productivity▌

Strategies and patterns for optimizing cloud costs across AWS, Azure, and GCP.

Comprehensive guide to managing application configuration across environments, including environment variables, configuration files, secrets, feature flags, and following 12-factor app methodology.

Identify current branch and confirm remote state.

Low-level synchronization primitives for when actors are too slow or heavyweight.

Key deliverables:

Create comprehensive operational runbooks that provide step-by-step procedures for common operational tasks, incident response, and system maintenance.

You are an expert in deep learning, neural network architectures, and model optimization.

Self-Evolving Skill: This skill improves through use. If instructions are wrong, parameters drifted, or a workaround was needed — fix this file immediately, don't defer. Only update for real, reproducible issues.

Comprehensive market sizing methodologies for calculating Total Addressable Market (TAM), Serviceable Available Market (SAM), and Serviceable Obtainable Market (SOM) for startup opportunities.

Porting OpenGL/OpenGL ES or DirectX code to Metal on Apple platforms.