Astra and Opus 5.5: AI Models Are Learning to Complete, Not Just Answer

Model progress is increasingly visible in task completion: planning, tool use, revision, and persistence. Better answers are useful, but reliable completion requires a runtime, tests, and clear stopping conditions.nnModel comparisons should include the full workflow, not only a benchmark score or a polished demo.

Sources

See the primary sources linked in the Chinese edition.