#devops

Dynamic workflows in Claude Code. Claude dynamically writes orchestration scripts that spawn tens to hundreds of parallel subagents. It plans, decomposes into subtasks, fans out agents, and checks results before returning a coordinated answer. Adversarial agents try to refute findings, iterating until convergence. Enable via ultracode setting or ask Claude to "create a workflow". Notable: Jarred Sumner used it to port Bun from Zig to Rust (~750K lines, 11 days). Available on Max, Team, Enterprise plans. Consumes significantly more tokens than typical sessions.

mise let's you manage dependencies at OS level and project level. Thinking to manage my dev machine. The hard part is documenting what I have installed.

Hono based on web standards is a great option for js runtimes esp. if you plan to deploy your code to cloudflare workers, bun or deno. You get faster startup time and cross-platform compatibility.

The free-threaded version of python can be added to uv and github actions with t suffix. e.g. 3.14t and 3.13t source

New tools:

• gh-actions-lockfile to generate and verify lockfiles for gh-actions
• Proxyman is more user-friendly http debugging proxy than Charles Proxy on MacOS