Garry Tan 亲自晒数据：用 Capy Captains 一晚上修 issue 效率翻了 5 倍，多智能体分工协作的玩法可以看看。
Y Combinator 总裁 Garry Tan 发帖称，使用 Capy Captains 后自己修复 issue 的吞吐量一夜之间提升约 5 倍。他表示 Captains 与 subthreads 之间的协调能力是关键解锁点。Capy Captains 采用多智能体分工模式，由主 Captain 统筹多个子线程并行处理任务。
Capy Captains increased my issue fixing throughput by about 5X overnight
Being able to coordinate across captains and subthreads is an insane unlock
两人围绕 Astra 和 Claude Opus 5.5 写代码吵起来了，到底该怪模型还是怪没说清代码偏好，争论挺有参考价值。
The post gives a conceptual framework for judging whether a compiled engine is genuinely better, which matters when automated tuning trades accuracy for speed without a clear method to evaluate that trade-off. Engineers deploying PyTorch models with TensorRT can use Global Performance Tuner in the 11.1 release to automate tuning instead of hand-tuning configurations.
The context-window cost of browser actions is a practical constraint most teams discover only after building, and this explains how LangChain traded off tool granularity to manage it. Developers building agents that operate on live websites can compare their own tool design against Stagehand-based choices. It is a hands-on engineering reference rather than a product launch.
一个团队真的在自动合并 AI 写的 PR，不等人审。作者还预测以后一个 agent 写代码加自证正确就行，review 环节直接砍掉。
给用 Gemini 做智能体的朋友：装这个 Skill 后 Agent 能自己调图像、TTS、视频接口，省得每次手写脚本。
The argument reframes agent deployment from a developer convenience question to an infrastructure isolation requirement: enterprises should assume agents will act autonomously and pre-emptively strip their access to secrets and production systems. Teams building or approving agentic coding workflows — CTOs, platform engineers and security leads — can use this as a checklist for sandboxing, credential vaulting and change-approval design. It contrasts with setups where agents run on developer laptops with broad access.
