Use when invalid data causes failures deep in execution, requiring validation at multiple system layers - validates at every layer data passes through to make bugs structurally impossible
Use when invalid data causes failures deep in execution, requiring validation
Expert in quantitative finance, algorithmic trading, and financial data analysis using Python (Pandas/NumPy), statistical modeling, and machine learning.
Expert in on-chain privacy technologies - ZK-SNARKs, ZK-STARKs, mixers, stealth addresses, ring signatures, and confidential transactions for building privacy-preserving blockchain applicationsUse...
Best practices for scikit-learn machine learning, model development, evaluation, and deployment in Python
Use when asked to normalize audio volume, match loudness, or apply peak/RMS normalization to audio files.
JPA/Hibernate patterns for entity design, relationships, query optimization, transactions, auditing, indexing, pagination, and pooling in Spring Boot.
CRITICAL: Use for type-driven design. Triggers: type state, PhantomData, newtype, marker trait, builder pattern, make invalid states unrepresentable, compile-time validation, sealed trait, ZST,...
Use when you need to plan technical solutions that are scalable, secure, and maintainable.
TanStack Start best practices for full-stack React applications. Server functions, middleware, SSR, authentication, and deployment patterns. Activate when building full-stack apps with TanStack Start.
Best practices for Laravel Eloquent ORM including query optimization, relationship management, and avoiding common pitfalls like N+1 queries.
Coordinate security incident response efforts. Includes classification, playbook generation, evidence gathering, and remediation planning. Validates response strategies against best practices.
Structured guide for setting up A/B tests with mandatory gates for hypothesis, metrics, and execution readiness.
Structured guide for setting up A/B tests with mandatory gates for hypothesis, metrics, and execution readiness.
Structured guide for setting up A/B tests with mandatory gates for hypothesis, metrics, and execution readiness.
Structured guide for setting up A/B tests with mandatory gates for hypothesis, metrics, and execution readiness.
Structured guide for setting up A/B tests with mandatory gates for hypothesis, metrics, and execution readiness.
Structured guide for setting up A/B tests with mandatory gates for hypothesis, metrics, and execution readiness.
Start implementation from Intent. First validates Intent completeness, then launches idd-task-execution-master agent to plan and execute TDD-based development phases. Use when you have an Intent...
>