Run a vLLM Server on HF Jobs in One Command (huggingface.co)
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…
I have been running Claude Code for architecture and planning, Codex for autonomous feature builds, and ChatGPT for quick web research and prompt iteration. The hardest part was not getting each tool to do its job.
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)
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…
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).
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model roundup
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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.
[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…
ByteDance shipped a creator paradigm + prompt skill called "Vibe Creating" with their Seedance 2.0 video model. I open-sourced a portable version on the open Agent Skills standard (single SKILL.md) — it drops into Claude Code's ~/.claude/s…
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…
Open-source platform for multi-agent workflows (www.simple-agent-manager.org via hn)
Simple Agent Manager (SAM) is an open-source platform for running coding agents on your own cloud. Run as many instances of Claude Code, Codex, Gemini CLI, or Amp as you need across cloud VMs.
- OpenCognit – an open-source multi-agent platform you run on your own machine (opencognit.mytherrablockchain.org via hn)
Title: Show HN: AssertGo – Fluent Assertion Library for Go (news.ycombinator.com)
I like AssertJ-style fluent assertions. I tried to find a library that does that for Go, but couldn't.
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event
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.
- 52m Snyk Finds Prompt Injection in 36% of Payloads in a ToxicSkills Study
- 15h Bad Epoll: The bug Mythos missed
- 23h Same flaw, opposite verdict: what counts as a vulnerability in AI agents?
- 1d Show HN: Lelu – gate OpenAI agent actions on confidence and prompt injection
- 1d Has anyone else seen Claude report a prompt injection attempt like this?
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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.
- 55m Tracing a silent-corruption bug in differentially private LoRA fine-tuning
- 1d Accelerating Transformers Fine-Tuning with NVIDIA NeMo AutoModel
- 3d Claude Opus 4.8 launched in May but says its training cutoff is Jan 2026. Am I understanding the cutoff vs launch gap correctly?
- 3d Fine-Tuning and Deploying LLMs on Mobile:F/b to learnings
- 7d Beyond LoRA: Can you beat the most popular fine-tuning technique?
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)
OpenAI Leans Toward Waiting Until Next Year for IPO (www.nytimes.com via hn)
paywalled
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…
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…
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…
Code review is the new bottleneck. "Tests passing" is no longer sufficient to trust the changes, and the (human) cost of evaluating the quality and robustness of new agent-written contributions is skyrocketing.
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event
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.
- 3h Anthropic says Alibaba must be punished for largest Claude cloning attack
- 7h China's 360 says it has developed tools to match Anthropic's Mythos
- 8h China claims to have developed AI 'cyber nuclear weapon', matching Mythos
- 21h Naming convention?
- 1d Can an AI specialist explain why or what made mythos class models special?
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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?
- 3d Gorilla: Large Language Model Connected with APIs
- 8d How Inference Compute Shapes Frontier LLM Evaluation
- 13d Went through everything on Anthropic Academy so here's what's actually worth doing
We got local models to triage the OpenClaw repo for FREE!* (huggingface.co)
Applied AI Implementation Engineer Freelance (news.ycombinator.com)
Open to Work I build production AI systems that add intelligence to processes. My work includes Closed-Loop AI-native systems, RAG, AI agents, agentic evaluations, guardrails, and enterprise integrations using Python, TypeScript, React, No…
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…
Building your own Claude Tag (www.reddit.com via reddit)
I liked the idea of Claud Tag, an AI agent that lives in your Slack channels. However I wanted more flexibility vs fully depending on Anthropic for tools, models, identity, etc.
- What Is Claude Tag? (support.claude.com via hn)
- Claude Tag (www.anthropic.com via hn)
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…
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…