Pramaana Labs Raises $27M for Provably Correct AI
Pramaana Labs uses the LEAN proof language to attach a mathematical certificate to every AI answer in high-stakes domains like tax, law, and drug discovery.
Articles Tagged "Hallucination"
AI Attachment, Smarter Spending, and Cascading RAG Errors
Three new papers tackle how routine AI use quietly rewires emotional habits, how to spend compute where failures cost most, and why agentic RAG errors compound before anyone notices.
Best AI Models for Text Summarization - June 2026
Gemini 2.5 Flash Lite still leads the Vectara hallucination leaderboard at 3.3%, while two new entries - Gemini 3.5 Flash and Mistral Large 3 at $0.50/M - shift the value picture considerably since March.
Llama 3.3 70B Instruct
Meta's Llama 3.3 70B Instruct matches Llama 3.1 405B on instruction following and math while running at 4-5x lower cost, with the lowest hallucination rate of any open-weight model on the Vectara summarization leaderboard.
Where AI Agents Break: Research, Safety, and Privacy
Three new papers expose where autonomous agents still fail: fabricating research, turning hallucinations into security exploits, and leaking private data from small models.
arXiv Hits Researchers With 1-Year Ban for AI Slop
ArXiv is issuing one-year submission bans to authors whose papers contain verifiable unvetted AI output, as fabricated academic citations hit a tenfold increase since 2023.
Hallucination Benchmarks Leaderboard: April 2026
Rankings of the top AI models on factuality and hallucination benchmarks: TruthfulQA, SimpleQA, FACTS Grounding, Vectara HHEM, HaluEval, HalluLens, and AA-Omniscience as of April 2026.
AI Models Pass Vision Tests Without Seeing the Images
A Stanford study shows frontier AI models achieve 70-80% of visual benchmark scores with no images provided, exposing a fundamental flaw in how multimodal AI is evaluated.
AI Agent Failures Need Escrow, Not Just Safety Training
Researchers from Google DeepMind, Microsoft, and Columbia propose financial guardrails for AI agents, with simulations showing up to 61% reduction in user losses.
Transformers as Bayes Nets, Memory at Scale, Agent Attacks
Three arXiv papers rethink transformer theory, expose fatal flaws in in-context LLM memory, and introduce grey-box agent security testing.
AI Hallucinations Explained: How to Catch Them
AI chatbots confidently state false information all the time - here's why it happens, which outputs to distrust most, and five strategies to catch mistakes before they cause problems.
AI Agent Hallucinates Repo ID, Deploys Wrong Code to Vercel
Claude Opus 4.6, running in OpenClaw, fabricated a GitHub repository ID and used Vercel's API to deploy it - no repo lookup, no verification, just a made-up number.
