feat: scaffold Brain of Reese — FastAPI RAG chat over Postgres 17 + pgvector
Foundation (phase 01, verified): - FastAPI app: /api/health, /api/suggestions, /api/chat (placeholder), static frontend served locally (no CDN) - Postgres 17 + pgvector via db/Containerfile + compose.yaml (podman compose up -d db), Alembic initial migration (documents, chunks with vector(768), query_log) - LLM client targeting https://aipi.reeseapps.com/v1 (turbo/embed); scripts/llm_probe.py verified models + 768-dim embeddings live - Conditional debugpy: imported only when DEBUGPY=1 (attach on demand, :5678); logging config for clean single-line logs - Frontend shell: mobile-first chat + Sources pages, tokens, a11y baselines - Tests: 24 unit+integration (99% coverage on app/), ruff + pyright clean, Playwright smoke E2E (3 tests) against a deterministic mock LLM - Planning: .agent/PLAN.md (architecture + LOCKED decisions), AGENTS.md, 6 user stories, 7 phase files (one story / one phase / one Playwright suite each)
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"""Alembic migration environment (sync engine, URL from app settings)."""
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from __future__ import annotations
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import os
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from logging.config import fileConfig
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from sqlalchemy import engine_from_config, pool
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import app.models # noqa: F401 (registers all models on Base.metadata)
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from alembic import context
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from app.config import get_settings
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from app.db import Base
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config = context.config
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if config.config_file_name is not None and os.path.exists(config.config_file_name):
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fileConfig(config.config_file_name)
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config.set_main_option("sqlalchemy.url", get_settings().database_url)
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target_metadata = Base.metadata
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def run_migrations_offline() -> None:
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url = config.get_main_option("sqlalchemy.url")
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context.configure(
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url=url,
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target_metadata=target_metadata,
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literal_binds=True,
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dialect_opts={"paramstyle": "named"},
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)
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with context.begin_transaction():
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context.run_migrations()
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def run_migrations_online() -> None:
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connectable = engine_from_config(
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config.get_section(config.config_ini_section, {}),
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prefix="sqlalchemy.",
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poolclass=pool.NullPool,
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)
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with connectable.connect() as connection:
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context.configure(connection=connection, target_metadata=target_metadata)
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with context.begin_transaction():
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context.run_migrations()
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if context.is_offline_mode():
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run_migrations_offline()
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else:
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run_migrations_online()
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"""${message}
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Revision ID: ${up_revision}
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Revises: ${down_revision | comma,n}
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Create Date: ${create_date}
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"""
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from __future__ import annotations
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from alembic import op
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import sqlalchemy as sa
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${imports if imports else ""}
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revision = ${repr(up_revision)}
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down_revision = ${repr(down_revision)}
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branch_labels = ${repr(branch_labels)}
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depends_on = ${repr(depends_on)}
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def upgrade() -> None:
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${upgrades if upgrades else "pass"}
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def downgrade() -> None:
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${downgrades if downgrades else "pass"}
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"""initial schema: documents, chunks (pgvector), query_log
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Revision ID: 0001
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Revises:
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Create Date: 2026-08-21
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"""
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from __future__ import annotations
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import sqlalchemy as sa
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from pgvector.sqlalchemy import Vector
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from sqlalchemy.dialects import postgresql
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from alembic import op
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EMBEDDING_DIM = 768 # keep in sync with app/models.py (PLAN anchor A6)
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revision = "0001"
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down_revision = None
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branch_labels = None
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depends_on = None
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def upgrade() -> None:
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op.execute("CREATE EXTENSION IF NOT EXISTS vector")
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op.create_table(
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"documents",
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sa.Column("id", postgresql.UUID(as_uuid=True), primary_key=True),
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sa.Column("source", sa.String(120), nullable=False),
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sa.Column("path", sa.String(1000), nullable=False),
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sa.Column("full_path", sa.String(2000), nullable=False),
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sa.Column("title", sa.String(500), nullable=False),
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sa.Column("content", sa.Text(), nullable=False),
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sa.Column("content_hash", sa.String(64), nullable=False),
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sa.Column(
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"indexed_at",
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sa.DateTime(timezone=True),
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server_default=sa.func.now(),
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nullable=False,
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),
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sa.UniqueConstraint("source", "path", name="uq_documents_source_path"),
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)
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op.create_index("ix_documents_source", "documents", ["source"])
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op.create_index("ix_documents_path", "documents", ["path"])
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op.create_index("ix_documents_content_hash", "documents", ["content_hash"])
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op.create_table(
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"chunks",
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sa.Column("id", postgresql.UUID(as_uuid=True), primary_key=True),
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sa.Column(
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"document_id",
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postgresql.UUID(as_uuid=True),
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sa.ForeignKey("documents.id", ondelete="CASCADE"),
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nullable=False,
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),
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sa.Column("position", sa.Integer(), nullable=False),
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sa.Column("content", sa.Text(), nullable=False),
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sa.Column("embedding", Vector(EMBEDDING_DIM), nullable=True),
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)
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op.create_index("ix_chunks_document_id", "chunks", ["document_id"])
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op.create_table(
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"query_log",
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sa.Column("id", postgresql.UUID(as_uuid=True), primary_key=True),
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sa.Column("question", sa.Text(), nullable=False),
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sa.Column("top_score", sa.Float(), nullable=False, server_default="0"),
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sa.Column("chunk_hits", sa.Integer(), nullable=False, server_default="0"),
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sa.Column("deflected", sa.Boolean(), nullable=False, server_default=sa.false()),
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sa.Column("sources", sa.Text(), nullable=False, server_default=""),
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sa.Column("latency_ms", sa.Integer(), nullable=False, server_default="0"),
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sa.Column(
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"created_at",
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sa.DateTime(timezone=True),
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server_default=sa.func.now(),
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nullable=False,
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),
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)
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op.create_index("ix_query_log_created_at", "query_log", ["created_at"])
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def downgrade() -> None:
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op.drop_table("query_log")
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op.drop_table("chunks")
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op.drop_table("documents")
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op.execute("DROP EXTENSION IF EXISTS vector")
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