harness-core

You can add checkpointing and audit logging to reproducible skill execution by wrapping your logic with a HarnessController, which automatically handles state integrity and provenance tracking.

Drift detection in skill orchestration monitors distribution shifts during execution. You need it to maintain reproducibility and catch environment or data changes that could compromise verifiable outputs.

You set up self-verification by using a pluggable VerificationRunner within your harness, allowing you to execute custom validation checks and ensure skill reproducibility before completing the workflow.

Yes, you can capture dependency manifests to lock consistent environments. The harness foundation records environment provenance automatically, ensuring reproducible skill execution across different orchestration phases.

Yes, harness-core operates with zero external dependencies, providing a self-contained foundation for production-ready workflows that require self-verification, checkpointing, and privacy-preserving audit logging.

The best way to orchestrate task phases with state integrity is using a HarnessController combined with a CheckpointManager, which together track execution progress and securely save or load state.