Use the repository's AI documentation as targeted reference, not ambient
context:
- Identify the Effect APIs and concepts involved in the change.
- Search
LLMS.md and ai-docs/src for those names and concepts, then read
the matching sections and examples.
- Apply the relevant guidance and inspect nearby source and tests for any
repository-internal conventions not covered by the documentation.
The task is ready for implementation when every material Effect API or pattern
has matching local guidance, or the search has established that none exists.
