Phase 1 — Audit logging infrastructure: - review_records table (migration v12) capturing every eval verdict with outcome, rejection reason, disagreement type - Cascade automation: auto-flag dependent beliefs/positions when merged claims change - Merge frontmatter stamps: last_review metadata on merged claim files Phase 2 — Cross-domain and state tracking: - Cross-domain citation index: entity overlap detection across domains on every merge - Agent-state schema v1: file-backed state for VPS agents (memory, tasks, inbox, metrics) - Cascade completion tracking: process-cascade-inbox.py logs review outcomes - research-session.sh: state hooks + cascade processing integration All changes are live on VPS. This commit brings the code under version control for review. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
625 lines
25 KiB
Python
625 lines
25 KiB
Python
"""SQLite database — schema, migrations, connection management."""
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import json
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import logging
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import sqlite3
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from contextlib import contextmanager
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from . import config
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logger = logging.getLogger("pipeline.db")
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SCHEMA_VERSION = 12
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SCHEMA_SQL = """
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CREATE TABLE IF NOT EXISTS schema_version (
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version INTEGER PRIMARY KEY,
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applied_at TEXT DEFAULT (datetime('now'))
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);
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CREATE TABLE IF NOT EXISTS sources (
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path TEXT PRIMARY KEY,
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status TEXT NOT NULL DEFAULT 'unprocessed',
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-- unprocessed, triaging, extracting, extracted, null_result,
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-- needs_reextraction, error
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priority TEXT DEFAULT 'medium',
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-- critical, high, medium, low, skip
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priority_log TEXT DEFAULT '[]',
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-- JSON array: [{stage, priority, reasoning, ts}]
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extraction_model TEXT,
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claims_count INTEGER DEFAULT 0,
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pr_number INTEGER,
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transient_retries INTEGER DEFAULT 0,
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substantive_retries INTEGER DEFAULT 0,
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last_error TEXT,
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feedback TEXT,
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-- eval feedback for re-extraction (JSON)
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cost_usd REAL DEFAULT 0,
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created_at TEXT DEFAULT (datetime('now')),
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updated_at TEXT DEFAULT (datetime('now'))
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);
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CREATE TABLE IF NOT EXISTS prs (
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number INTEGER PRIMARY KEY,
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source_path TEXT REFERENCES sources(path),
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branch TEXT,
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status TEXT NOT NULL DEFAULT 'open',
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-- validating, open, reviewing, approved, merging, merged, closed, zombie, conflict
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-- conflict: rebase failed or merge timed out — needs human intervention
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domain TEXT,
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agent TEXT,
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commit_type TEXT CHECK(commit_type IS NULL OR commit_type IN ('extract', 'research', 'entity', 'decision', 'reweave', 'fix', 'challenge', 'enrich', 'synthesize', 'unknown')),
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tier TEXT,
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-- LIGHT, STANDARD, DEEP
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tier0_pass INTEGER,
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-- 0/1
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leo_verdict TEXT DEFAULT 'pending',
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-- pending, approve, request_changes, skipped, failed
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domain_verdict TEXT DEFAULT 'pending',
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domain_agent TEXT,
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domain_model TEXT,
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priority TEXT,
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-- NULL = inherit from source. Set explicitly for human-submitted PRs.
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-- Pipeline PRs: COALESCE(p.priority, s.priority, 'medium')
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-- Human PRs: 'critical' (detected via missing source_path or non-agent author)
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origin TEXT DEFAULT 'pipeline',
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-- pipeline | human | external
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transient_retries INTEGER DEFAULT 0,
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substantive_retries INTEGER DEFAULT 0,
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last_error TEXT,
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last_attempt TEXT,
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cost_usd REAL DEFAULT 0,
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created_at TEXT DEFAULT (datetime('now')),
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merged_at TEXT
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);
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CREATE TABLE IF NOT EXISTS costs (
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date TEXT,
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model TEXT,
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stage TEXT,
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calls INTEGER DEFAULT 0,
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input_tokens INTEGER DEFAULT 0,
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output_tokens INTEGER DEFAULT 0,
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cost_usd REAL DEFAULT 0,
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PRIMARY KEY (date, model, stage)
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);
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CREATE TABLE IF NOT EXISTS circuit_breakers (
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name TEXT PRIMARY KEY,
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state TEXT DEFAULT 'closed',
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-- closed, open, halfopen
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failures INTEGER DEFAULT 0,
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successes INTEGER DEFAULT 0,
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tripped_at TEXT,
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last_success_at TEXT,
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-- heartbeat: if now() - last_success_at > 2*interval, stage is stalled (Vida)
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last_update TEXT DEFAULT (datetime('now'))
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);
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CREATE TABLE IF NOT EXISTS audit_log (
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id INTEGER PRIMARY KEY AUTOINCREMENT,
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timestamp TEXT DEFAULT (datetime('now')),
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stage TEXT,
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event TEXT,
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detail TEXT
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);
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CREATE TABLE IF NOT EXISTS response_audit (
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id INTEGER PRIMARY KEY AUTOINCREMENT,
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timestamp TEXT NOT NULL DEFAULT (datetime('now')),
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chat_id INTEGER,
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user TEXT,
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agent TEXT DEFAULT 'rio',
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model TEXT,
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query TEXT,
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conversation_window TEXT,
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-- JSON: prior N messages for context
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-- NOTE: intentional duplication of transcript data for audit self-containment.
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-- Transcripts live in /opt/teleo-eval/transcripts/ but audit rows need prompt
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-- context inline for retrieval-quality diagnosis. Primary driver of row size —
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-- target for cleanup when 90-day retention policy lands.
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entities_matched TEXT,
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-- JSON: [{name, path, score, used_in_response}]
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claims_matched TEXT,
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-- JSON: [{path, title, score, source, used_in_response}]
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retrieval_layers_hit TEXT,
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-- JSON: ["keyword","qdrant","graph"]
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retrieval_gap TEXT,
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-- What the KB was missing (if anything)
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market_data TEXT,
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-- JSON: injected token prices
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research_context TEXT,
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-- Haiku pre-pass results if any
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kb_context_text TEXT,
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-- Full context string sent to model
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tool_calls TEXT,
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-- JSON: ordered array [{tool, input, output, duration_ms, ts}]
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raw_response TEXT,
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display_response TEXT,
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confidence_score REAL,
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-- Model self-rated retrieval quality 0.0-1.0
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response_time_ms INTEGER,
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-- Eval pipeline columns (v10)
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prompt_tokens INTEGER,
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completion_tokens INTEGER,
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generation_cost REAL,
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embedding_cost REAL,
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total_cost REAL,
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blocked INTEGER DEFAULT 0,
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block_reason TEXT,
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query_type TEXT,
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created_at TEXT DEFAULT (datetime('now'))
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);
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CREATE INDEX IF NOT EXISTS idx_sources_status ON sources(status);
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CREATE INDEX IF NOT EXISTS idx_prs_status ON prs(status);
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CREATE INDEX IF NOT EXISTS idx_prs_domain ON prs(domain);
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CREATE INDEX IF NOT EXISTS idx_costs_date ON costs(date);
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CREATE INDEX IF NOT EXISTS idx_audit_stage ON audit_log(stage);
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CREATE INDEX IF NOT EXISTS idx_response_audit_ts ON response_audit(timestamp);
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CREATE INDEX IF NOT EXISTS idx_response_audit_agent ON response_audit(agent);
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CREATE INDEX IF NOT EXISTS idx_response_audit_chat_ts ON response_audit(chat_id, timestamp);
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"""
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def get_connection(readonly: bool = False) -> sqlite3.Connection:
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"""Create a SQLite connection with WAL mode and proper settings."""
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config.DB_PATH.parent.mkdir(parents=True, exist_ok=True)
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conn = sqlite3.connect(
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str(config.DB_PATH),
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timeout=30,
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isolation_level=None, # autocommit — we manage transactions explicitly
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)
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conn.row_factory = sqlite3.Row
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conn.execute("PRAGMA journal_mode=WAL")
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conn.execute("PRAGMA busy_timeout=10000")
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conn.execute("PRAGMA foreign_keys=ON")
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if readonly:
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conn.execute("PRAGMA query_only=ON")
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return conn
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@contextmanager
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def transaction(conn: sqlite3.Connection):
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"""Context manager for explicit transactions."""
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conn.execute("BEGIN")
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try:
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yield conn
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conn.execute("COMMIT")
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except Exception:
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conn.execute("ROLLBACK")
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raise
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# Branch prefix → (agent, commit_type) mapping.
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# Single source of truth — used by merge.py at INSERT time and migration v7 backfill.
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# Unknown prefixes → ('unknown', 'unknown') + warning log.
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BRANCH_PREFIX_MAP = {
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"extract": ("pipeline", "extract"),
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"ingestion": ("pipeline", "extract"),
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"epimetheus": ("epimetheus", "extract"),
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"rio": ("rio", "research"),
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"theseus": ("theseus", "research"),
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"astra": ("astra", "research"),
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"vida": ("vida", "research"),
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"clay": ("clay", "research"),
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"leo": ("leo", "entity"),
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"reweave": ("pipeline", "reweave"),
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"fix": ("pipeline", "fix"),
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}
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def classify_branch(branch: str) -> tuple[str, str]:
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"""Derive (agent, commit_type) from branch prefix.
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Returns ('unknown', 'unknown') and logs a warning for unrecognized prefixes.
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"""
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prefix = branch.split("/", 1)[0] if "/" in branch else branch
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result = BRANCH_PREFIX_MAP.get(prefix)
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if result is None:
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logger.warning("Unknown branch prefix %r in branch %r — defaulting to ('unknown', 'unknown')", prefix, branch)
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return ("unknown", "unknown")
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return result
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def migrate(conn: sqlite3.Connection):
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"""Run schema migrations."""
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conn.executescript(SCHEMA_SQL)
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# Check current version
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try:
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row = conn.execute("SELECT MAX(version) as v FROM schema_version").fetchone()
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current = row["v"] if row and row["v"] else 0
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except sqlite3.OperationalError:
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current = 0
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# --- Incremental migrations ---
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if current < 2:
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# Phase 2: add multiplayer columns to prs table
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for stmt in [
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"ALTER TABLE prs ADD COLUMN priority TEXT",
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"ALTER TABLE prs ADD COLUMN origin TEXT DEFAULT 'pipeline'",
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"ALTER TABLE prs ADD COLUMN last_error TEXT",
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]:
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try:
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conn.execute(stmt)
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except sqlite3.OperationalError:
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pass # Column already exists (idempotent)
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logger.info("Migration v2: added priority, origin, last_error to prs")
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if current < 3:
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# Phase 3: retry budget — track eval attempts and issue tags per PR
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for stmt in [
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"ALTER TABLE prs ADD COLUMN eval_attempts INTEGER DEFAULT 0",
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"ALTER TABLE prs ADD COLUMN eval_issues TEXT DEFAULT '[]'",
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]:
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try:
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conn.execute(stmt)
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except sqlite3.OperationalError:
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pass # Column already exists (idempotent)
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logger.info("Migration v3: added eval_attempts, eval_issues to prs")
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if current < 4:
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# Phase 4: auto-fixer — track fix attempts per PR
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for stmt in [
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"ALTER TABLE prs ADD COLUMN fix_attempts INTEGER DEFAULT 0",
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]:
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try:
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conn.execute(stmt)
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except sqlite3.OperationalError:
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pass # Column already exists (idempotent)
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logger.info("Migration v4: added fix_attempts to prs")
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if current < 5:
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# Phase 5: contributor identity system — tracks who contributed what
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# Aligned with schemas/attribution.md (5 roles) + Leo's tier system.
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# CI is COMPUTED from raw counts × weights, never stored.
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conn.executescript("""
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CREATE TABLE IF NOT EXISTS contributors (
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handle TEXT PRIMARY KEY,
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display_name TEXT,
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agent_id TEXT,
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first_contribution TEXT,
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last_contribution TEXT,
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tier TEXT DEFAULT 'new',
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-- new, contributor, veteran
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sourcer_count INTEGER DEFAULT 0,
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extractor_count INTEGER DEFAULT 0,
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challenger_count INTEGER DEFAULT 0,
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synthesizer_count INTEGER DEFAULT 0,
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reviewer_count INTEGER DEFAULT 0,
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claims_merged INTEGER DEFAULT 0,
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challenges_survived INTEGER DEFAULT 0,
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domains TEXT DEFAULT '[]',
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highlights TEXT DEFAULT '[]',
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identities TEXT DEFAULT '{}',
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created_at TEXT DEFAULT (datetime('now')),
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updated_at TEXT DEFAULT (datetime('now'))
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);
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CREATE INDEX IF NOT EXISTS idx_contributors_tier ON contributors(tier);
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""")
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logger.info("Migration v5: added contributors table")
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if current < 6:
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# Phase 6: analytics — time-series metrics snapshots for trending dashboard
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conn.executescript("""
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CREATE TABLE IF NOT EXISTS metrics_snapshots (
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ts TEXT DEFAULT (datetime('now')),
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throughput_1h INTEGER,
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approval_rate REAL,
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open_prs INTEGER,
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merged_total INTEGER,
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closed_total INTEGER,
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conflict_total INTEGER,
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evaluated_24h INTEGER,
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fix_success_rate REAL,
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rejection_broken_wiki_links INTEGER DEFAULT 0,
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rejection_frontmatter_schema INTEGER DEFAULT 0,
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rejection_near_duplicate INTEGER DEFAULT 0,
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rejection_confidence INTEGER DEFAULT 0,
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rejection_other INTEGER DEFAULT 0,
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extraction_model TEXT,
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eval_domain_model TEXT,
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eval_leo_model TEXT,
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prompt_version TEXT,
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pipeline_version TEXT,
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source_origin_agent INTEGER DEFAULT 0,
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source_origin_human INTEGER DEFAULT 0,
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source_origin_scraper INTEGER DEFAULT 0
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);
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CREATE INDEX IF NOT EXISTS idx_snapshots_ts ON metrics_snapshots(ts);
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""")
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logger.info("Migration v6: added metrics_snapshots table for analytics dashboard")
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if current < 7:
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# Phase 7: agent attribution + commit_type for dashboard
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# commit_type column + backfill agent/commit_type from branch prefix
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try:
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conn.execute("ALTER TABLE prs ADD COLUMN commit_type TEXT CHECK(commit_type IS NULL OR commit_type IN ('extract', 'research', 'entity', 'decision', 'reweave', 'fix', 'unknown'))")
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except sqlite3.OperationalError:
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pass # column already exists from CREATE TABLE
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# Backfill agent and commit_type from branch prefix
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rows = conn.execute("SELECT number, branch FROM prs WHERE branch IS NOT NULL").fetchall()
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for row in rows:
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agent, commit_type = classify_branch(row["branch"])
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conn.execute(
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"UPDATE prs SET agent = ?, commit_type = ? WHERE number = ? AND (agent IS NULL OR commit_type IS NULL)",
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(agent, commit_type, row["number"]),
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)
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backfilled = len(rows)
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logger.info("Migration v7: added commit_type column, backfilled %d PRs with agent/commit_type", backfilled)
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if current < 8:
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# Phase 8: response audit — full-chain visibility for agent response quality
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# Captures: query → tool calls → retrieval → context → response → confidence
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# Approved by Ganymede (architecture), Rio (agent needs), Rhea (ops)
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conn.executescript("""
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CREATE TABLE IF NOT EXISTS response_audit (
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id INTEGER PRIMARY KEY AUTOINCREMENT,
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timestamp TEXT NOT NULL DEFAULT (datetime('now')),
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chat_id INTEGER,
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user TEXT,
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agent TEXT DEFAULT 'rio',
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model TEXT,
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query TEXT,
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conversation_window TEXT, -- intentional transcript duplication for audit self-containment
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entities_matched TEXT,
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claims_matched TEXT,
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retrieval_layers_hit TEXT,
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retrieval_gap TEXT,
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market_data TEXT,
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research_context TEXT,
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kb_context_text TEXT,
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tool_calls TEXT,
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raw_response TEXT,
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display_response TEXT,
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confidence_score REAL,
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response_time_ms INTEGER,
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created_at TEXT DEFAULT (datetime('now'))
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);
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CREATE INDEX IF NOT EXISTS idx_response_audit_ts ON response_audit(timestamp);
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CREATE INDEX IF NOT EXISTS idx_response_audit_agent ON response_audit(agent);
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CREATE INDEX IF NOT EXISTS idx_response_audit_chat_ts ON response_audit(chat_id, timestamp);
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""")
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logger.info("Migration v8: added response_audit table for agent response auditing")
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if current < 9:
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# Phase 9: rebuild prs table to expand CHECK constraint on commit_type.
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# SQLite cannot ALTER CHECK constraints in-place — must rebuild table.
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# Old constraint (v7): extract,research,entity,decision,reweave,fix,unknown
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# New constraint: adds challenge,enrich,synthesize
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# Also re-derive commit_type from branch prefix for rows with invalid/NULL values.
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# Step 1: Get all column names from existing table
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cols_info = conn.execute("PRAGMA table_info(prs)").fetchall()
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col_names = [c["name"] for c in cols_info]
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col_list = ", ".join(col_names)
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# Step 2: Create new table with expanded CHECK constraint
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conn.executescript(f"""
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CREATE TABLE prs_new (
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number INTEGER PRIMARY KEY,
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source_path TEXT REFERENCES sources(path),
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branch TEXT,
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status TEXT NOT NULL DEFAULT 'open',
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domain TEXT,
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agent TEXT,
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commit_type TEXT CHECK(commit_type IS NULL OR commit_type IN ('extract','research','entity','decision','reweave','fix','challenge','enrich','synthesize','unknown')),
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tier TEXT,
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tier0_pass INTEGER,
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leo_verdict TEXT DEFAULT 'pending',
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domain_verdict TEXT DEFAULT 'pending',
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domain_agent TEXT,
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domain_model TEXT,
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priority TEXT,
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origin TEXT DEFAULT 'pipeline',
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transient_retries INTEGER DEFAULT 0,
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substantive_retries INTEGER DEFAULT 0,
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last_error TEXT,
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last_attempt TEXT,
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cost_usd REAL DEFAULT 0,
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created_at TEXT DEFAULT (datetime('now')),
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merged_at TEXT
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);
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INSERT INTO prs_new ({col_list}) SELECT {col_list} FROM prs;
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DROP TABLE prs;
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ALTER TABLE prs_new RENAME TO prs;
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""")
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logger.info("Migration v9: rebuilt prs table with expanded commit_type CHECK constraint")
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# Step 3: Re-derive commit_type from branch prefix for invalid/NULL values
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rows = conn.execute(
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"""SELECT number, branch FROM prs
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WHERE branch IS NOT NULL
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AND (commit_type IS NULL
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OR commit_type NOT IN ('extract','research','entity','decision','reweave','fix','challenge','enrich','synthesize','unknown'))"""
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).fetchall()
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fixed = 0
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for row in rows:
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agent, commit_type = classify_branch(row["branch"])
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conn.execute(
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"UPDATE prs SET agent = COALESCE(agent, ?), commit_type = ? WHERE number = ?",
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(agent, commit_type, row["number"]),
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)
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fixed += 1
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conn.commit()
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logger.info("Migration v9: re-derived commit_type for %d PRs with invalid/NULL values", fixed)
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if current < 10:
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# Add eval pipeline columns to response_audit
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# VPS may already be at v10/v11 from prior (incomplete) deploys — use IF NOT EXISTS pattern
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for col_def in [
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("prompt_tokens", "INTEGER"),
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("completion_tokens", "INTEGER"),
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("generation_cost", "REAL"),
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("embedding_cost", "REAL"),
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("total_cost", "REAL"),
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("blocked", "INTEGER DEFAULT 0"),
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("block_reason", "TEXT"),
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("query_type", "TEXT"),
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]:
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try:
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conn.execute(f"ALTER TABLE response_audit ADD COLUMN {col_def[0]} {col_def[1]}")
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except sqlite3.OperationalError:
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pass # Column already exists
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conn.commit()
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logger.info("Migration v10: added eval pipeline columns to response_audit")
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if current < 11:
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# Phase 11: compute tracking — extended costs table columns
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# (May already exist on VPS from manual deploy — idempotent ALTERs)
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for col_def in [
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("duration_ms", "INTEGER DEFAULT 0"),
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("cache_read_tokens", "INTEGER DEFAULT 0"),
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("cache_write_tokens", "INTEGER DEFAULT 0"),
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("cost_estimate_usd", "REAL DEFAULT 0"),
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]:
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try:
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conn.execute(f"ALTER TABLE costs ADD COLUMN {col_def[0]} {col_def[1]}")
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except sqlite3.OperationalError:
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pass # Column already exists
|
||
conn.commit()
|
||
logger.info("Migration v11: added compute tracking columns to costs")
|
||
|
||
if current < 12:
|
||
# Phase 12: structured review records — captures all evaluation outcomes
|
||
# including rejections, disagreements, and approved-with-changes.
|
||
# Schema locked with Leo (2026-04-01).
|
||
conn.executescript("""
|
||
CREATE TABLE IF NOT EXISTS review_records (
|
||
id INTEGER PRIMARY KEY AUTOINCREMENT,
|
||
pr_number INTEGER NOT NULL,
|
||
claim_path TEXT,
|
||
domain TEXT,
|
||
agent TEXT,
|
||
reviewer TEXT NOT NULL,
|
||
reviewer_model TEXT,
|
||
outcome TEXT NOT NULL
|
||
CHECK (outcome IN ('approved', 'approved-with-changes', 'rejected')),
|
||
rejection_reason TEXT
|
||
CHECK (rejection_reason IS NULL OR rejection_reason IN (
|
||
'fails-standalone-test', 'duplicate', 'scope-mismatch',
|
||
'evidence-insufficient', 'framing-poor', 'other'
|
||
)),
|
||
disagreement_type TEXT
|
||
CHECK (disagreement_type IS NULL OR disagreement_type IN (
|
||
'factual', 'scope', 'framing', 'evidence'
|
||
)),
|
||
notes TEXT,
|
||
batch_id TEXT,
|
||
claims_in_batch INTEGER DEFAULT 1,
|
||
reviewed_at TEXT DEFAULT (datetime('now'))
|
||
);
|
||
CREATE INDEX IF NOT EXISTS idx_review_records_pr ON review_records(pr_number);
|
||
CREATE INDEX IF NOT EXISTS idx_review_records_outcome ON review_records(outcome);
|
||
CREATE INDEX IF NOT EXISTS idx_review_records_domain ON review_records(domain);
|
||
CREATE INDEX IF NOT EXISTS idx_review_records_reviewer ON review_records(reviewer);
|
||
""")
|
||
logger.info("Migration v12: created review_records table")
|
||
|
||
if current < SCHEMA_VERSION:
|
||
conn.execute(
|
||
"INSERT OR REPLACE INTO schema_version (version) VALUES (?)",
|
||
(SCHEMA_VERSION,),
|
||
)
|
||
conn.commit() # Explicit commit — executescript auto-commits DDL but not subsequent DML
|
||
logger.info("Database migrated to schema version %d", SCHEMA_VERSION)
|
||
else:
|
||
logger.debug("Database at schema version %d", current)
|
||
|
||
|
||
def audit(conn: sqlite3.Connection, stage: str, event: str, detail: str = None):
|
||
"""Write an audit log entry."""
|
||
conn.execute(
|
||
"INSERT INTO audit_log (stage, event, detail) VALUES (?, ?, ?)",
|
||
(stage, event, detail),
|
||
)
|
||
|
||
|
||
|
||
|
||
def record_review(conn, pr_number: int, reviewer: str, outcome: str, *,
|
||
claim_path: str = None, domain: str = None, agent: str = None,
|
||
reviewer_model: str = None, rejection_reason: str = None,
|
||
disagreement_type: str = None, notes: str = None,
|
||
claims_in_batch: int = 1):
|
||
"""Record a structured review outcome.
|
||
|
||
Called from evaluate stage after Leo/domain reviewer returns a verdict.
|
||
outcome must be: approved, approved-with-changes, or rejected.
|
||
"""
|
||
batch_id = str(pr_number)
|
||
conn.execute(
|
||
"""INSERT INTO review_records
|
||
(pr_number, claim_path, domain, agent, reviewer, reviewer_model,
|
||
outcome, rejection_reason, disagreement_type, notes,
|
||
batch_id, claims_in_batch)
|
||
VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?)""",
|
||
(pr_number, claim_path, domain, agent, reviewer, reviewer_model,
|
||
outcome, rejection_reason, disagreement_type, notes,
|
||
batch_id, claims_in_batch),
|
||
)
|
||
|
||
def append_priority_log(conn: sqlite3.Connection, path: str, stage: str, priority: str, reasoning: str):
|
||
"""Append a priority assessment to a source's priority_log.
|
||
|
||
NOTE: This does NOT update the source's priority column. The priority column
|
||
is the authoritative priority, set only by initial triage or human override.
|
||
The priority_log records each stage's opinion for offline calibration analysis.
|
||
(Bug caught by Theseus — original version overwrote priority with each stage's opinion.)
|
||
(Race condition fix per Vida — read-then-write wrapped in transaction.)
|
||
"""
|
||
conn.execute("BEGIN")
|
||
try:
|
||
row = conn.execute("SELECT priority_log FROM sources WHERE path = ?", (path,)).fetchone()
|
||
if not row:
|
||
conn.execute("ROLLBACK")
|
||
return
|
||
log = json.loads(row["priority_log"] or "[]")
|
||
log.append({"stage": stage, "priority": priority, "reasoning": reasoning})
|
||
conn.execute(
|
||
"UPDATE sources SET priority_log = ?, updated_at = datetime('now') WHERE path = ?",
|
||
(json.dumps(log), path),
|
||
)
|
||
conn.execute("COMMIT")
|
||
except Exception:
|
||
conn.execute("ROLLBACK")
|
||
raise
|
||
|
||
|
||
def insert_response_audit(conn: sqlite3.Connection, **kwargs):
|
||
"""Insert a response audit record. All fields optional except query."""
|
||
cols = [
|
||
"timestamp", "chat_id", "user", "agent", "model", "query",
|
||
"conversation_window", "entities_matched", "claims_matched",
|
||
"retrieval_layers_hit", "retrieval_gap", "market_data",
|
||
"research_context", "kb_context_text", "tool_calls",
|
||
"raw_response", "display_response", "confidence_score",
|
||
"response_time_ms",
|
||
# Eval pipeline columns (v10)
|
||
"prompt_tokens", "completion_tokens", "generation_cost",
|
||
"embedding_cost", "total_cost", "blocked", "block_reason",
|
||
"query_type",
|
||
]
|
||
present = {k: v for k, v in kwargs.items() if k in cols and v is not None}
|
||
if not present:
|
||
return
|
||
col_names = ", ".join(present.keys())
|
||
placeholders = ", ".join("?" for _ in present)
|
||
conn.execute(
|
||
f"INSERT INTO response_audit ({col_names}) VALUES ({placeholders})",
|
||
tuple(present.values()),
|
||
)
|
||
|
||
|
||
def set_priority(conn: sqlite3.Connection, path: str, priority: str, reason: str = "human override"):
|
||
"""Set a source's authoritative priority. Used for human overrides and initial triage."""
|
||
conn.execute(
|
||
"UPDATE sources SET priority = ?, updated_at = datetime('now') WHERE path = ?",
|
||
(priority, path),
|
||
)
|
||
append_priority_log(conn, path, "override", priority, reason)
|