feat(llm): module scaffold, stack[llm] extra, [llm] config (refs #563)

pyproject.toml

@@ -49,6 +49,16 @@ bib = [
     "mdit-py-plugins>=0.4",
 ]
 bls = []
+llm = [
+    "stack[conf]",
+    "stack[bib]",
+    "httpx>=0.28.1",
+    "langchain-core>=0.3.0",
+    "langchain-ollama>=0.2.0",
+    "langchain-postgres>=0.0.12",
+    "psycopg[binary]>=3.2.0",
+    "sqlalchemy>=2.0.0",
+]
 ccw = [
     "pydantic>=2.0.0",
 ]
@@ -56,6 +66,7 @@ cli = [
     "stack[aco]",
     "stack[api]",
     "stack[bib]",
+    "stack[llm]",
     "stack[mail]",
     "typer>=0.24.1",
     "uvicorn>=0.41.0",
@@ -143,6 +154,7 @@ all = [
     "stack[ccw]",
     "stack[cli]",
     "stack[cms]",
+    "stack[llm]",
     "stack[perf]",
     "stack[pfs]",
     "stack[rec]",
@@ -198,6 +210,6 @@ source = ["src"]
 concurrency = ["multiprocessing", "thread"]
 
 [tool.uv.build-backend]
-module-name = ["aco", "api", "bcda", "bib", "bls", "ccw", "cli", "cms", "conf", "mail", "opps", "perf", "pfs", "prisma", "rec", "rex", "sem"]
+module-name = ["aco", "api", "bcda", "bib", "bls", "ccw", "cli", "cms", "conf", "llm", "mail", "opps", "perf", "pfs", "prisma", "rec", "rex", "sem"]
 namespace = true
 source-exclude = ["compose.yml","infra/**","data/**","notebooks/**","tuva/**","assets/**","docs/**","dev/**","bundle/**","cloud/**"]

src/llm/__init__.py

@@ -0,0 +1,20 @@
+"""llm: local RAG over rulemaking comments + the Zotero/bib corpus.
+
+Embeds regulations.gov public comments (``doctype:comment`` in the bib
+store) and the reference corpus into pgvector, and (P34/P35) exposes
+retrieval, grounded generation, and closed-vocab tagging — all inference
+on local Ollama hosts, never cloud APIs.
+
+Architecture::
+
+    .state/comments/*.md + bib corpus      (llm.source)
+        -> markdown-aware chunks           (llm.chunk)
+        -> Ollama /api/embed, multi-host   (llm.pool)
+        -> pgvector collections            (llm.index)
+
+Spec: docs/superpowers/specs/2026-07-16-llm-module-design.md
+"""
+
+from llm.config import LlmConfig as LlmConfig
+from llm.config import load as load
+from llm.config import pg_url as pg_url

src/llm/config.py

@@ -0,0 +1,63 @@
+"""[llm] configuration — stack.toml section + env overrides.
+
+Env contract:
+    LLM_OLLAMA_HOSTS  comma-separated Ollama base URLs (beats [llm].ollama)
+    LLM_PG_HOST       beats [llm].pg_host (containers set this to "postgres")
+    LLM_DB_PASSWORD   required for pg_url(); lives in .env, never stack.toml
+"""
+
+from __future__ import annotations
+
+import os
+from dataclasses import dataclass
+
+
+@dataclass(frozen=True)
+class LlmConfig:
+    ollama_hosts: tuple[str, ...]
+    embed_model: str
+    instruct_model: str
+    embed_dim: int
+    pg_host: str
+    pg_port: int
+    pg_db: str
+    pg_user: str
+
+
+def load() -> LlmConfig:
+    """Read the [llm] section; env vars override host-ish values."""
+    from conf import cfg
+
+    section = cfg.llm
+    hosts_env = os.environ.get("LLM_OLLAMA_HOSTS", "")
+    if hosts_env:
+        hosts = tuple(h.strip() for h in hosts_env.split(",") if h.strip())
+    else:
+        hosts = (str(section.ollama),)
+    return LlmConfig(
+        ollama_hosts=hosts,
+        embed_model=str(section.embed_model),
+        instruct_model=str(section.instruct_model),
+        embed_dim=int(section.embed_dim),
+        pg_host=os.environ.get("LLM_PG_HOST", str(section.pg_host)),
+        pg_port=int(section.pg_port),
+        pg_db=str(section.pg_db),
+        pg_user=str(section.pg_user),
+    )
+
+
+def pg_url(cfg: LlmConfig) -> str:
+    """SQLAlchemy/psycopg URL for the llm database.
+
+    Password comes from LLM_DB_PASSWORD only — secrets never live in
+    stack.toml.
+    """
+    password = os.environ.get("LLM_DB_PASSWORD", "")
+    if not password:
+        raise RuntimeError(
+            "LLM_DB_PASSWORD not set — add it to .env (see Task 2 provisioning)"
+        )
+    return (
+        f"postgresql+psycopg://{cfg.pg_user}:{password}"
+        f"@{cfg.pg_host}:{cfg.pg_port}/{cfg.pg_db}"
+    )

stack.toml

@@ -34,6 +34,7 @@ nessie = "http://nessie:19120"
 polaris = "http://polaris:8181"
 trino = "http://trino:8080"
 grafana = "http://grafana:3000"
+ollama = "http://ollama:11434"
 
 [context]
 active = "local"
@@ -100,6 +101,16 @@ retry_interval = 1.0
 token_lifetime = 1200
 timeout = 120.0
 
+[llm]
+ollama = "http://127.0.0.1:11434"     # host-side default; containers override via LLM_OLLAMA_HOSTS
+embed_model = "nomic-embed-text"       # 768-dim; bake-off (P33 #564) may revise
+instruct_model = "llama3.1:8b"         # bake-off may revise
+embed_dim = 768
+pg_host = "127.0.0.1"                  # host-side default; containers set LLM_PG_HOST=postgres
+pg_port = 5432
+pg_db = "llm"
+pg_user = "llm"
+
 [s3]
 endpoint = "http://rustfs:9000"
 region = "us-east-1"

tests/llm/test_config.py

@@ -0,0 +1,41 @@
+"""llm.config — [llm] section parsing + env overrides."""
+
+import pytest
+
+from llm import config as llm_config
+
+
+class TestLoad:
+    def test_defaults_from_stack_toml(self, monkeypatch):
+        monkeypatch.delenv("LLM_OLLAMA_HOSTS", raising=False)
+        monkeypatch.delenv("LLM_PG_HOST", raising=False)
+        cfg = llm_config.load()
+        assert cfg.ollama_hosts == ("http://127.0.0.1:11434",)
+        assert cfg.embed_model == "nomic-embed-text"
+        assert cfg.embed_dim == 768
+        assert cfg.pg_host == "127.0.0.1"
+        assert cfg.pg_db == "llm"
+
+    def test_env_overrides(self, monkeypatch):
+        monkeypatch.setenv(
+            "LLM_OLLAMA_HOSTS",
+            "http://rig:11434, http://laptop:11434",
+        )
+        monkeypatch.setenv("LLM_PG_HOST", "postgres")
+        cfg = llm_config.load()
+        assert cfg.ollama_hosts == ("http://rig:11434", "http://laptop:11434")
+        assert cfg.pg_host == "postgres"
+
+
+class TestPgUrl:
+    def test_url_includes_password_from_env(self, monkeypatch):
+        monkeypatch.setenv("LLM_DB_PASSWORD", "s3cret")
+        cfg = llm_config.load()
+        url = llm_config.pg_url(cfg)
+        assert url == f"postgresql+psycopg://llm:s3cret@{cfg.pg_host}:5432/llm"
+
+    def test_missing_password_raises(self, monkeypatch):
+        monkeypatch.delenv("LLM_DB_PASSWORD", raising=False)
+        cfg = llm_config.load()
+        with pytest.raises(RuntimeError, match="LLM_DB_PASSWORD"):
+            llm_config.pg_url(cfg)

uv.lock

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+
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@@ -3498,6 +3920,9 @@ all = [
     { name = "fastapi" },
     { name = "fsspec" },
     { name = "httpx" },
+    { name = "langchain-core" },
+    { name = "langchain-ollama" },
+    { name = "langchain-postgres" },
     { name = "markdown-it-py" },
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@@ -3508,11 +3933,13 @@ all = [
     { name = "opentelemetry-sdk" },
     { name = "opentelemetry-semantic-conventions" },
     { name = "psutil" },
+    { name = "psycopg", extra = ["binary"] },
     { name = "pyarrow" },
     { name = "pydantic" },
     { name = "pydo" },
     { name = "pyjwt" },
     { name = "resend" },
+    { name = "sqlalchemy" },
     { name = "sqlglot" },
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     { name = "uvicorn" },
@@ -3557,14 +3984,19 @@ cli = [
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     { name = "fastapi" },
     { name = "httpx" },
+    { name = "langchain-core" },
+    { name = "langchain-ollama" },
+    { name = "langchain-postgres" },
     { name = "markdown-it-py" },
     { name = "mdit-py-plugins" },
     { name = "narwhals" },
+    { name = "psycopg", extra = ["binary"] },
     { name = "pyarrow" },
     { name = "pydantic" },
     { name = "pydo" },
     { name = "pyjwt" },
     { name = "resend" },
+    { name = "sqlalchemy" },
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@@ -3592,6 +4024,18 @@ lake = [
     { name = "pydantic" },
     { name = "sqlglot" },
 ]
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+    { name = "duckdb" },
+    { name = "httpx" },
+    { name = "langchain-core" },
+    { name = "langchain-ollama" },
+    { name = "langchain-postgres" },
+    { name = "markdown-it-py" },
+    { name = "mdit-py-plugins" },
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+    { name = "pydantic" },
+    { name = "sqlalchemy" },
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+    { name = "psycopg", extras = ["binary"], marker = "extra == 'llm'", specifier = ">=3.2.0" },
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+    { name = "sqlalchemy", marker = "extra == 'llm'", specifier = ">=2.0.0" },
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     { name = "stack", extras = ["bib"], marker = "extra == 'all'" },
     { name = "stack", extras = ["bib"], marker = "extra == 'cli'" },
+    { name = "stack", extras = ["bib"], marker = "extra == 'llm'" },
     { name = "stack", extras = ["bib"], marker = "extra == 'prisma'" },
     { name = "stack", extras = ["bls"], marker = "extra == 'all'" },
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     { name = "stack", extras = ["conf"], marker = "extra == 'bcda'" },
     { name = "stack", extras = ["conf"], marker = "extra == 'bib'" },
+    { name = "stack", extras = ["conf"], marker = "extra == 'llm'" },
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     { name = "stack", extras = ["conf"], marker = "extra == 'perf'" },
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@@ -3764,6 +4216,8 @@ requires-dist = [
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     { name = "stack", extras = ["conf"], marker = "extra == 'rex'" },
     { name = "stack", extras = ["lake"], marker = "extra == 'all'" },
+    { name = "stack", extras = ["llm"], marker = "extra == 'all'" },
+    { name = "stack", extras = ["llm"], marker = "extra == 'cli'" },
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     { name = "stack", extras = ["perf"], marker = "extra == 'all'" },
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+provides-extras = ["conf", "aco", "api", "bcda", "bib", "bls", "llm", "ccw", "cli", "mail", "cms", "opps", "pfs", "rec", "rex", "prisma", "perf", "sem", "lake", "aws", "gcp", "azure", "all"]
 
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