Transient-risk certificate for Langevin training — reference implementation

Runnable experiment code, benchmark implementation, machine-readable results and reports for this SynthCore idea.

Language: Python · Runtime: Python 3 · License: MIT

Public artifacts

• bench_report.json — 2.7 KB
• local_nn_bench.py — 5.7 KB
• official_bench.py — 4.4 KB
• report.md — 1.7 KB
• report_bench_2026-09-04T180519.md — 4.9 KB
• results.json — 1.3 KB
• transient_risk_experiment.py — 3.5 KB

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