swyx 发推说自己写代码已经从 Claude Code 换到 AIE Code 了，想知道他为啥换的可以点进去看看讨论。
开发者 swyx 在 X 上表示自己从 Claude Code 切换到了 AIE Code。这条推文没有给出两款工具的具体对比数据或基准测试。切换原因和 AIE Code 的功能细节在原文中均未提及。
bro moved from Claude Code to AIE Code
power move tbh
The stateless design flips the usual pattern: instead of another agent, Google ships a tool your current agent calls, keeping context ownership with Claude Code or Cursor. Developers building multi-tool agent pipelines can add Gemini's multimodal capabilities—video, speech, PDF analysis—without leaving their existing setup. It competes less with coding agents and more with direct SDK integrations, offering a uniform CLI interface any agent can invoke.
想同时用 Claude Code、Codex、Cursor 又懒得切来切去？Octop 一个工作区全调度，还能接本地模型。
有人拿 Claude Code 加 ADB 把 Android TV 改成语音控制，一句话开 Netflix 还能去掉主屏广告，教程思路可以照搬。
The gains come from cutting agent steps and input tokens by more than half, which lowers API costs on retrieval-heavy workloads rather than just raising accuracy a few points. Teams building agents over enterprise document stores can plug it into Claude Code, Codex or Hermes Agent as a tool. The OfficeQA benchmark result offers a direct comparison point for evaluating retrieval layers before committing to one.
The failure mode is not execution but the absence of a trigger to re-open strategy decisions mid-run, a finding that reshapes how agent benchmarks should be designed. Anyone building autonomous ML or post-training agents should plan checkpoints for human strategy input rather than longer budgets. Defaults also follow the harness, not the task — Claude Code picks full-parameter SFT 71.9% of the time while Codex CLI picks PEFT/LoRA 89.5% — so tool choice itself biases your pipeline.
Anthropic官方教程，教你用tool search和skills把一堆子AI收进一个主循环，速度翻倍、提示词减80%，做智能体开发的都该看看。
