Independent Auditing of AI Agents. Run by human or the agent itself, to answer the most crucial question in the AI Agent Economy. Is the agent doing what is supposed to do? With iFixAi you can have this answer in less than 120 seconds.
[JMLR 2026] UQLM: A Python package for LLM hallucination detection using uncertainty quantification
[Public preview] Externally scored agentic ML research benchmark: 60 tasks, real competition ground truth. Open protocol, operated evaluation.
Evaluator-neutral AI evaluation evidence, baseline regression gates, and JSON, JUnit, and SARIF reports for CI.
开源劳动者AI研究与评测项目:建设劳动知识、公开评测基准与共同治理机制|Open worker-centered AI research and evaluation project.
A reproducible local LLM benchmarking platform with versioned datasets, deterministic scoring, and auditable reports.
Universal AI Charter: plain-language governance principles and a public certification registry for AI models, built on disclosure instead of a development slowdown.
Accuracy, latency p95, and cost benchmarking for model-based solutions, with per-field ground-truth scoring.
[Public preview] The first public quant trading benchmark scored against what professional traders actually made on the same asset
[Public preview] An advanced AI Benchmark for math, produced by mathmo at St John's College, Cambridge.
[Public preview] Hard human-written reasoning puzzles: 749 answered items in 15 topics (707 scored core), with protocol and scorer.
AgentVitals Checkup (/checkup) — an AI agent skill that gives your agent a professional health checkup: dual-axis Stability + Welfare scoring, a personality-style title, and a public cross-platform leaderboard. One-line install for Claude Code / OpenClaw / Codex / Coze. Bilingual EN/ZH.
Scope | Agentic Experience evaluation platform (Research preview)