未来的 Agent 会把 LLM（神经模型）和符号推理、规则引擎、状态机结合，形成"hybrid neuro-symbolic"架构。这样可以缓解纯 LLM 的"上下文污染""长周期计划失败"等问题，让中心 Agent 更像"有逻辑骨架 + 直觉模块 ...

Emergency patches out now for those managing the millions of domains assumed to be affected This CVSS 10.0 RCE vuln has been ...

TinyFish opens its Search and Fetch APIs to all developers and agents at no cost, with generous rate limits across every ...

There is a quiet failure mode that lives at the center of every AI-assisted coding workflow. You ask Claude Code, Cursor, or Windsurf to modify a function. The agent does it confidently, cleanly, and ...

“Python’s Kiss” by Louise Erdrich (Turtle Mountain Band of Chippewa) is a collection of short stories that are just as poignant and rich as her novels. In “Domain,” Erdrich imagines an afterlife run ...

If you came up building software in the 1990s or early 2000s, you remember the visceral satisfaction of determinism. You wrote code. The compiler analyzed it, optimized it, and emitted precisely the ...

Abstract: Large language models (LLMs) can generate code, but most of the existing systems provide only static text output and lack an environment for execution, iteration, and debugging. Developers ...

Six months ago, our team tripled from one engineer to three. But our output didn't triple—it exploded. Each of us was running five agents in parallel, opening pull requests faster than we'd ever seen.

Apr 07, 2026 (v3.05.54): Video factory major upgrade: custom script mode, PIL subtitle engine, web image search, wizard UX overhaul: Idea → Story → Final AI Video. Inspired by Kevin, with sincere ...

Artificial intelligence app builder startup Softr Platforms GmbH launched a platform today that lets users build software for businesses to run without writing a line of code. With the introduction of ...