Unverified50% confidenceFactExact time
In ThinkingBox, each task is executed independently 20 times, each starting from a clean backend initial state, requiring each model to run 10,140 trials.
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50%
Confidence
Long-term
Relevance
10/9/2026
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Related Claims
UnverifiedPilot experiments had three coding agents and eight models each run eight 20-minute single-pass tasks, with label-aware F1 showing extremely high variance ranging from 0.143 to 0.892.73% similarUnverifiedAfter adopting an independent Worker architecture with 12 parallel processes, the user completed nearly one million steps of data collection within 10 minutes.69% similarUnverifiedThe developer ran 20 batches of 200 trials each, totaling 4,000 attempts, each with a different random seed, and selected the best candidates by KL divergence.69% similarUnverifiedIn the survival game Arena experiment, approximately 100 agents working in parallel completed the task in about 20 minutes, whereas sequential execution would have taken several hours.68% similarUnverifiedIn a coding task test, the model implemented a Python streaming response parser; all 14 self-tests passed on the first attempt, the actual task took approximately 49.94 seconds in total, and an independent re-run of 14 tests plus 4 additional checks all passed.67% similar
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