git:20260228.229867b to git:20260228.3de2e4f

## Code Style Guidelines

- Write simple, clean, and readable code with minimal indirection

- Avoid unnecessary object attributes and local variables and config variables

- No redundant abstractions or duplicate code and config code

- Each function should do one thing well

- Use clear, descriptive names

- NO need to write documentations or comments unless absolutely necessary

- Public methods MUST have full documentation.

- Check and test the code you have written

## Testing Requirements

- Run lint and typecheckers and fix any lint and typecheck errors

- Generate comprehensive tests so that you achieve 100% branch coverage

- Tests MUST NOT use mocks, patches, or any form of test doubles

- Integration tests are HIGHLY encouraged

- You MUST not add tests that are redundant or duplicate of existing

tests or does not add new coverage over existing tests

- Generate meaningful stress tests for the code if you are

optimizing the code for performance

- Each test should be independent and verify actual behavior

## Use tools when you need to:

- Look up API documentation or library usage from the internet

- Find examples of similar implementations

- Understand existing code in the project

## After you have implemented the task, aggresively and carefully simplify and clean up the code