AIMM Recap — January 15, 2026

Explored ontology as clarity machine revealing pre-awareness symptoms clients experience. Multi-model council approach produces complementary outputs from different LLM training biases. Context compression techniques discussed including artifact management and conversation forking. Claude Skills deep dive covered progressive disclosure and forked context isolation.