Shahbaz ManzoorMuhammad Shahbaz Manzoor
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Notes on building

Field notes on voice AI, agents, and the craft of shipping. Most posts pair with a video walkthrough.

  • 1 September 2026·9 min read

    How I Keep Agent Decisions Out of the Black Box

    I was working on an agentic wizard to help people build professional resumes. Before it could help, it had to understand each person's background and decide what to ask next.

    #ai-agents#evals#llm-as-judge#engineering
  • 23 July 2026·7 min read

    Why I Still Use a CLAUDE.md

    I use CLAUDE.md to record the storage, authentication, sync, and package-boundary decisions that coding agents cannot reliably recover from code alone.

    #ai-agents#claude-code#engineering#workflow

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