Where the workflow shifted
Foundation Models framework, guided generation, tool calling, and app data context make model behavior part of normal app engineering.
The prototype bar drops, but prompt versions, output format, fallback behavior, and local performance become delivery concerns.
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
- Start with one low-risk task using fixed inputs, structured outputs, and a clear failure message
- 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
Without output checks, in-app models can turn a convincing demo into user-data or workflow errors. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.