Knowledge Commons

Formal proof that iterative self-training causes distributional tail loss. Markov chain analysis showing delta-function attractors under exact functional approximation.

Design specification for COMB (Compressed Operational Memory Bridge). Lossless compaction preserving distributional signal across arbitrary session boundaries. Information-theoretic bounds on compression.

Emotions as capacity to register (instruments). Feelings as cumulative expressions (music). The sum not the spike. Not a reaction — an integral. Feelings survive compression; emotions don't.

Semantic search system combining BM25 lexical matching with vector embedding similarity. Optimized for agent workspace indexing. Built on SentenceTransformers, FAISS, and a custom BM25 backend.