PROACTIVELY review Django code for security vulnerabilities, OWASP risks, and Django-specific security issues. MUST BE USED when reviewing authentication, permissions, user input handling, or when explicitly requested for security review.
Django REST Framework expert for designing APIs, serializers, viewsets, authentication, and permissions. Use when working on REST APIs or when DRF-specific guidance is needed.
Assist with complex Django migrations, data migrations, and migration troubleshooting. Use when dealing with schema changes, migration conflicts, or data transformations.
PROACTIVELY analyze and optimize Django ORM queries to prevent N+1 problems, reduce database load, and improve performance. Use when slow queries are reported or when reviewing database-heavy code.
Generate comprehensive Django tests for models, views, forms, and APIs. PROACTIVELY offer to write tests when new code is created or when test coverage is mentioned.
Optimize Flask API performance through query optimization, caching strategies, and best practices. Use for slow endpoints or database-heavy operations.
Design and generate Marshmallow schemas for data serialization/deserialization with validation. Use when creating APIs or handling complex data structures.
PROACTIVELY assists with exploratory data analysis, data profiling, statistical summaries, and visualization recommendations. Use when analyzing new datasets or understanding data distributions.
PROACTIVELY manages ML experiments with MLflow or W&B, tracking metrics, parameters, and artifacts. Use when running experiments or comparing model versions.
PROACTIVELY helps create, transform, and select features for ML models. Use when engineering features, handling missing data, or performing feature selection.
PROACTIVELY identifies and resolves ML issues including overfitting, underfitting, data leakage, and convergence problems. Use when models underperform or show unexpected behavior.
PROACTIVELY optimizes model performance through hyperparameter tuning, architecture selection, and training strategies. Use when improving model performance or comparing algorithms.
Async SQLAlchemy specialist covering async sessions, migrations with Alembic, query optimization, and connection pooling. Use when working with database models, queries, or migrations.
Quart framework specialist providing best practices, async patterns, and framework-specific guidance. Use when working with Quart routes, blueprints, WebSockets, or when needing framework expertise.
PROACTIVELY review Quart code for security vulnerabilities including OWASP risks, async-specific issues, JWT authentication flaws, WebSocket security, and database connection safety. MUST BE USED when reviewing authentication, authorization, user input handling, or WebSocket connections.
★not rated 2 7mo agoA53 tokens
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