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r/MachineLearning
r/MachineLearning
8/3/2026
The original title is "I created an autonomous boxing benchmark [D]"

The original title is "I created an autonomous boxing benchmark [D]"

Original: I created an autonomous boxing benchmark [D]

Short summary

A developer built a physics-based AI boxing benchmark where LLMs fight in real time, testing decision speed, adaptability, and strategy under pressure. The system tracks metrics like tokens per second, reaction latency, tool-call validity, stamina efficiency, and contextual awareness, currently using Gemini Flash models for their speed and vision capabilities. The creator is seeking community feedback on additional useful or fun stats to round out the benchmark.

  • Physics-based boxing benchmark pits LLMs against each other in real-time combat
  • Tracks TPS, reaction latency, tool correctness, stamina efficiency, and spatial awareness
  • Uses Gemini Flash for speed and vision; local models on 5060 Ti are too slow without time scaling

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