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ATOCore/scripts/auto_promote_reinforced.py

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#!/usr/bin/env python3
"""Auto-promote reinforced candidates + expire stale ones.
Phase 10: reinforcement-based auto-promotion. Candidates referenced
by 3+ interactions with confidence >= 0.7 graduate to active.
Candidates unreinforced for 14+ days are auto-rejected.
Usage:
python3 scripts/auto_promote_reinforced.py [--base-url URL] [--dry-run]
"""
from __future__ import annotations
import argparse
import json
import os
import sys
# Allow importing from src/ when run from repo root
sys.path.insert(0, os.path.join(os.path.dirname(__file__), "..", "src"))
from atocore.memory.service import auto_promote_reinforced, expire_stale_candidates
def main() -> None:
parser = argparse.ArgumentParser(description="Auto-promote + expire candidates")
parser.add_argument("--dry-run", action="store_true", help="Report only, don't change anything")
parser.add_argument("--min-refs", type=int, default=3, help="Min reference_count for promotion")
parser.add_argument("--min-confidence", type=float, default=0.7, help="Min confidence for promotion")
parser.add_argument("--expire-days", type=int, default=14, help="Days before unreinforced candidates expire")
args = parser.parse_args()
if args.dry_run:
print("DRY RUN — no changes will be made")
# For dry-run, query directly and report
from atocore.models.database import get_connection
from datetime import datetime, timedelta, timezone
cutoff_promote = (datetime.now(timezone.utc) - timedelta(days=args.expire_days)).strftime("%Y-%m-%d %H:%M:%S")
cutoff_expire = cutoff_promote
with get_connection() as conn:
promotable = conn.execute(
"SELECT id, content, memory_type, project, confidence, reference_count "
"FROM memories WHERE status = 'candidate' "
"AND COALESCE(reference_count, 0) >= ? AND confidence >= ? "
"AND last_referenced_at >= ?",
(args.min_refs, args.min_confidence, cutoff_promote),
).fetchall()
expirable = conn.execute(
"SELECT id, content, memory_type, project "
"FROM memories WHERE status = 'candidate' "
"AND COALESCE(reference_count, 0) = 0 AND created_at < ?",
(cutoff_expire,),
).fetchall()
print(f"\nWould promote {len(promotable)} candidates:")
for r in promotable:
print(f" [{r['memory_type']}] refs={r['reference_count']} conf={r['confidence']:.2f} | {r['content'][:80]}...")
print(f"\nWould expire {len(expirable)} stale candidates:")
for r in expirable:
print(f" [{r['memory_type']}] {r['project'] or 'global'} | {r['content'][:80]}...")
return
promoted = auto_promote_reinforced(
min_reference_count=args.min_refs,
min_confidence=args.min_confidence,
)
expired = expire_stale_candidates(max_age_days=args.expire_days)
print(f"promoted={len(promoted)} expired={len(expired)}")
if promoted:
print(f"Promoted IDs: {promoted}")
if expired:
print(f"Expired IDs: {expired}")
if __name__ == "__main__":
main()