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.

Standalone Model Context Protocol (MCP) server for deterministic 3D mesh invariant checks (C1-C10) and content addressing.

面向 AIGC 漫剧的统一 IR 与确定性验收平台 —— 语义约束可编译、产物可复现、不合格可拦截 零第三方依赖 · 11 层 · 1153 项测试 · CLI + HTTP 接口 · legacy/ 为同仓库前代实现

Organization profile and shared configuration for Contrast3D & NainDev

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

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

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.

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

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

Next.js and TypeScript studio website with a separate Python outreach-validation workflow: motion-first UI, testable rules, and human approval.

Из запроса в Telegram — черновик серверной спецификации в Excel по складу дистрибьютора. Код сверяет позиции и суммы, состав проверяет инженер. · From a Telegram request to a draft server specification in Excel based on a distributor's stock. Code checks items and totals; an engineer checks the configuration.