现在的科研 Agent 已经能查论文、分析数据、调用工具，甚至生成完整的研究报告。但有个问题一直没解决：研究者明明纠正过 Agent 的错误，下一次遇到类似任务，它可能还是会犯同样的错。最近，PhAI Labs 团队发布了 ScienceBuddy，尝试让科研 Agent 真正从使用过程中积累经验。这项工作的特别之处在于，它没有只盯着模型本身，而是将 Harness 自进化和模型强化学习结合起来 ...

How OpenAI’s Core Experimentation team uses Codex to remove unused code, clean up stale experiments, and improve CI.

Vibecoding levert gratis opensourceklonen van Adobe- en Microsoft-apps op. Veel gebruikers van Creative Cloud en Office ...

I copied a Python dictionary, but the original still changed. Here's how shallow copies, shared references, and deep copies ...

We introduce Multi-Agent Self-Supervision (MASS). One shared model solves tasks through a team of virtual subagents, searches for better multi-agent workflows, then uses its own judgments to select ...

I called a function 1.17 million times for Hello WorldHello, this is Black Pug🐾GPT Chat Name: While traveling along the New National Route 2, I saw an image on X lining up Hello World in various ...

I drove its lattice-mcp tools by hand from a TypeScript client, checked every answer against grep, and hit five gotchas.

Its regular expression engine was so good that other languages copied it, and its pragmatic philosophy of making easy things easy and hard things possible influenced Python, Ruby, and PHP. CPAN, its ...

I've used an LLM to build apps, websites, scripts, short story outlines, images, extended design briefs, and more. But I wanted to see how far I could push it in new ways, so I tasked one with ...

See how modern search utilities add fuzzy matching, context highlights, and configurable result pipelines for speed.

AI makes itself better.When I see the term "recursive self-improvement," I imagine a future where AI gets smarter and smarter ...

Microsoft Threat Intelligence has uncovered a ClickFix campaign in which compromised websites abuse browser cache storage to ...