· LLM Workbench
Managed agents and open-weight debates: why governance needs the evidence layer
This week's managed agents, open-weight open letters, and a JSON-compaction release all point back to the same need: audit-ready run bundles, human gates, and model-agnostic tracing for AI you can defend.