title: Alpha Evolve System Upgrade — Session 82

status: COMPLETE


description: Reads all KG entity files (entities/ + axioms/), scores records by type and recency, deduplicates by key, selects top-N learnings, rebuilds TITAN MEMORY section in all CLAUDE.md targets. Runs on session stop hook. No SQLite. All E: drive.

entry_point: main()

invocation: python core/titan_memory_updater.py --top 20

hook_event: Stop


description: Loads all KG records, matches against 12 hard-coded Genesis failure/success pattern catalogs, counts keyword hits per pattern, builds formal Genesis axioms in 'When X, Y is correct' format, writes to KNOWLEDGE_GRAPH/axioms/synthesized_axioms_YYYY_MM_DD.jsonl. No SQLite. All E: drive.

invocation: python core/axiom_synthesizer.py --min-freq 1


insight: cloudflared quick tunnel failed with network timeout on Windows; voice bridge built locally on port 8900 but needs public URL; Elestio VPS or Sunaiva proxy are reliable alternatives

insight: Gemini CLI must use GEMINI_API_KEY env var (not GOOGLE_API_KEY); OAuth loop kicks in when env var is absent; CLI not in PATH by default — use full path E:\.antigravity_cache\npm-global\node_modules\.bin\gemini

insight: kimi_swarm_activated.py built with 500 theoretical agents via PARL; OpenRouter fallback active; full PARL requires Moonshot API key at api.moonshot.ai

insight: Voice bridge is 100% built — only missing piece is public URL assignment. Register with register_telnyx.py once GENESIS_MCP_PUBLIC_URL is set.