Expert guidance for GraalVM native image development with Java frameworks, build optimization, and high-performance application deployment

Capture, organize, and develop ideas using structured thinking frameworks

Design GCP solutions across compute, storage, networking, and serverless with cost optimization, security hardening, and Framework alignment.

Design Azure solutions across compute, storage, networking, and serverless with cost optimization, security hardening, and Framework alignment.

Generates tests from features.json test criteria with multi-framework support, coverage analysis, and features.json integration.

Node.js development principles and decision-making. Framework selection, async patterns, security, and architecture. Teaches thinking, not copying.

Node.js development principles and decision-making. Framework selection, async patterns, security, and architecture. Teaches thinking, not copying.

Node.js development principles and decision-making. Framework selection, async patterns, security, and architecture. Teaches thinking, not copying.

Node.js development principles and decision-making. Framework selection, async patterns, security, and architecture. Teaches thinking, not copying.

Node.js development principles and decision-making. Framework selection, async patterns, security, and architecture. Teaches thinking, not copying.

Node.js development principles and decision-making. Framework selection, async patterns, security, and architecture. Teaches thinking, not copying.

Cross-document validation, traceability gaps, and project-wide consistency checks for SDD framework

Python development principles and decision-making. Framework selection, async patterns, type hints, project structure. Teaches thinking, not copying.

Python development principles and decision-making. Framework selection, async patterns, type hints, project structure. Teaches thinking, not copying.

Python development principles and decision-making. Framework selection, async patterns, type hints, project structure. Teaches thinking, not copying.

Python development principles and decision-making. Framework selection, async patterns, type hints, project structure. Teaches thinking, not copying.

Python development principles and decision-making. Framework selection, async patterns, type hints, project structure. Teaches thinking, not copying.

Python development principles and decision-making. Framework selection, async patterns, type hints, project structure. Teaches thinking, not copying.

Assess product-market fit using frameworks, metrics, and customer signals

Design AWS solutions across compute, storage, networking, and serverless with cost optimization, security hardening, and Well-Architected Framework alignment.