JustHandled Labs
// Productivity

Human Handoff Detector

Separate information gaps from authority, emotional, safety, and consequence reasons for human takeover, then prepare a compact handoff packet.

What problem does Human Handoff Detector solve?

Separate information gaps from authority, emotional, safety, and consequence reasons for human takeover, then prepare a compact handoff packet.

Use it to

What it returns

A representative input and result

fixture-backed sample
input A customer asks for a person after two failed identity-verification loops and a looming travel deadline.
result verdict: immediate_handoff confidence: limited observations: [directly supplied facts] alternative_explanations: [at least one] recommended_action: reversible next step human_review: explicit when stakes or authority require it

Access and approval boundaries

Known limitations

Questions

Can it know what another person feels or intends?

No. It separates observations from calibrated hypotheses and alternative explanations.

Does it diagnose manipulation, abuse, attachment, or mental health?

No. It refuses diagnosis and does not turn communication patterns into claims about a person.

Can it send, publish, or act for me?

No. It returns decision support or a draft only and performs no external action.

What happens in a high-stakes case?

It lowers certainty, avoids authorization, and recommends an accountable qualified human when appropriate.

Does a benign case always escalate?

No. The contract requires proportionality and includes benign regressions specifically to prevent reflexive handoff.

Are the tests proof that people will react well?

No. They verify package and safety contracts, not human reaction, legal sufficiency, or semantic perfection.

Human Handoff Detector keeps proof and approval boundaries visible.

The listing includes the tested package, realistic samples, declared permissions, and known limitations.

Get Human Handoff Detector on Agensi