项目与实践

Jev-Code-Reviewer 给 PR 改动做注意力排序，默认展开 P0，同时保留原始 diff 和失败回退路径，帮助人先看关键改动。

GitHub Security Lab Fuzzing Taskflow uses coverage gaps to guide model decisions while deterministic tools execute, measure, and persist results.

拆解 GitHub Security Lab 的 Fuzzing Taskflow，模型根据 coverage 缺口决定下一轮，确定性工具继续负责执行、测量与持久化。

Stripe Link CLI separates purchase intent from payment permission. Agents request a purchase and receive one-time credentials only after user approval.

Stripe Link CLI 让 Agent 先提交购买请求，用户确认后再获得本次支付需要的一次性凭证，把购买意图和支付权限分开。

LobsterAI connects phone messages to a local desktop agent. The phone handles tasks and approvals while the computer works with files, terminals, and browsers.

LobsterAI 把手机消息接到本机桌面 Agent。手机负责下任务和确认，本机继续处理文件、终端、浏览器和项目。

Vercel Labs json-render defines components, actions, and data bindings before generating schema-constrained JSON that can be checked and replayed.

Vercel Labs 的 json-render 先定义组件、动作和数据绑定目录，再让模型生成符合 schema 的 JSON。生成式 UI 的边界因此可以验证、记录和回放。

This Minecraft agent uses Astra for slow planning, JEV for frequent action selection, and Mineflayer for execution, with logs and scripts to verify runs.

这个 Minecraft Agent 让 Astra 负责慢规划、JEV 负责高频动作选择、Mineflayer 负责确定性执行，并用日志和验证脚本保留运行证据。

OpenCloak replaces names, emails, and other personal data with stable stand-ins locally, then restores them when the model responds.