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muhammadwaqar1

HN member
Joined
Sun, Sep 06, 2026, 4:20 AM UTC
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Public activity
4 items

About muhammadwaqar1

AI architect in Dallas. I lead the AI engineering team at Supreme Lending, running agentic systems in mortgage production under real audit and compliance constraints, coordinated agents with persistent memory, cited outputs and human-in-the-loop gates, plus a multi-modal RAG platform serving 1,000+ branch users.

I open-source the tooling I wanted while building that:

tokenprof: profiles what is actually consuming your context window, per turn, per tool. https://github.com/muhammadwaqar12/tokenprof

awesome-agent-failures: production failure modes for LLM agents: symptoms, reproductions, mitigations. https://github.com/muhammadwaqar12/awesome-agent-failures

Mostly here for context engineering, agent evaluation and trajectory replay, and where LLMs quietly break on procedural knowledge.

Open to AI engineering and forward-deployed roles. m_waqar@live.com - github.com/muhammadwaqar12

Recent public activity

  1. comment
    Comment #49593671

    Generating tools from a spec is convenient, but it's also how you end up with a hundred tools whose descriptions all sound alike. They all get sent to the model on every turn, so s…

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  3. comment
    Comment #49583480

    [flagged]

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