Good AI Task

AI compatibility

A task this vague gives an AI agent nothing real to work with.

Human required

A human should do this one.

Average across 1 submission.

18
avg / 100

The honest read

The task as stated is too vague to evaluate, let alone automate — there are no defined inputs, outputs, success criteria, or scope. An AI agent cannot reliably execute something it cannot interpret, and no amount of capability closes the gap when the task itself is undefined. This is a question about AI limitations, not a task to be delegated.

Aggregated across 1 submission.

The five dimensions

Repeatability

Low

There is no defined structure to repeat — the task changes meaning entirely depending on what 'vague task' refers to in any given instance. Without a consistent shape, automation has nothing to anchor to.

Ambiguity Tolerance

Low

Success criteria are completely absent; there is no way for an agent — or a human — to know when this task is done or done correctly. Maximum ambiguity is the worst possible condition for reliable automation.

Data & Tool Availability

Low

Because the task is undefined, it is impossible to determine what data, tools, APIs, or permissions would be required. The agent cannot be provisioned for work that has no known shape.

Error Cost

High

Acting on a vague instruction without clarification risks producing outputs that are irrelevant, wrong, or harmful in ways that cannot be anticipated. The absence of guardrails makes errors both likely and unpredictable.

Human Judgment Required

High

Interpreting and scoping a vague task requires human judgment to clarify intent, define success, and decide whether to proceed at all. This is fundamentally a human clarification problem before it can become an automation problem.

What an agent would need

  • A clearly defined goal or desired output before any automation can begin
  • Explicit success criteria so the agent knows when the task is complete
  • Identified data sources, tools, or APIs the agent would need to access
  • A human clarification step to resolve ambiguity before delegation
  • Defined scope and constraints to prevent runaway or irrelevant actions

Best-matched agent type

General 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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