Git-Issues 是一个轻量级的问题追踪工具，它将任务以 YAML 前置元数据 Markdown 文件的形式存储在 .issues/ 目录中，与代码一起进行版本控制。它使用单一 Go 二进制文件运行，无需服务器、数据库或账号。支持人工交互式 TUI 和 AI 代理两种工作流，可双向同步任务关联关系，自动生成 git add 记录，并支持在 git bisect 中查看任意提交时的任务状态。旨在替代 GitHub Issues，提升离线工作体验，并让 Claude Code 等 AI 代理更快访问计划任务。
Claude Code has 2-3 million users, representing about 1% of knowledge workers. The compute requirements become concerning as adoption scales from this point.
DRAM shortages, not capital constraints, will be the primary limiting factor for AI infrastructure growth through 2027. The article analyzes how memory bottlenecks will shape compute capacity expansion in the coming years.
Anthropic's red team discovered over 500 critical vulnerabilities using Claude AI, focusing on maintained software. The greater concern lies in the long tail of vulnerabilities in abandoned software that will likely never be patched.
AI compute demand is growing exponentially while supply constraints are severe. The next 18-24 months will be characterized by shortages, rationing, and price discovery.
Current approaches to securing coding agents, including permission systems, Docker sandboxing, and log file protections, have significant limitations. These security measures often fall short of providing adequate protection for coding agents, suggesting that alternative solutions may be necessary.