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fanout

This Lab calls a model. Point it at your own endpoint (OpenCode Go / kimi-k3 works) — the key stays in your browser.

research game · pro

AI Research Interview Simulator

A mock loop of depth-first questioning on a paper you claim to know.

Can you defend the method section cold?

Engine 1.0.0 · game needs model key

Checking for a configured model key…

Method

  • A multi-turn interview: the model escalates depth (what it is → why it works → limitations → alternatives) and evaluates each answer before the next question.
  • History is passed as a real chat, so follow-ups build on your actual answers.

Keep going in research

research studioEval Leakage & Dedup ScannerIs your test set inside the training set?research studioCanary Benchmark BuilderWhich 20 questions catch this regression earliest?research studioFailure Taxonomy BuilderCan you name the five ways this system fails?