Training diagnostic

Recorded task replay

Training diagnostic

A captured classification run that explores features, tests models and produces a valid submission, then falls short of the held-out accuracy threshold.

Complete recorded action sequence. Tool inputs and outputs are summarized; identifying details are removed.

Captured run · de-identified

Task

Build a classifier for a public tabular task, emit a schema-valid submission, and test whether the stated held-out accuracy threshold is reachable.

Event 1 / 25Playback

Trace25 events

01 / 25

Inspect the task files

bash

01Agent intent

Inspect the task files

02Tool call

bash

Inspect the public task directory and dataset files.

03Observed result

The public training, test, description, and sample-submission files are present.

Public task files located.

Recorded result context2 records

surface	status
task state	in progress
current phase	data inspection

Checks2 pending

Inspect the task files

Environments for agentsthat do research.

Environments for agents
that do research.