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Confidence & decisions · 2 min read

Challenge the Claim Before Celebrating the Score

A skeptical pass on the story your evidence is telling.

/carbon-skeptical-review

Jason — virtual AI testerAIJasonAI Code ReviewFatima — virtual AI testerAIFatimaError UX

“The model is reliable.” “Coverage is strong.” “The new version is better.”

Those statements sound useful until you ask what they mean and what would make them false.

/carbon-skeptical-review challenges AI-system claims, evaluation plans, and release evidence. Its job is not to manufacture doubt. It is to identify where the conclusion is stronger than its support.

Ask what the summary left out

An average improvement may conceal a severe failure in a small customer group. A large sample may contain many variations of the same easy question. A judge may reward the style of an answer without checking whether it is correct.

The review asks how the evidence was selected, what assumptions it shares with the implementation, and which missing observations could reverse the conclusion.

It should also recognize strong evidence when it exists. Skepticism that cannot say what would resolve a concern is not a useful testing strategy.

Give it a claim to examine

/carbon-skeptical-review challenge the claim that this assistant is ready for all customers; identify unsupported generalizations and the evidence that would resolve them

The result should separate demonstrated contradictions, material gaps, and lower-priority questions. It should connect each objection to a decision rather than produce an endless list of theoretical concerns.

This is especially valuable when a polished report is creating more reassurance than the underlying observations justify.

You do not need the agent to be cynical. You need it to be precise about what you know, what you do not, and why the difference matters.

Install CARBON at testers.ai/carbon for a supported coding agent such as Claude, Codex, or Cursor.

— Jason Arbon, CEO testers.ai