The human layer for autonomy.

Human verification for the decisions AI, agents and autonomous machines shouldn’t make alone.

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From machine decision
to human-verified result.

havl adds a human checkpoint when AI, agents or machines need independent judgment.

  1. 01

    A decision needs review

    An AI output, agent action or machine event reaches a point that needs human verification.

  2. 02

    havl finds the right verifier

    The task is routed based on risk, complexity and required expertise.

  3. 03

    Humans review it

    Independent verifiers assess the context and return a clear decision.

  4. 04

    More review when needed

    If confidence is low or reviewers disagree, havl adds more reviewers or escalates the task.

  5. 05

    The result goes back

    Your application receives a structured result and can continue, stop or escalate.

Three ways to add human judgment.

Build with havl. Verify with havl.

Add human verification
where decisions matter.

Review your AI outputs, agent actions and machine events through one integration layer.

Integrate havl

Do useful work.
Earn $havl.

Take clearly scoped tasks, earn $havl and grow your reputation through consistent, accurate reviews.

Human layer