedgedoc = {
-    after = [ "postgresql.service" ];
-    requires = [ "postgresql.service" ];
-  };
-}
--- a/systems/jeeves/services/kafka.nix
+++ b/systems/jeeves/services/kafka.nix
@@ -3,7 +3,7 @@ let
 in
 {
  services.apache-kafka = {
-    enable = false;
+    enable = true;
    settings = {
      listeners = [ "PLAINTEXT://localhost:9092" ];
      "log.dirs" = [ vars.kafka ];
--- a/systems/jeeves/services/postgress.nix
+++ b/systems/jeeves/services/postgress.nix
@@ -5,10 +5,6 @@ in
 {
  networking.firewall.allowedTCPPorts = [ 5432 ];

-  # Symlink pg_wal to a ZFS dataset on the special (metadata) vdev for fast WAL writes
-  # this is required for systemd sandboxing
-  systemd.services.postgresql.serviceConfig.ReadWritePaths = [ "/zfs/media/database/postgres-wal" ];
-
  services.postgresql = {
    enable = true;
    package = pkgs.postgresql_17_jit;
@@ -37,19 +33,12 @@ in
      # signalbot
      local signalbot  signalbot   trust

-      # hedgedoc
-      local hedgedoc   hedgedoc    trust
-
      # math
      local postgres  math   trust
      host  postgres  math   127.0.0.1/32    trust
      host  postgres  math   ::1/128         trust
      host  postgres  math   192.168.90.1/24 trust

-      local data_science_dev  math   trust
-      host  data_science_dev  math   127.0.0.1/32    trust
-      host  data_science_dev  math   ::1/128         trust
-      host  data_science_dev  math   192.168.90.1/24 trust
    '';

    identMap = ''
@@ -119,19 +108,10 @@ in
          login = true;
        };
      }
-      {
-        name = "hedgedoc";
-        ensureDBOwnership = true;
-        ensureClauses = {
-          login = true;
-        };
-      }
    ];
    ensureDatabases = [
-      "data_science_dev"
      "hass"
      "gitea"
-      "hedgedoc"
      "math"
      "n8n"
      "richie"
--- a/systems/jeeves/services/validate_system.toml
+++ b/systems/jeeves/services/validate_system.toml
@@ -1,6 +1,7 @@
 zpool = ["root_pool", "storage", "media"]
 services = [
    "audiobookshelf",
+    "cloud_flare_tunnel",
    "haproxy",
    "docker",
    "home-assistant",
--- a/systems/jeeves/snapshot_config.toml
+++ b/systems/jeeves/snapshot_config.toml
@@ -4,7 +4,6 @@ hourly = 24
 daily = 0
 monthly = 0

-# root_pool
 ["root_pool/home"]
 15_min = 8
 hourly = 24
@@ -28,96 +27,57 @@ monthly = 0
 hourly = 24
 daily = 30
 monthly = 6
-# storage
-["storage/ollama"]
-15_min = 2
-hourly = 0
-daily = 0
-monthly = 0

-["storage/secure"]
-15_min = 0
-hourly = 0
-daily = 0
-monthly = 0
-
-["storage/secure/plex"]
+["storage/plex"]
 15_min = 6
 hourly = 2
 daily = 1
 monthly = 0

-["storage/secure/transmission"]
-15_min = 4
-hourly = 0
-daily = 0
+["media/plex"]
+15_min = 6
+hourly = 2
+daily = 1
 monthly = 0

-["storage/secure/secrets"]
+["media/notes"]
 15_min = 8
 hourly = 24
 daily = 30
 monthly = 12

-# media
-["media/temp"]
-15_min = 2
-hourly = 0
-daily = 0
-monthly = 0
-
-["media/secure"]
-15_min = 0
-hourly = 0
-daily = 0
-monthly = 0
-
-["media/secure/plex"]
-15_min = 6
-hourly = 2
-daily = 1
-monthly = 0
-
-["media/secure/postgres-wal"]
-15_min = 4
-hourly = 2
-daily = 0
-monthly = 0
-
-
-["media/secure/postgres"]
-15_min = 8
-hourly = 24
-daily = 7
-monthly = 0
-
-["media/secure/share"]
-15_min = 4
-hourly = 0
-daily = 0
-monthly = 0
-
-["media/secure/github-runners"]
-15_min = 6
-hourly = 2
-daily = 1
-monthly = 0
-
-["media/secure/notes"]
-15_min = 8
-hourly = 24
-daily = 30
-monthly = 12
-
-["media/secure/docker"]
+["media/docker"]
+15_min = 3
+hourly = 12
+daily = 14
+monthly = 2
+
+["media/services"]
+15_min = 3
+hourly = 12
+daily = 14
+monthly = 2
+
+["media/home_assistant"]
 15_min = 3
 hourly = 12
 daily = 14
 monthly = 2

-# scratch
 ["scratch/transmission"]
-15_min = 2
+15_min = 0
+hourly = 0
+daily = 0
+monthly = 0
+
+["storage/transmission"]
+15_min = 0
+hourly = 0
+daily = 0
+monthly = 0
+
+["storage/ollama"]
+15_min = 0
 hourly = 0
 daily = 0
 monthly = 0
--- a/systems/jeeves/syncthing.nix
+++ b/systems/jeeves/syncthing.nix
@@ -89,16 +89,7 @@ in
          ];
          fsWatcherEnabled = true;
        };
-        "recordings" = {
-          path = "/home/richie/recordings";
-          devices = [
-            "bob"
-            "phone"
-            "rhapsody-in-green"
-          ];
-          fsWatcherEnabled = true;
-        };
-        # davids-server
+        #
        "davids-backup1" = {
          id = "8229p-8z3tm"; # cspell:disable-line
          path = "${vars.syncthing}/davids_backups/1";
--- a/systems/jeeves/web_services/acme.nix
+++ b/systems/jeeves/web_services/acme.nix
@@ -1,62 +0,0 @@
-let
-  domains = [
-    "audiobookshelf"
-    "cache"
-    "gitea"
-    "jellyfin"
-    "share"
-  ];
-
-  makeCert = name: {
-    name = "${name}.tmmworkshop.com";
-    value = {
-      webroot = "/var/lib/acme/.challenges";
-      group = "acme";
-      reloadServices = [ "haproxy.service" ];
-    };
-  };
-
-  acmeServices = map (domain: "acme-${domain}.tmmworkshop.com.service") domains;
-in
-{
-  users.users.haproxy.extraGroups = [ "acme" ];
-
-  security.acme = {
-    acceptTerms = true;
-    defaults.email = "Richie@tmmworkshop.com";
-    certs = builtins.listToAttrs (map makeCert domains);
-  };
-
-  # Minimal nginx to serve ACME HTTP-01 challenge files for HAProxy
-  services.nginx = {
-    enable = true;
-    virtualHosts."acme-challenge" = {
-      listen = [
-        {
-          addr = "127.0.0.1";
-          port = 8402;
-        }
-      ];
-      locations."/.well-known/acme-challenge/" = {
-        root = "/var/lib/acme/.challenges";
-      };
-    };
-  };
-
-  # Ensure the challenge directory exists with correct permissions
-  systemd.tmpfiles.rules = [
-    "d /var/lib/acme/.challenges 0750 acme acme - -"
-    "d /var/lib/acme/.challenges/.well-known 0750 acme acme - -"
-    "d /var/lib/acme/.challenges/.well-known/acme-challenge 0750 acme acme - -"
-  ];
-
-  users.users.nginx.extraGroups = [ "acme" ];
-
-  # HAProxy needs certs to exist before it can bind :443.
-  # NixOS's acme module generates self-signed placeholders on first boot
-  # via acme-<domain>.service — just make HAProxy wait for them.
-  systemd.services.haproxy = {
-    after = acmeServices;
-    wants = acmeServices;
-  };
-}
--- a/systems/jeeves/web_services/default.nix
+++ b/systems/jeeves/web_services/default.nix
@@ -1,9 +0,0 @@
-{ lib, ... }:
-{
-  imports =
-    let
-      files = builtins.attrNames (builtins.readDir ./.);
-      nixFiles = builtins.filter (name: lib.hasSuffix ".nix" name && name != "default.nix") files;
-    in
-    map (file: ./. + "/${file}") nixFiles;
-}
--- a/systems/rhapsody-in-green/default.nix
+++ b/systems/rhapsody-in-green/default.nix
@@ -14,7 +14,6 @@
    ./llms.nix
    ./open_webui.nix
    ./qmk.nix
-    ./sunshine.nix
    ./syncthing.nix
    inputs.nixos-hardware.nixosModules.framework-13-7040-amd
  ];
@@ -24,19 +23,11 @@
    hostId = "6404140d";
    firewall = {
      enable = true;
-      allowedTCPPorts = [
-        8000
-        8080
-      ];
+      allowedTCPPorts = [ ];
    };
    networkmanager.enable = true;
  };

-  programs.appimage = {
-    enable = true;
-    binfmt = true; # allows *.AppImage to be run directly
-  };
-
  services = {
    openssh.ports = [ 922 ];
    flatpak.enable = true;
--- a/systems/rhapsody-in-green/edid/virtual-display.bin
+++ b/systems/rhapsody-in-green/edid/virtual-display.bin
--- a/systems/rhapsody-in-green/llms.nix
+++ b/systems/rhapsody-in-green/llms.nix
@@ -8,8 +8,9 @@
      "deepscaler:1.5b"
      "deepseek-r1:8b"
      "gemma3:12b"
+      "gemma3:27b"
+      "gpt-oss:20b"
      "lfm2:24b"
-      "nemotron-3-nano:4b"
      "qwen3:14b"
      "qwen3.5:27b"
    ];
--- a/systems/rhapsody-in-green/sunshine.nix
+++ b/systems/rhapsody-in-green/sunshine.nix
@@ -1,28 +0,0 @@
-{ pkgs, ... }:
-{
-  services.sunshine = {
-    enable = true;
-    openFirewall = true;
-    capSysAdmin = true;
-  };
-  environment.systemPackages = [ pkgs.kdePackages.libkscreen ];
-
-  boot = {
-    kernelParams = [
-      "drm.edid_firmware=DP-4:edid/virtual-display.bin"
-      "video=DP-4:e"
-    ];
-  };
-
-  hardware.firmware = [
-    (pkgs.runCommandLocal "virtual-display-edid"
-      {
-        compressFirmware = false;
-      }
-      ''
-        mkdir -p $out/lib/firmware/edid
-        cp ${./edid/virtual-display.bin} $out/lib/firmware/edid/virtual-display.bin
-      ''
-    )
-  ];
-}
--- a/systems/rhapsody-in-green/syncthing.nix
+++ b/systems/rhapsody-in-green/syncthing.nix
@@ -55,15 +55,6 @@
      ];
      fsWatcherEnabled = true;
    };
-    "recordings" = {
-      path = "/home/richie/recordings";
-      devices = [
-        "bob"
-        "jeeves"
-        "phone"
-      ];
-      fsWatcherEnabled = true;
-    };
    "vault" = {
      path = "/home/richie/vault";
      devices = [
--- a/tests/test_signal_bot.py
+++ b/tests/test_signal_bot.py
@@ -210,9 +210,9 @@ class TestContactCache:
            mock_session_cls.return_value.__exit__ = MagicMock(return_value=False)
            mock_device = MagicMock()
            mock_device.trust_level = TrustLevel.UNVERIFIED
-            mock_session.scalars.return_value.one_or_none.return_value = mock_device
+            mock_session.execute.return_value.scalar_one_or_none.return_value = mock_device
            registry.record_contact("+1234", "abc")
-            mock_session.scalars.assert_called_once()
+            mock_session.execute.assert_called_once()


 class TestLocationCommand:
--- a/tools/line_counter.py
+++ b/tools/line_counter.py
@@ -0,0 +1,86 @@
+"""Count lines of code in the repository, grouped by file type."""
+
+from __future__ import annotations
+
+import subprocess
+from collections import defaultdict
+from pathlib import Path
+
+
+def get_tracked_files() -> list[str]:
+    """Get all git-tracked files."""
+    result = subprocess.run(
+        ["git", "ls-files"],  # noqa: S603, S607
+        capture_output=True,
+        text=True,
+        check=True,
+    )
+    return [f for f in result.stdout.strip().splitlines() if f]
+
+
+def count_lines(filepath: str) -> int:
+    """Count lines in a file, returning 0 for binary files."""
+    try:
+        return len(Path(filepath).read_text(encoding="utf-8").splitlines())
+    except (UnicodeDecodeError, OSError):
+        return 0
+
+
+def count_lines_by_type() -> dict[str, int]:
+    """Count lines grouped by file extension."""
+    lines_by_type: dict[str, int] = defaultdict(int)
+    for filepath in get_tracked_files():
+        ext = Path(filepath).suffix.lstrip(".")
+        if not ext:
+            ext = Path(filepath).name
+        lines_by_type[ext] += count_lines(filepath)
+    # Exclude binary/non-code files
+    for key in ("png", "lock"):
+        lines_by_type.pop(key, None)
+    return dict(sorted(lines_by_type.items(), key=lambda x: x[1], reverse=True))
+
+
+def format_report() -> str:
+    """Generate a formatted line count report."""
+    lines_by_type = count_lines_by_type()
+    total = sum(lines_by_type.values())
+
+    lines = [
+        f"This repo has **{total:,}** lines of technical debt.",
+        "",
+        "| File Type | Lines | Percentage |",
+        "|-----------|------:|-----------:|",
+    ]
+    for ext, count in lines_by_type.items():
+        if count > 0:
+            pct = count / total * 100
+            prefix = "." if not ext.startswith(".") else ""
+            lines.append(f"| {prefix}{ext} | {count:,} | {pct:.1f}% |")
+
+    return "\n".join(lines)
+
+
+def update_readme() -> None:
+    """Update README.md with the line count report."""
+    readme_path = Path("README.md")
+    report = format_report()
+
+    start_marker = "<!-- LINE-COUNT-START -->"
+    end_marker = "<!-- LINE-COUNT-END -->"
+
+    content = readme_path.read_text(encoding="utf-8")
+
+    section = f"{start_marker}\n{report}\n{end_marker}"
+
+    if start_marker in content:
+        start = content.index(start_marker)
+        end = content.index(end_marker) + len(end_marker)
+        content = content[:start] + section + content[end:]
+    else:
+        content = content.rstrip() + "\n\n" + section + "\n"
+
+    readme_path.write_text(content, encoding="utf-8")
+
+
+if __name__ == "__main__":
+    update_readme()
--- a/users/dov/home/cli/git.nix
+++ b/users/dov/home/cli/git.nix
@@ -1,7 +1,6 @@
 {
  programs.git = {
    enable = true;
-    signing.format = null;
    settings = {
      user = {
        email = "dov.kruger@gmail.com";
--- a/users/elise/home/cli/git.nix
+++ b/users/elise/home/cli/git.nix
@@ -1,7 +1,6 @@
 {
  programs.git = {
    enable = true;
-    signing.format = null;
    settings = {
      user = {
        email = "DumbPuppy208@gmail.com";
--- a/users/math/home/cli/git.nix
+++ b/users/math/home/cli/git.nix
@@ -1,7 +1,6 @@
 {
  programs.git = {
    enable = true;
-    signing.format = null;
    settings = {
      user = {
        email = "matthew.michal11@gmail.com";
--- a/users/math/systems/bob.nix
+++ b/users/math/systems/bob.nix
@@ -1,5 +0,0 @@
-{
-  imports = [
-    ../home/global.nix
-  ];
-}
--- a/users/richie/home/cli/git.nix
+++ b/users/richie/home/cli/git.nix
@@ -1,7 +1,6 @@
 {
  programs.git = {
    enable = true;
-    signing.format = null;
    settings = {
      user = {
        email = "Richie@tmmworkshop.com";
--- a/users/richie/home/gui/default.nix
+++ b/users/richie/home/gui/default.nix
@@ -22,10 +22,9 @@
    chromium
    # dev tools
    claude-code
-    codex
    gparted
    jetbrains.datagrip
-    opencode
    proxychains
+    opencode
  ];
 }
--- a/users/richie/home/gui/vscode/settings.json
+++ b/users/richie/home/gui/vscode/settings.json
@@ -20,15 +20,15 @@
  // turns off all sounds and announcements
  "accessibility.signals.terminalCommandFailed": {
    "sound": "off",
-    "announcement": "off",
+    "announcement": "off"
  },
  "accessibility.signals.terminalQuickFix": {
    "sound": "off",
-    "announcement": "off",
+    "announcement": "off"
  },
  "accessibility.signals.terminalBell": {
    "sound": "off",
-    "announcement": "off",
+    "announcement": "off"
  },

  // database settings
@@ -41,8 +41,8 @@
      "driver": "PostgreSQL",
      "name": "main",
      "database": "postgres",
-      "username": "richie",
-    },
+      "username": "richie"
+    }
  ],

  // formatters
@@ -55,7 +55,7 @@
  "[yaml]": { "editor.defaultFormatter": "redhat.vscode-yaml" },
  "[javascriptreact]": { "editor.defaultFormatter": "esbenp.prettier-vscode" },
  "[github-actions-workflow]": {
-    "editor.defaultFormatter": "redhat.vscode-yaml",
+    "editor.defaultFormatter": "redhat.vscode-yaml"
  },
  "[dockercompose]": {
    "editor.insertSpaces": true,
@@ -64,9 +64,9 @@
    "editor.quickSuggestions": {
      "other": true,
      "comments": false,
-      "strings": true,
+      "strings": true
    },
-    "editor.defaultFormatter": "redhat.vscode-yaml",
+    "editor.defaultFormatter": "redhat.vscode-yaml"
  },

  // spell check
@@ -78,8 +78,7 @@
    "Corvidae",
    "drivername",
    "fastapi",
-    "sandboxing",
-    "syncthing",
+    "syncthing"
  ],

  // nix
@@ -97,5 +96,5 @@
  // new
  "hediet.vscode-drawio.resizeImages": null,
  "hediet.vscode-drawio.appearance": "automatic",
-  "claudeCode.preferredLocation": "panel",
+  "claudeCode.preferredLocation": "panel"
 }
--- a/users/richie/systems/bob.nix
+++ b/users/richie/systems/bob.nix
@@ -1,5 +1,6 @@
 {
  imports = [
    ../home/global.nix
+    ../home/gui
  ];
 }
--- a/users/steve/default.nix
+++ b/users/steve/default.nix
@@ -1,44 +0,0 @@
-{
-  pkgs,
-  config,
-  ...
-}:
-let
-  ifTheyExist = groups: builtins.filter (group: builtins.hasAttr group config.users.groups) groups;
-in
-{
-
-  users = {
-    users.steve = {
-      isNormalUser = true;
-
-      shell = pkgs.zsh;
-      group = "steve";
-      openssh.authorizedKeys.keys = [
-        "ssh-ed25519 AAAAC3NzaC1lZDI1NTE5AAAAIJH03VzDbUhzfhvwD+OsYh6GobODYaI9jdNdzWQoqFsp matth@Jove" # cspell:disable-line
-      ];
-      extraGroups = [
-        "audio"
-        "video"
-        "wheel"
-        "users"
-      ]
-      ++ ifTheyExist [
-        "dialout"
-        "docker"
-        "hass"
-        "libvirtd"
-        "networkmanager"
-        "plugdev"
-        "scanner"
-        "transmission"
-        "uaccess"
-        "wireshark"
-      ];
-      uid = 1005;
-    };
-
-    groups.steve.gid = 1005;
-  };
-  home-manager.users.steve = import ./systems/${config.networking.hostName}.nix;
-}
--- a/users/steve/home/cli/default.nix
+++ b/users/steve/home/cli/default.nix
@@ -1,9 +0,0 @@
-{
-  imports = [
-    ./direnv.nix
-    ./git.nix
-    ./zsh.nix
-  ];
-
-  programs.starship.enable = true;
-}
--- a/users/steve/home/cli/direnv.nix
+++ b/users/steve/home/cli/direnv.nix
@@ -1,8 +0,0 @@
-{
-
-  programs.direnv = {
-    enable = true;
-    enableZshIntegration = true;
-    nix-direnv.enable = true;
-  };
-}
--- a/users/steve/home/cli/git.nix
+++ b/users/steve/home/cli/git.nix
@@ -1,15 +0,0 @@
-{
-  programs.git = {
-    enable = true;
-    signing.format = null;
-    settings = {
-      user = {
-        email = "matthew.michal11@gmail.com";
-        name = "Matthew Michal";
-      };
-      pull.rebase = true;
-      color.ui = true;
-    };
-    lfs.enable = true;
-  };
-}
--- a/users/steve/home/cli/zsh.nix
+++ b/users/steve/home/cli/zsh.nix
@@ -1,28 +0,0 @@
-{
-  programs.zsh = {
-    enable = true;
-    syntaxHighlighting.enable = true;
-    history.size = 10000;
-    oh-my-zsh = {
-      enable = true;
-      plugins = [
-        "git"
-        "docker"
-        "docker-compose"
-        "colored-man-pages"
-        "rust"
-        "systemd"
-        "tmux"
-        "ufw"
-        "z"
-      ];
-    };
-    shellAliases = {
-      "lrt" = "eza --icons -lsnew";
-      "ls" = "eza";
-      "ll" = "eza --long --group";
-      "la" = "eza --all";
-
-    };
-  };
-}
--- a/users/steve/home/global.nix
+++ b/users/steve/home/global.nix
@@ -1,22 +0,0 @@
-{ config, ... }:
-{
-  imports = [
-    ./cli
-    ./programs.nix
-    ./ssh_config.nix
-  ];
-
-  programs = {
-    home-manager.enable = true;
-    git.enable = true;
-  };
-
-  home = {
-    username = "steve";
-    homeDirectory = "/home/${config.home.username}";
-    stateVersion = "24.05";
-    sessionVariables = {
-      FLAKE = "$HOME/dotfiles";
-    };
-  };
-}
--- a/users/steve/home/programs.nix
+++ b/users/steve/home/programs.nix
@@ -1,57 +0,0 @@
-{ pkgs, ... }:
-{
-  home.packages = with pkgs; [
-    # cli
-    bat
-    btop
-    eza
-    fd
-    ffmpegthumbnailer
-    fzf
-    git
-    gnupg
-    imagemagick
-    jq
-    ncdu
-    ouch
-    p7zip
-    poppler
-    rar
-    ripgrep
-    starship
-    tmux
-    unzip
-    yazi
-    zoxide
-    # system info
-    hwloc
-    lynis
-    pciutils
-    smartmontools
-    usbutils
-    # networking
-    iperf3
-    nmap
-    wget
-    # python
-    poetry
-    ruff
-    uv
-    # nodejs
-    nodejs
-    # Rust packages
-    trunk
-    wasm-pack
-    cargo-watch
-    cargo-generate
-    cargo-audit
-    cargo-update
-    # nix
-    nix-init
-    nix-output-monitor
-    nix-prefetch
-    nix-tree
-    nixfmt
-    treefmt
-  ];
-}
--- a/users/steve/home/ssh_config.nix
+++ b/users/steve/home/ssh_config.nix
@@ -1,6 +0,0 @@
-{
-  programs.ssh = {
-    enable = true;
-    enableDefaultConfig = false;
-  };
-}
--- a/users/steve/systems/bob.nix
+++ b/users/steve/systems/bob.nix
@@ -1,5 +0,0 @@
-{
-  imports = [
-    ../home/global.nix
-  ];
-}
--- a/users/steve/systems/jeeves.nix
+++ b/users/steve/systems/jeeves.nix
@@ -1,5 +0,0 @@
-{
-  imports = [
-    ../home/global.nix
-  ];
-}
				`@@ -1 +0,0 @@`
				`"""Whisper transcription tools (host orchestrator and container entrypoint)."""`