Hallucination Detection

UQLM: Uncertainty Quantification for Language Models, is a Python package for UQ-based LLM hallucination detection

AI context optimization platform for files, conversations, RAG, code, logs and AI agents with context compression, evidence preservation, content-addressed reco…

开源终端 AI 编程 Agent：以在线 Evidence Runtime 验证链（LLM 输出是 Claim、工具结果才是 Evidence）为核心。SWE-bench_Lite 官方评测 40.0% 实例级通过率（同模型 A/B +6.7pp，可复现报告）。7 种推理范式、MCP 工具、落盘补救与验证闭环。Pyth…

Can LLMs Predict Their Own Failures? Self-Awareness via Internal Circuits