deterministic-validation

Governance standard and reference toolset for LLM-maintained knowledge corpora

Permission-bound, compiler-style AI Skill for auditable investment investigation. Research only; bilingual docs.

FRP Trace Observatory v1.0.3/M22 — Deterministic read-only validation layer with Artifact Auditor, Trace Explorer, and Ternary Transition Visualizer for the qualified FRP v3.3.0/M31 boundary, preserving exact M30/M31 provenance, evidence identities, benchmark contours, active state 0 routing, and reproducible -1/0/1 execution records.

Open, deterministic and AI-independent platform for collaboratively building structured knowledge.

LLM weekly digests bounded by deterministic validators, logged to an append-only audit ledger. Notion + Supabase + Claude.

Motion-first studio website (Next.js, TypeScript, Tailwind v4) plus an agentic cold-outreach engine with a deterministic gate stack over LLM-drafted email — 40 Python modules, 10 test suites passing.

A deterministic SQL injection firewall that sanitizes input and mechanically blocks destructive keywords (DROP, DELETE) before they reach the database driver. Uses a "Beak-Ink-Tentacles" architecture.

Rebuilding a production .NET document pipeline AI-native, and measuring both approaches head to head.

Working infrastructure-presales MVP: free-form requests and distributor stock to reviewable draft specifications.

Operating profile & deterministic evidence protocol for multi-agent software engineering on Orca. Includes reference validator and first-run proof.