eval replay bundles become compliance artifacts

Organizations are packaging eval results with replay traces, model hashes, and policy snapshots to satisfy audit and procurement requirements (ISO 42001 overview).

see also: replay based debugging becomes standard for agent incidents · safety claims without eval lineage are just marketing

artifact design

Bundles include deterministic prompts, expected outputs, failure notes, and remediation links for each release candidate.

governance signal

• Audit preparation time falls with standardized bundles.
• Cross-team review quality improves with replayability.
• Evidence freshness must be maintained across model updates.

my take

Replayable eval bundles turn governance from static PDFs into living evidence.

linkage

• [[replay based debugging becomes standard for agent incidents]]
• [[safety claims without eval lineage are just marketing]]
• [[agent governance dashboards become executive weekly ritual]]

ending questions

which replay field is most valuable during external assurance reviews?