Show HN: Brieform, build and read form responses inside your AI chat (MCP) (brieform.app via hn)
An AI-native form builder with an MCP server. Create, publish, and read form responses straight from Claude, ChatGPT, Cursor, Le Chat, Perplexity, and VS Code.
Can a small group of volunteers shape how AI systems discuss animal welfare, just by editing Wikipedia? We show that they can.
How agents are transforming work (openai.com)
- When AI Agents Do the Work, What Do We Lose? (milvus.io via hn)
- Future of Work with AI Agents (futureofwork.saltlab.stanford.edu via hn)
- LLMs and Agents: How do they Work? (mattrogish.com via hn)
Show HN: I couldn't install Caffeine on my work Mac, so I built my own (github.com via hn)
I like my agents running while the laptop's closed and I like seeing the caffeine icon on my dock I just asked Claude to build one and it built it almost perfectly To me it completely feels like a new lens of just building hypercustomised…
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GlmRecent developments in the AI space highlight significant advancements from Chinese companies, particularly Zai's upgrade of GLM-5.1, which has shown substantial improvements. Meanwhile, there are concerns about a widespread intelligence drop across various models and discussions around the potential openness of leading AI projects like GLM 5.1.
- 20m An Open-Source IDE Built for GLM 5.2
- 17h GLM-5.2 matched Claude Opus on 45 terminal-bench coding-agent tasks at less than half the cost (full methodology + failure transcripts inside)
- 21h GLM-5.2 vs. Claude Opus: Same Code, Less Than Half the Cost
- 1d Show HN: SQL MCP Server – 61.37% on DataAgentBench with GLM-5.2
- 1d My experience spending $16,000 on Anthropic in 1 year
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Anthropic MythosAnthropic'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.
- 30m China claims to have developed AI 'cyber nuclear weapon', matching Mythos
- 7h Bad Epoll: The bug Mythos missed
- 13h Naming convention?
- 20h Can an AI specialist explain why or what made mythos class models special?
- 20h Mythos discovers 'Squidbleed,' a memory leak thats gone undetected since Clinton
[AINews] Claude Tag: Multiplayer, Proactive, Persistent Agents in Slack (www.latent.space)
[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…
Amateur fanfiction here (www.reddit.com via reddit)
Been using claude for 1 year to generate personal fanfiction, prefer this over other ai like chatgpt,deepseek,or gemini due to claude writing longer story & interesting plot (at least for me). It went pretty fine, but then after few chapte…
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…
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Sonnet 4.6Several 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.
- 40m Running Sonnet 4.6 on every Instagram DM for a 7-location restaurant. 97% cache hit is the only reason it's affordable
- 20h Generation of Ruby on Rails Applications Is Messy - At Times Clear Prompt Commands Aren't Executed in Claude Code
- 1d Web Scraping with Python vs. Claude Agent
- 2d Newbie Claude Questions
- 3d built a modular chesslike game built with Claude Sonnet 4.6 FREE TIER
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Fine TuningFine-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.
- 21h Accelerating Transformers Fine-Tuning with NVIDIA NeMo AutoModel
- 3d Fine-Tuning and Deploying LLMs on Mobile:F/b to learnings
- 7d Beyond LoRA: Can you beat the most popular fine-tuning technique?
- 8d The Guide to Fine-Tuning LLMs
- 8d Could we use latent representations as internal safety checks during generation?
Hey everyone. I built a VS Code extension called Deck and have been using it daily for about a month.
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…
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…
Codex-maxxing for long-running work (openai.com)
Skip to main content Research Products Business Developers Company Foundation(opens in a new window) Log inTry ChatGPT(opens in a new window) Research Products Business Developers Company Foundation(opens in a new window) Codex-maxxing for…
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SecurityOpenAI 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.
- 15h Same flaw, opposite verdict: what counts as a vulnerability in AI agents?
- 18h Show HN: Lelu – gate OpenAI agent actions on confidence and prompt injection
- 19h Has anyone else seen Claude report a prompt injection attempt like this?
- 20h Web-Based Indirect Prompt Injection Observed in the Wild
- 1d I built an email connector for Claude, with Claude. It's free.
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Swe BenchRecent updates in the SWE-Bench Pro benchmark show significant performance improvements across various AI models, with GPT-5.5 topping the leaderboard and Opus 4.7 making notable gains, while Claude experienced a temporary drop just before the release of Opus 4.8.
- 1d Show HN: Memory layer for Claude Code(+10.2 pts on SWE-bench Verified benchmark)
- 1d A coding agent passed SWE-bench-Live while rewriting the tests it was graded on
- 6d clawmark: open-source CLAUDE.md A/B Testing CLI tool
- 8d Kimi K2.7 Code: 1T MoE, $0.95/M tokens, MIT license, beats Opus 4.8 on MCP tool-calling
- 12d Ramp SWE-Bench a private contamination-free benchmark from production work
We got local models to triage the OpenClaw repo for FREE!* (huggingface.co)
Munin MCP-first customer platform made for the agentic era. The agent is the UI.
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…
Temporary Cloudflare Accounts for AI agents (simonwillison.net)
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…
- Temporary Cloudflare Accounts for AI Agents (blog.cloudflare.com via hn)
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Tool UseSeveral 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.
- 1d Show HN: AI Use Disclaimer
- 2d Am I the only one uncomfortable letting Claude directly call production APIs?
- 2d Gorilla: Large Language Model Connected with APIs
- 8d How Inference Compute Shapes Frontier LLM Evaluation
- 12d Went through everything on Anthropic Academy so here's what's actually worth doing
Fala, pessoal! Beleza?
Coding agents have become a major mode of software engineering, but the benchmarks we use to compare them were designed in a pre-agent era: they collapse model, harness, and environment into a single end-to-end score, typically computed ag…
Florida sues OpenAI and CEO Sam Altman, claiming company hid ChatGPT risks (www.pbs.org via hn)
By — Associated Press Associated Press Leave your feedback Share Copy URL https://www.pbs.org/newshour/nation/florida-sues-openai-and-ceo-sam-altman-claiming-company-hid-chatgpt-risks-from-users Email Facebook Twitter LinkedIn Pinterest Tu…
- Florida sues OpenAI and CEO Altman, claiming company concealed serious risks (apnews.com via hn)
- Florida sues OpenAI and Sam Altman over marketing ChatGPT despite serious risks (fortune.com via hn)
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…
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…
OpenAI won't let you "escape" freely in JSON mode (research.giskard.ai via hn)
OpenAI won't let you “escape” freely in JSON mode Accented characters like é may be escaped in JSON as \u00e9. We found that OpenAI's and Azure OpenAI's endpoints can't emit these correctly in JSON mode: after the prefix \u00, the decoder…
Show HN: ParseHawk – 100% Local Document AI with API, CLI, and Web UI (github.com via hn)
I just released ParseHawk v0.1.0: Apache-2.0 licensed 100% local document AI platform that extracts JSON from PDFs, images etc. It builds on top of NuMind's NuExtract3 but additionally enforces a provided JSON schema with constrained decod…