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Swarm 是一个 Swift 原生的 AI Agent 运行时框架，提供类型安全的工具定义、Apple Foundation Models 设备端推理、可组合工作流、记忆管理与护栏机制。基于 Swift 6.2 严格并发模型构建，支持 iOS、macOS、watchOS 与 Linux，用同一套 Agent 循环贯穿端侧与云端，帮助苹果生态开发者构建离线优先的生产级智能体应用。

The 2026 Python Language Summit was hosted in Kraków, Poland as part of EuroPython 2026. There were 15 talks covering free-threading, Rust, garbage collection, type annotations, and more.

Lightning talks on a one-time ABI break, safer interruptions, EktuPy (Scratch but Python), an AGENTS.md file for CPython, and a call to read PEP 836.

Michael J. Sullivan presents PEP 827 and discusses a key design decision: how to store type annotations?

Tobias Wrigstad, Fridtjof Stoldt, and Donghee Na propose a safe and performant, high-level concurrency model for free-threaded Python

Petr Viktorin gives an update on the Developer-in-Residence role and asks Python core developers for projects to prioritize

Hood Chatham proposes memory snapshots and an initialization phase for speedier Python startups

Nathan Goldbaum proposes safe concurrent access through buffer leases and custom data types for the Python Buffer Protocol.

Mark Shannon proposes a future garbage collection strategy for Python following the revert of the incremental garbage collector in Python 3.14

Pablo Galindo Salgado proposes a top-level `std` namespace for the Python standard library to prevent module shadowing and free up module names.

Anthropic 的前沿红色团队（Frontier Red Team）盯上了智谱的 GLM-5.3，结论有点重：这是第一个能像五个月前的 Claude Mythos Preview 那样自主构建端到端漏洞利用、却几乎光着身子就被放出来的模型。 五个月前，Anthropic 发布 Claude Mythos Preview，自称是第一个能自主构建复杂端到端漏洞利用的 AI 模型。当时他们判...

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