I'm Saad — I build systems for a living. This one's free, because it's useful.

AGENTS

Build a self-improving AI system with Claude

Here's the whole thing — the 14 steps that turn "I want an AI that does the work" into a real agent that runs itself, reaches for the right tools, handles its own failures, and hands you something you can actually ship.

What's inside

  • The thing nobody tells you
  • What it looks like when it works
  • Step 1 — Define the agent (write its system prompt)
  • Step 2 — Pick the model
  • Step 3 — Give it skills + tools
  • Step 4 — Set permissions (least privilege)
  • Step 5 — Configure the environment (network allowlist)
  • Step 6 — Preinstall the packages it needs
  • Step 7 — Create a session
  • Step 8 — Load it with resources (files, repos, data)
  • Step 9 — Wire credentials through a vault
  • Step 10 — Kick off the task
  • Step 11 — Handle events (watch its actions; steer or stop it)
  • Step 12 — Turn on observability (session tracing)
  • Step 13 — Let it self-recover (read failures, patch, continue)
  • Step 14 — Review the diff/output before you ship
  • The bigger picture
  • Your next step
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AGENTS — Build a self-improving AI system with Claude — Axionox