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A Software Development Methodology for Disciplined LLM Collaboration

Disciplined AI Software Development - Collaborative A structured approach for working with AI on development projects. This methodology addresses common issues like code bloat, architectural drift, and context dilution through systematic constraints. The Context Problem AI systems work on Question → Answer patterns. When you ask for broad, multi-faceted implementations, you typically get: Functions that work but lack structure Repeated code across components Architectural inconsistency ove

Wired Called Our AirGradient Monitor 'Not Recommended' over a Broken Display

Two weeks ago, I had what I can only describe as a punch-to-the-stomach moment (which luckily doesn’t happen very often). The AirGradient ONE - our monitor that was recognized in one of the world’s most rigorous scientific evaluations - suddenly became “Not Recommended” by WIRED magazine in their The Best Indoor Air Quality Monitors review. Yes, this is the same monitor that got two awards from the AirLab micro sensor challenge , one of the most rigorous sensor testing programs, beating more th