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Pavel Kostromin

Oct 19

Ensuring Deterministic Behavior in 3D Particle Engines: Balancing Reproducibility, Compatibility, and API Simplicity

#determinism #particlesystems #seededrng #reproducibility

11 min read

codeforfree team

Oct 19

How to Evaluate an AI Coding Assistant on a Real Task

#ai #coding #testing #reproducibility

2 min read

Oct 12

I Set Every Seed and Trained Twice. The Models Diverged at Step 1

#pytorch #machinelearning #deeplearning #reproducibility

4 min read

Bobai Kaeto for Ota

Sep 7

Output Parity Is Not Input Parity: What Execution Evidence Must Bind

#executiongovernance #softwareverification #aiagents #reproducibility

5 min read

Sep 5

Temperature 0 is not reproducible. I measured 30 percent of my output changing between identical runs.

#llm #benchmarks #localllm #reproducibility

3 min read

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