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.

Escalate models when evidence checks fail—not when a model feels uncertain.

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

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.

MateProbe by Mate4B — mutation testing for your validators. Audit missed faults, wrong-reason rejections and valid controls with pytest.

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.

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

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

Deterministic spatial validation and trust-boundary engine for LLM-assisted systems.

Черновик серверной спецификации из запроса обычным текстом и остатков дистрибьютора. Модель выбирает только из складских позиций, код подставляет артикулы, цены и остатки дистрибьютора, инженер получает Excel со списком проверок перед КП.

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