◈ Adversarial Field Theory
AFT
A deterministic ontology for red-team science. Five axioms — determinism, observability, state persistence, robustness, self-containment — applied across Python stdlib pipelines and vanilla-JS frontends. Every payload is seeded, checksummed, and URL-addressable.
◈ Semantic Field Workbench
SFW
A unified semantic field workbench for exploring question-drug networks and structured output spaces. Interactive visualizations of multi-dimensional constraint satisfaction across LLM interaction manifolds.