
clearml-metrics-logging-patternStandardized ClearML metrics logging patterns for PDEBench experiment scripts — train loss, validation metrics, competition scores, PDE residual, and TensorBoardX integration. Includes patterns for dist/expflow compatibility.
experiment-lifecycle-governanceAdd governance to experiment workflows — PIN-protected destructive ops, standardized metrics registry with thresholds, compare-scores ranking with gating, and competition rules audit. Builds on clearml-agent-dispatch and fysom-fsm-integration.
omega-architect-formal-proofFormal theorem proving with omega-architect: install the CLI, configure a Lean 4 toolchain and an LLM backend, and drive the generate -> compile -> verify loop (`omega prove`), including strategy modes, budgets and no-LLM smoke tests.