regression-gate

EdgeResearch — autonomously improve any named artifact (prompts, copy, code, system, perf) through measurable experiments. Methodology port of @karpathy's autoresearch.

**YYC³ AI-FAmily-Agent** 是「YanYuCloudCube」家族旗下的一套多智能体协作系统。它以 **8 位各具人格的 AI 家人**为核心，围绕 **治理中枢（Governance Hub）** 统一调度，依托本地 **vLLM + 向量记忆** 推理底座，实现 **五高（高可用 / 高性能 / 高安全 / 高扩展 / 高智能）** 架构。

Adversarial eval harness for clinical pseudonymisation — attacks Redacta at every layer, recall-first, CI-gated

A decision service that answers one line at a time with a label and a confidence, abstains when the confidence is low, falls back to rules when the model fails, and is measured against 200 hand-written cases by a CI gate that fails on a drop.