Where the workflow shifted
Model progress matters, but durable products still win by owning workflow, distribution, data, and trust.
Tool names are not outcomes
The signal matters when it changes how a team ships, reviews, or recovers work, not when it only names another tool.
Check permissions and failure
- Translate model capability into a measurable user job
- Keep the test narrow: one low-risk task or tool entry before connecting permissions, logs, failure handling, and human takeover to production
What still needs proof
Treat this as a primary signal, then still check pricing, limits, and real adoption before acting. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.