nWave-ai

Documentation collapse anti-patterns - detection rules, bad examples, and remediation strategies for type-mixing violations

Best practices for command definition files - size targets, declarative template, anti-patterns, and canonical examples based on research…

Step-by-step workflow for converting bloated command files to lean declarative definitions

Core distributed systems patterns - load balancing, caching, sharding, consistent hashing, message queues, rate limiting, CDN, Bloom…

Critique dimensions and scoring for research document reviews

Data architecture patterns (warehouse, lake, lakehouse, mesh), ETL/ELT pipelines, streaming architectures, scaling strategies, and schema…

Evaluation criteria and scoring for data engineering artifact reviews

Database comparison catalogs, RDBMS vs NoSQL selection criteria, CAP/ACID/BASE theory, OLTP vs OLAP, and technology-specific characteristics

Rollback procedures, risk assessment, pre/post-deployment validation, and contingency planning.

Apple LeanUX++ design workflow, journey schema, emotional arc patterns, and CLI UX patterns.

Desktop application UI patterns for product owners.

Quality dimensions and review checklist for devop reviews