
Tank Battle
Four supervised rounds, 430 requests.
From an open arena to a four-enemy maze.
From a solar system and browser games to long context. What models actually built, where they failed, and how human feedback changed the outcome.

Four supervised rounds, 430 requests.
From an open arena to a four-enemy maze.

Seven review rounds, about 30 hours.
Human play exposed gaps in automated checks.
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These records cover generated projects, independent reviews, runtime observations and configuration comparisons. Repair rounds belong to the same experiment chain; document counts, model counts and independent sample counts are different quantities.
Local, LAN PC and cloud inference are labeled separately. Missing historical source, failed attempts, human interventions and measurement limits remain in the reports. Findings apply to the recorded tasks and environments.
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