Why this matters
A capable coding model changes the bottleneck from typing code to defining acceptance criteria and checking the result.
The practical takeaways
- Write tests before delegating a large change.
- Ask the agent to explain changed files and known risks.
- Use review and security scanning as part of the loop.
How to apply it
Start with one measurable workflow, define the failure boundary, and publish the result with enough context for another builder to reproduce the decision. The goal is not to chase every announcement; it is to turn useful changes into better products, skills and deployment practice.
Editorial note
This is an original FDE editorial synthesis based on the linked source. It is not a translation or reproduction of the source article.