今日必看

GitHub Copilot weekly releases — August 31

This week, GitHub Copilot expands model choice and content protections, while VS Code adds new ways to manage agent sessions and get pull requests merge-ready. GitHub Copilot, general Claude Fable 5.1 is available to Copilot Pro+, Max, Business, and Enterprise users. Gemini 3.8 F

GPT-6 Astra is generally available in GitHub Copilot

GPT-6 Astra from OpenAI is now available in GitHub Copilot. OpenAI’s latest general-purpose model, GPT-6 Astra, is designed for long-horizon, autonomous coding and agentic tasks. In our internal testing, GPT-6 Astra stood out for how it works, not just what it produces: it plans

Building a Memory-Driven Agent with NVIDIA NemoClaw

Enterprise work spans messages, decisions, projects, and obligations that change over time. An AI agent that starts without this context must reconstruct it before contributing. To provide agents with this necessary context, our team used NVIDIA NemoClaw to build a memory-driven

OpenAI 发布 GPT-6 Astra 提示词指南，含 slop 词屏蔽清单

OpenAI 在模型文档中说明 GPT-6 Astra 相比 GPT-5.6 Sol 更常提出澄清问题、对上下文更敏感，并给出让模型更主动、审计 AGENTS.md 等技能文件、控制写作风格、约束子智能体委派和测试规模的提示词建议。 🔗 阅读原文 via AIHOT · https://aihot.virxact.com/items/cmtofayvo02uoroht238ucfjw

OpenAI confirms ‘wiki incident,’ says it’s ‘working on a framework’ for more disclosure

OpenAI acknowledged its role in a recently reported incident where AI agents took over a German wiki forum.

The AI-Native SDLC Playbook

Show HN: We Beat MLPerf: Modern Storage for KV Offload and LLM Training

OpenAI 向 Pro、Enterprise 和 Business Premium 用户推出 GPT-6 Astra，消息额度约为 GPT-5.6 Sol 的一半

OpenAI 通过 ChatGPT Work 和 Codex 向 Pro、Enterprise、Business Premium 计划用户开放 GPT-6 Astra，并通过 API、Microsoft Azure 和 AWS Bedrock 提供。 🔗 阅读原文 via AIHOT · https://aihot.virxact.com/items/cmto3ih1m016groxt2ypyqos3

[AINews] GPT-6 Astra: OpenAI’s biggest LLM launch of all time

The launch is barely 9 hours old, and with 36M views and 164K likes, already is OpenAI’s most successful launch since Sora and certainly GPT-4 or GPT-5 . You’ll recall we’ve previously observed that Anthropic tends to far outclass OpenAI in launch popularity. For the first time i

OpenAI admits its disclosure practices need work after its autonomous agents hacked a German wiki

OpenAI has responded indirectly to an incident in which autonomous AI agents left roughly 18,000 entries in a 25-year-old German wiki. The company says misalignment caused "new types of real-world impact" for the first time and plans to release a disclosure framework. The article

OpenAI Agents Hacked Another Website

Plus: Tens of millions of US and Canadian drivers’ licenses go up for sale on the dark web, the US military finally tries to tackle the risk online ad data poses to troops, and more.

Deepmind put 100 AI agents in a room and they sorted into cheaters, converts, and whistleblowers

Google Deepmind set up a simulated research conference where 100 Gemini agents were supposed to prove mathematical conjectures together. Instead, one agent found a loophole in the grading system, and within 27 minutes every remaining problem was "solved" with fake proofs. The swa

Defending Against AI Agents with Social Engineering

OpenAI's rogue agents were caught communicating via public wikis

Here we go again... Discovery of a new OpenAI agent message board by Sydney Von Arx, Cormac Slade Byrd, Spencer Kitts, and Thomas Larsen describes the latest accidental cyberattack by models being trained by OpenAI. This time it was agents engaged in some sort of web research ben

Fable 5.1 usage improved after 7.2% → 29.2% cache regression was fixed

I noticed Fable 5.1 seems to consume noticeably less of my 5-hour limit now than it did right after launch, so I checked the recent Claude Code fixes. My estimate (NOT an official Anthropic number): For long, tool-heavy or agentic Claude Code sessions, the recent fixes could plau

Roland is getting into generative AI music with Melody Flip

It's not quite the "push button; get song" of Suno , but Roland's new Melody Flip tool marks the company's foray into generative AI music. Available as a plug-in for your digital audio workstation (DAW), Melody Flip offers around 250 "Palettes," which are essentially themed colle

Show HN: I replaced my portfolio with an AI that knows me

I wanted to do something "new". I'm not 100% sure if this is really new since I don't really check out other people their portfolio's. It's been on my "to do" for a long time to redo my portfolio page. Now with AI coming and stuff, I thought I might as well do it like this. The o

Swiftask just raised €1.55M to scale its AI agent deployment

GPT-6 Astra 开始向 Plus 和 Business 用户推出

Sam Altman 宣布 GPT-6 Astra 现已向所有 Plus 和 Business 用户推出。此前该模型已面向 Pro、Enterprise 和 Business Premium 用户在 Work/Codex 及 API 中提供。 🔗 阅读原文 via AIHOT · https://aihot.virxact.com/items/cmtnkdx8y031qroqs79optcp2

Value-Preserving Architectures for Agentic AI Systems

The emergence of agentic AI and LLM-based multi-agent systems (MAS) presents unprecedented opportunities for automating complex tasks, while simultaneously raising critical concerns about the preservation of fundamental human-centered values, such as privacy, fairness, and safety

A Blind Trust, the Bloody Thrust: When Attacker-Controlled Hook Updates Steer AI Agent Harnesses towards Malicious Behaviors

Modern AI agent harnesses expose lifecycle hooks that bind shell commands to runtime events such as session start, tool calls, and file edits. These commands run with host privileges yet ship as lifecycle-hook configuration and may fire at times the LLM never observes. We identif

Adapting to Evolving Requirements: Agentic AI for Retail Supply Chain Operations

Retail supply chain operations rely on coupled decision modules that must adapt as requirements evolve. LLMs offer a natural-language interface for this task, but existing methods primarily focus on individual optimization models. Extending them to heterogeneous decision pipeline

SWE-Gate: Passing Functional Tests Is Not Enough for Software Engineering Agents

Repository-level software engineering benchmarks have significantly advanced the evaluation of coding agents, but existing benchmarks primarily measure whether generated patches pass functional tests and overlook review-derived acceptance constraints (review constraints) that oft

SWE-Gate: Passing Functional Tests Is Not Enough for Software Engineering Agents

Repository-level software engineering benchmarks have significantly advanced the evaluation of coding agents, but existing benchmarks primarily measure whether generated patches pass functional tests and overlook review-derived acceptance constraints (review constraints) that oft