Initializing quality gate
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Forward Deployed Engineer · AI Agents & LLM Orchestration

Filipe Pawlik Leite

I make AI agents stop lying.

I build the harness around AI agents — the gates, evaluation and orchestration that decide whether an agent's output is good enough to ship. Then I sit with the customer and stay until the thing works.

02 — The thing I actually sell

A gate that
refuses.

Anything an agent writes has to pass typecheck, a real test suite and — for web — a build that produces a servable artifact. Nothing ships otherwise. Flip the switch and break the code. The gate below is the same logic, running here in your browser.

agent-output.ts

      
Quality gateidle
    Ready

    Press run. The gate does not know which variant you picked.

    Proven honest with shadow tests: known-bad code is rejected. When the gate fails, the system feeds the error back to the agent and retries with backoff, up to a hard cap.

    03 — Measured, not asserted

    Every number here
    was counted.

    If a figure on this page has no source, it should not be on this page. Small samples are shown with their sample size.

    04 — Eight agents, one router

    Routing by hit rate,
    not by vibe.

    Measured accuracy per agent decides who gets the next task. Pick a job. The router weighs hit rate against cost and picks — the same way it does in production.

    05 — Twenty years

    Hospitals, blood banks,
    governments, Chevrolet.

    06 — What I build

    Systems that run
    without me.

    07 — How I pick technology

    For every layer I ask the same three questions: what it costs, how good it actually is, and whether it holds up as things grow. Then I measure. A candidate is not a decision, and a study is not a decision. The house standard is what survived measurement.

    Open to Forward Deployed roles

    Let's find your
    real problem.

    filipe@netcks.com

    Bombinhas, Santa Catarina, Brazil. UTC−3 — full overlap with US business hours. English, Spanish and Portuguese, all fluent, all working languages.