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Anthropic 推出 Claude Managed Agents 公测版

🤖 AI Agents Weekly: Claude Managed Agents, Muse Spark, Project Glasswing, Advisor Strategy, GLM-5.1, Memento, and More

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做 Agent 开发的团队重点关注,Anthropic 这次把托管、沙箱、多 Agent 协调都打包成 API 了,直接省掉自建基础设施的麻烦,建议尽快试用评估。

In today’s issue:

  • Anthropic launches Claude Managed Agents
  • Meta ships Muse Spark multimodal model
  • Claude Mythos powers Project Glasswing
  • Advisor strategy pairs Opus with Sonnet
  • GLM-5.1 tops open-source coding benchmarks
  • Microsoft open-sources Memento
  • Claude Code ships Monitor tool
  • AXI outperforms MCP on browser tasks
  • SAGE evolves four-agent reasoning loops
  • Self-organizing agents outperform fixed structures

And all the top AI dev news, papers, and tools.

Top Stories

Claude Managed Agents

Anthropic launched Claude Managed Agents in public beta, a suite of composable APIs for building and deploying cloud-hosted agents at scale. The platform pairs a tuned agent harness with production infrastructure, letting developers go from prototype to launch in days instead of months.

  • Production-grade sandboxing: Managed Agents handles secure execution, authentication, tool orchestration, and persistent progress for agents that operate autonomously for hours, removing the infrastructure burden from development teams.
  • Multi-agent coordination: A research preview enables agents to direct other agents, opening up hierarchical delegation patterns where a planning agent can spin up and manage specialized worker agents.
  • Self-evaluation loops: Agents can iterate toward defined success criteria using built-in evaluation capabilities, improving structured file generation task success by up to 10 percentage points on complex problems.
  • Enterprise adoption: Notion, Asana, Sentry, Rakuten, and Vibecode are already shipping production agents on the platform, each built in under a week using the managed infrastructure.

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