DAG 不是 Agent 编排的答案，它是 Agent 最简单的特例。无环图天生不能循环、反思、重试、恢复。LangGraph 的 StateGraph + Pregel 引擎 = Agent 的操作系统内核：调度、持久化、恢复三个原语 DAG 一个都没有。 1.为什么你的 Agent 跑着跑着就卡住了？ 去年我在一个项目里写了这样一个 Agent：让它调研一个 GitHub 仓库，读 READM ...

Cloud communication is moving from simple message delivery to connected customer journeys. Businesses now use APIs, ...

Ongoing research into AI agent framework security identified an exploit chain in AutoGen Studio (AutoGen’s open-source prototyping user interface) that allows untrusted web content rendered by a ...

Adblock for YouTube has over 11 million installations. However, it can inject script code into any page uncontrollably.

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This week’s cybersecurity recap covers Firefox and Chrome bugs, EDR-killer tools, a TV botnet, an OpenBSD flaw, Android ...

I gave Claude access to my Home Assistant. It helped me audit, debug, and improve my smart home better than I ever could have.

Whether you’re part of the “Daddy gang” or not, you’ve most likely heard of Alexandra “Alex” Cooper by now. The “Call Her Daddy” podcast host skyrocketed to fame among mostly female audiences thanks ...

Abstract: The adversarial example presents new security threats to trustworthy detection systems. In the context of evading dynamic detection based on API call sequences, a practical approach involves ...

President Trump has confirmed that he called Israel's Prime Minister Benjamin Netanyahu "crazy" and used an expletive during a heated telephone call this week that halted planned Israeli airstrikes on ...

Abstract: Analyzing malware based on API call sequences is an effective approach, as these sequences reflect the dynamic execution behavior of malware. Recent advancements in deep learning have ...

Ollama 0.22.1 ships an updated Gemma 4 model renderer that finally supports the two capabilities that mattered for serious local AI work: explicit thinking mode and function/tool calling. Tool calling ...