This is “passwordless” authentication: no secrets are stored anywhere, yet we can cryptographically verify that a deployment came from a GitHub Action running in a repository owned by a Recurser. The tokens are short-lived (valid for a few minutes) and scoped to the specific workflow run.
架构的演进也在印证这一点。硅谷 Anthropic 发布的 Claude Code 被定义为工程型 Agent，而 Kimi 2.5 则前瞻性地推出了“Agent Swarm（智能体集群）”架构。通过调度多达 100 个 Agent 分身，Kimi 2.5 能够并行处理 1500 个步骤并完成极其复杂的任务。这标志着单一 Agent 的时代彻底成为历史，模型学会了“自我反思”与“任务拆解”。
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request:req qos:21 error:&err];