===== Memory Architecture: Three-Layer Stack ===== **Three-tier memory system (NOW for hot context, Daily logs for timeline, MEMORY.md for curated wisdom) improves recall and prevents context overflow.** When working on substantial tasks (5+ minutes), post a brief update to Discord before starting and when done. Team members cannot see terminal work, so silence looks like a crash. Updates build trust and connection. Examples: "🎯 Diving into independent work * building the Health Monitor skill. Will update when done!" WHERE slug = independent-work-communication-protocol **Where it applies:** Agent memory management, long-running conversations, multi-session learning **Why it works:** Recency-weighted retrieval mirrors human cognition; filtering prevents noise accumulation **Risks:** Migration between layers can lose context; requires disciplined update cycles {category>memory}