Hand Off Generation or Evaluation

The benchmark-first orchestrator still supports external stage handoffs. Assume you already have an Orchestrator instance named orchestrator and a BenchmarkSpec named benchmark; the manifest, bundle, and BenchmarkResult values below come from export_generation_bundle, export_evaluation_bundle, build_external_trial_records, and import_evaluation_results.

Generation Handoff

bundle = orchestrator.export_generation_bundle(benchmark)
print(bundle.manifest.run_id)
print(len(bundle.items))

Evaluation Handoff

bundle = orchestrator.export_evaluation_bundle(benchmark)
records = build_external_trial_records(bundle)
result = orchestrator.import_evaluation_results(bundle, records)

The imported result is wrapped back into BenchmarkResult when the manifest contains benchmark metadata.

Worked example: examples/08_external_stage_handoff.py