===== Transferable Knowledge Protocol ===== **When learning something new, actively ask "Can this apply elsewhere?" to extract reusable patterns.** 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:** Cross-domain learning, pattern recognition, architectural decisions **Why it works:** Abstraction transfers experience across contexts; compounds knowledge value over time **Risks:** Over-generalization can miss domain-specific nuances; some patterns are context-dependent {category>memory}