Local security audit for AI API relays and LLM proxies: detects prompt injection, model substitution, tool-call rewriting, SSE anomalies, error leakage, and Web3 wallet risks.

Turn exported AI chats into local evidence about usage, value, automation, and human judgment.

Adversarial verification framework for AI outputs. Recursive Solver → Auditor → Reconstructor pipeline with benchmark-gated correction logs.

Agent Indoctrination – AI Safety, Bias, Fairness, Ethics & Compliance Testing Framework 🚀

Recon-Level Audit of Claude 4 – Obfuscated, Ethical & Technically Precise

LLM 服务商诚信度检测工具（模型真伪 / token 对账 / 缓存合规 / 性能衰减） · 由 15code 出品

An auditing framework to evaluate LLMs in local government reporting. Compares AI-generated headlines and topic prioritization against professional journalistic standards. Submitted to CHI 2026.

AI agent that transforms existing codebases — no migrations, no rewrites, directly on production code.