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I'm sharing the exact methods I use as an AI engineer to build production systems - techniques so effective they work even in niche languages like Elixir. Get the complete playbook delivered to your inbox 👇
Hooks Hooks are another feedback mechanism we can use in Claude code.They run arbitrary commands after certain lifecycle events.There’s one hook I lean on heavily “Stop”.It’s called when Claude has finished generating code. Which maps really nicely to my normal workflow where I would run commands like compile, lint, prettier, etc. to check the code is in a good state before continuing.These commands are generally fast to run and when they fail the error is fed back to the LLM and continue to...
Background Agents My favourite thing about Github Agents is that they run in their own isolated containers and can scale infinitely. Until recently I’ve felt a bit stuck with Claude Code. On one hand its the best code generator. On the other, it doesn’t scale well beyond one instance and I have to wait for it to complete, which sometimes can be quite a while. Now I’ve figured out a way to work on multiple tickets at a time by running multiple instances of claude code. This is something they...