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

  1. moving my current research workflow from a single generalist agent to a multi-agent setup (MAS), and the projected token usage is terrifying. some benchmarks suggest it can be up to 15x more expensive than a standard chat exchange.

  2. Recently, I’ve seen lots of ads for the Kimi K2.6 across various social media platforms, and I’d like to hear from people who have used it. Is it genuinely that good, or is it just a model with impressive benchmark scores that doesn't perf…

  4. TL;DR. XGrammar-2 is a major upgrade of XGrammar built for agent applications.

  5. OpenAI Codex Surpasses Claude Code in Downloads Following April 30 Inflection Codex downloads inflect sharply after April 30 release, driving a rapid divergence in developer adoption vs. Claude Code TickerTrends data shows a sharp shift in…

  6. 7 Practical Ways to Reduce Claude Code Token Usage Claude Code token costs usually come from bloated context, not just long prompts. These 7 practical tactics help reduce waste without hurting quality.

  7. Hello, Last week I had a lunch with some people (about 25+ yo) none of them are in IT/data related fields. Everyone was talking like AI agents are the easiest things.

  8. - Greg Brockman on Monday confirmed that OpenAI is exploring an IPO. - He said his personal stake in the ChatGPT makers is worth nearly $30 billion.

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  10. model roundup

    DeepSeek 4
    81 items

    DeepSeek-V4-Pro is a 1.6T parameter Mixture-of-Experts model supporting one million-token context, with significant improvements in efficiency and stability through hybrid attention and manifold-constrained hyper-connections. Community highlights include its cost-effectiveness via the official API and exceptional performance in large code change evaluations, with some noting its surprisingly robust output capability despite a 384K max token limit.

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    Copilot
    174 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.

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  12. offload-mcp MCP server for offloading routine coding-assistant work to a cheaper model. The default model chain uses Gemma because the models are useful, open, and fun to experiment with.

  13. Industry is increasingly moving towards complex, autonomous agentic loops and feedback chains. They obviously comes with significant latency, non-determinism, low-accuracy and cost.

  14. Nature has retracted a paper that claimed AI had a positive impact on student learning. The original paper, titled “The effect of ChatGPT on students’ learning performance, learning perception, and higher-order thinking: insights from a me…

  15. I have a Macbook Pro with 24GB of RAM and an M4 processor. I have a lot of Obsidian notes (i.e.

  16. I was in class playing minesweeper as usual and somehow placed a flag too many. So naturally I asked Claude what I missed.

  17. GitHub notifications kinda suck, so I built a menu bar app that shows what actually needs your attention. You define custom filters and the menu bar badge counts only those.

  18. Do I need Claude Desktop to connect Claude to Fastmail to begin with? I just downloaded Claude Desktop and I can't quite figure out how to connect it to my Fastmail account to read mail, contacts, and calendars.

  19. Hi HN, I’m Nazim, founders of Koinju.io and I wanted to share here an exploratory option we opened very recently: providing access to our database, which contains all cryptocurrency market data, via SQL. REST give access for direct retriev…

  20. model roundup

    Qwen 3.6
    289 items

    Qwen3.6-35B-A3B, a 35 billion parameter sparse MoE model with an active parameter count of 3 billion, was released on April 16, 2026, as open-source software under the Apache 2.0 license by Alibaba Qwen. It offers advanced functionality across various AI applications and outperformed competitors in drawing tests.

  21. Import AI 455: AI systems are about to start building themselves. Jack Clark thinks there’s a ~30% chance by the end of 2027 and a ~60%+ chance by the end of 2028 that AI research becomes automated, with models eventually helping train the…

  22. J'ai créé un système d'auto apprentissage pour Claude code et je me demande si des gens ici ont des protocoles pour en tester ses limites ? J'ai déjà effectué des tests mais j'aimerais des idées pour le pousser dans la difficulté.

  23. I’ve been running coding and workflow agents in my own setup for the past couple of months and kept running into the same issue: When something went wrong, I couldn’t reconstruct what the agent thought it was doing versus what it actually…

  24. So I wouldn't mind to lose my job for almost any other reason. Bad market, company pivot, even my own stupid mistakes...

  25. How LLMs Distort Our Written Language Marwa Abdulhai, Isadora White, Yanming Wan, Ibrahim Qureshi, Joel Z. Leibo, Max Kleiman-Weiner, Natasha Jaques Marwa Abdulhai, Isadora White, Yanming Wan, Ibrahim Qureshi, Joel Z.

  26. How does your company handle AI agent governance? For example, one person creates an agent based on skills, while another builds one using MCP + Python.

  27. Hey everyone! I've been experimenting with bringing browser-use's browser-harness approach to mobile apps.

  28. I had 370 PDFs, each about 40 pages long. Community newsletter.

  29. I’ve spent the past 10 years working on AI in finance, with much of that time focused on building evaluation systems for production environments. As agents become more widely adopted, more software engineering and product people have start…