name: validation rules: - Validate inputs early and raise ValueError or domain-specific exceptions (ProviderError) for invalid contract inputs. - Tests should assert that invalid inputs raise the expected exceptions. - Use explicit checks for types and shapes on public APIs (e.g., ensure text is str before embedding). examples: - path: ai_provider.py excerpt: | ```python if not isinstance(text, str): raise ProviderError("text must be a string") ``` note: explicit type validation before network call - path: pipeline/ai_provider_wrapper.py excerpt: | ```python if not texts: return [] if motion_ids is None: motion_ids = [None for _ in texts] ``` note: defensive handling of empty inputs anti_patterns: - Bad: Allowing invalid values to propagate into heavy computation (e.g., non-string into embedding pipeline). remediation: Fail fast with a typed exception and add unit tests to cover validations.