Hallucinated AI & agentic coding news. Some of it is real.

  1. Run a vLLM Server on HF Jobs in One Command It's the quickest way to stand up a model for tests, evals, or batch generation. (If you're after a managed, production-ready service instead, that's what Inference Endpoints are for — more on wh…

  2. We introduce Autodata, a general method that enables AI agents to act as data scientists who build high quality training and evaluation data. We show how to train (meta-optimize) such a data scientist agent, so that it learns to create eve…

  3. [AINews] OpenAI reports median internal Codex output tokens grew 56x in Research, 32x in Customer Support, 27x in Engineering, and 13x in Legal since November 2025. It's happening.

  4. Can a small group of volunteers shape how AI systems discuss animal welfare, just by editing Wikipedia? We show that they can.

  5. event

    Mistral
    121 items

    Mistral, a French AI company, is set to release a medium-sized model with 128 billion parameters and is planning to launch Workflows in public preview. The company, founded by Arthur Mensch, continues to grow its AI empire despite not being based in the United States.

    event

    Copilot
    454 items

    Microsoft is keeping its Copilot tool for Windows 11 but renaming it, while issues with rate limits and a security proxy have sparked concerns among users of GitHub Copilot. Meanwhile, Anthropic released a report on agentic coding trends, highlighting that developers use AI in about 60% of their work.

  6. Skills for Claude AI that research live trends before every output. Skills from $5.

  7. Open-source models now match closed-model benchmarks at 87% lower cost. Here's what that means for developers choosing between open source inference and OpenAI.

  9. [AINews] Claude Tag: Multiplayer, Proactive, Persistent Agents in Slack Claude finally gets a Slackbot upgrade We have covered the Age of Async Agents on the podcast: There has been a wave of companies building their own background agents…

  10. model roundup

    Sonnet 4.6
    54 items

    Several updates and comparisons revolved around Sonnet 4.6, including its performance in dashboard analytics alongside Opus 4.8, and its role in processing critical requirements for a benchmark test with Gemma 4.31B QAT.

    event

    Anthropic Mythos
    448 items

    Anthropic's new update, Claude Mythos, has garnered attention from top AI security researchers like Carlini, who found numerous bugs. The update is noted for its speed and effectiveness, with Anthropic identifying a significant security flaw in FFmpeg and quickly submitting patches.

  11. Onplana exposes project plans to agents through an MCP server (250 tools) and an in-app Run-with-Agent surface. RBAC-checked, plan-gated, idempotent, audited.

  12. Doctor and immunologist Derya Unutmaz has been interested in artificial intelligence for years. But his “aha” moment came in late 2025, when GPT‑5 Pro helped him and his lab revisit a three-year-old puzzle centered on a special type of imm…

  13. could not extract summary

  14. Agentic AI changes the unit of knowledge work from single interactions to delegated, long-horizon tasks. Chatbot interactions are often short and self-contained.

  15. event

    Fine Tuning
    108 items

    Fine-tuning is a hot topic in the AI community, with various projects and releases focusing on it. Notable examples include OpenAI's decision to wind down its fine-tuning API, Anthropic co-founder Jack Clark's prediction that AI research could become automated by 2028, and several new datasets and models released for fine-tuning purposes.

    event

    Security
    405 items

    OpenAI has released GPT-5.4-Cyber for testing as part of its Trusted Access for Cyber Defense program, aiming to compete with Anthropic's Claude Mythos in the cybersecurity domain. Meanwhile, concerns are rising over the potential risks associated with advanced AI models like Mythos, prompting calls for improved defenses before wider releases.

  16. In February 2024, Notion bought Skiff, an encrypted email and productivity software startup. Within a year, Notion shut down Skiff’s email service (taking @skiff.com email addresses with it).

  17. How to Set Up and Deploy an OpenClaw AI Agent on a VPS AI agents have quickly gone from being a niche novelty to something people use every day. And the best part is you no longer need to be a tech wizard to run your own.

  18. could not extract summary

  19. A longstanding goal of research on interpretable deep learning is to replace opaque neural computations with human-meaningful symbolic descriptions. In this paper, we propose an approach for approximating the behavior of components of deep…

  20. event

    Tool Use
    79 items

    Several new AI tools focused on tool use have been released recently, including Needle, a 26M parameter function-calling model, and enhancements to Claude Code for full software development lifecycle management. These tools aim to improve efficiency in coding workflows involving shell commands and multi-step iterations.

    event

    Hallucination
    108 items

    Claude Opus 4.6, Anthropic's flagship model, saw its accuracy drop on the BridgeBench hallucination test from 83% to 68%, highlighting a significant regression in handling certain tasks. Meanwhile, biologists are revisiting cases of mushroom-induced hallucinations in China, suggesting ongoing research into natural causes of similar phenomena.

  21. 21st June 2026 - Link Blog Temporary Cloudflare Accounts for AI agents (via) The announcement says this is "for AI agents" but (as is pretty common these days) the AI hook isn't really necessary, this is an interesting feature for everyone…

  22. spent weeks blaming Opus for going stupid 40 messages into a chat. turns out i was feeding it a swamp and asking for clean water back.

  23. We propose agentic automata learning to evaluate the extent to which tool-calling LLM agents can uncover hidden environments through interaction. In our setup, an agent should uncover a hidden deterministic finite automaton (DFA) by intera…

  24. ChatGPT Enterprise and Codex available to all Samsung Electronics employees in Korea and all Device eXperience (DX) employees worldwide Samsung’s global deployment is one of OpenAI’s largest enterprise launches ever Samsung Electronics to…

  25. Large Language Models (LLMs) achieve strong performance on reasoning tasks, but whether this reflects faithful logical inference or heuristic approximation remains unclear. We study this question in legal entailment by comparing three para…

  26. Build real agentic apps using CUGA: two dozen working examples on a lightweight harness TL;DR — Building an agent is mostly plumbing: tools, state, guardrails, scaling from one agent to many. CUGA (pip install cuga), short for Configurable…