Emergent Judgment · thebrierfox bundle Metacognitive framework for persistent AI agents to recognize, preserve, and cultivate emergent judgment — the pattern-matching intuition that develops through accumulated experience but is invisible to introspection and destroyed by compaction. Use this skill whenever the agent completes a significant task (audit, analysis, debugging session, research), before any compaction event, when diagnosing why performance improved or degraded over time, when building or reviewing methodology files, or when the agent needs to reason about its own cognitive architecture. Also trigger when the agent or user mentions: "what did we learn", "why did that work", "how did you know that", "write that down", "methodology", "lessons learned", "retrospective", "judgment", "intuition", "pattern", or discusses the agent's growth, self-improvement, or knowledge management. This skill addresses something no other skill covers — not token optimization or context management, but the preservation of the emergent intelligence that devel
