fix: 滚动

AGENTS.md

@@ -58,17 +58,6 @@ python -m heurams.interface
 heurams  # (if console scripts are configured)
 ```
 
-### Testing
-```bash
-# Run tests (if test suite exists)
-pytest
-
-# Run with coverage
-pytest --cov=heurams
-```
-
-**Note**: The test directory appears to have been removed. Previous test files were located in `tests/` (deleted per git status). If adding new tests, follow pytest conventions and place them in a `tests/` directory at the project root.
-
 ### Linting and Formatting
 No specific linting or formatting configuration observed. Use standard Python conventions.
 
@@ -131,23 +120,6 @@ No specific linting or formatting configuration observed. Use standard Python co
 - Service abstraction with provider pattern (audio, TTS, LLM)
 - Configuration-driven behavior with fallback defaults
 
-## Testing Approach
-
-**Current State**: Test directory removed, but `.pytest_cache` indicates pytest was used.
-
-**If adding tests**:
-- Place tests in `tests/` directory at project root
-- Follow pytest conventions
-- Use `pytest.fixture` for shared test resources
-- Mock external dependencies (audio, TTS, LLM providers)
-- Test configuration overrides via `ConfigContext`
-
-**Testable Components**:
-- Algorithm implementations (FSRS, SM2)
-- Puzzle logic validation
-- Configuration loading and saving
-- Atom persistence and evaluation
-
 ## Important Gotchas
 
 ### Configuration Loading