CHANNEL / ACTIVE
Knowledge graphs can give an AI system structured mathematical evidence, but they do not prove an algebraic result by themselves. A practical look at neurosymbolic pipelines, Paths-over-Graph, KG-RAR, and where formal verification belongs.
Life Harness is a research framework for frozen LLM agents in deterministic benchmark environments. It adds an environment contract, procedural skills, action realization, and trajectory regulation around the model.
A practical pattern for preserving project context across agent sessions: concise, versioned notes with sources, review, and a clear loading policy. How it complements retrieval and Claude Code memory.
MASFactory turns natural-language intent into an editable workflow representation through a human-in-the-loop process. What its Vibe Graphing approach demonstrates, what its construction-cost figures mean, and where the limits are.