Why this matters
The protocol direction is moving from one-shot tool calls toward durable, observable work that can pause and resume.
The practical takeaways
- Design task state so work can resume after interruption.
- Treat tool discovery and routing as infrastructure.
- Expose progress and failure states to both users and operators.
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.