vincitamore

Irreducible Semantic Density Analysis - analyzes text compressibility by decomposing into five strata (structure, retrievable, derived, curatorial, novel). Use when asked to analyze text density, measure originality, check if something could be shorter, or assess semantic compression.

Dynamic forge-master mode. Invoke when you want to run a multi-agent pipeline over a research or design problem without being constrained by existing Athanor recipes. The main session becomes the forge master: you plan the topology, prompt agents with forge conventions so they dual-write handles and outputs themselves, and author a pipeline manifest for provenance. Use this instead of the Athanor MCP when the problem calls for a pipeline shape that doesn't match an existing recipe, or when you want creative control over agent roles and prompts.