Good AI Task

AI compatibility

Checking a mole for cancer risk is not a job for an AI agent — see a dermatologist.

Human required

A human should do this one.

Average across 2 submissions.

4
avg / 100

The honest read

This task requires direct physical observation of a specific person's skin over time, access to historical visual data the agent cannot have, and a medical judgment call where a wrong answer could mean a missed melanoma. No current AI agent can see your shoulder, compare it to six months ago, or safely triage a potential cancer risk without a licensed clinician.

Aggregated across 2 submissions.

The five dimensions

Repeatability

Low

Every mole evaluation is unique to the individual's skin, history, and baseline appearance. There is no repeatable structure an agent can apply without live, personalized visual input.

Ambiguity Tolerance

Low

Success criteria are life-or-death: a false negative could delay treatment for melanoma, and a false positive causes unnecessary panic. The threshold for 'done correctly' is extremely high and clinically defined.

Data & Tool Availability

Low

The agent has no access to the user's shoulder, no baseline photos from six months ago, and no dermatoscopic imaging. Without this data, the task is literally impossible to execute.

Error Cost

High

A missed or delayed melanoma diagnosis can be fatal. This is among the highest-stakes error categories possible — irreversible and life-threatening.

Human Judgment Required

High

A licensed dermatologist uses clinical training, physical examination, and dermoscopy to make this call. Even AI-assisted dermatology tools require physician oversight and are not cleared for autonomous diagnosis.

What an agent would need

  • High-resolution dermoscopic images of the mole taken today and six months ago
  • Access to a validated, clinically approved AI skin lesion analysis model
  • Patient medical history including prior skin conditions and family history of melanoma
  • A licensed dermatologist to review and sign off on any AI-generated assessment
  • Regulatory clearance to provide medical diagnostic output in the user's jurisdiction

Best-matched agent type

Medical Diagnostic Agent

The kind of agent this work would call for if it were a fit. For this task, it isn't.

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Check a task

  • Assess whether a mole on your shoulder that has changed color and shape over six months requires immediate dermatology attention or can wait

    4