Insights on Context Engineering, AI-assisted development, and owning outcomes
Every platform shift goes through the same four phases. AI is in the reckoning right now. Here is what comes next -- and why the organizations that encode their knowledge first will compound their advantage.
Your codebase has hundreds of undocumented decisions. One CLI command generates production-quality Architecture Decision Records grounded in your actual code. No templates. No guessing.
We tested 8 models on the same RAG pipeline. Haiku beat Sonnet. Nova 2 Lite beat Llama 4. The data says: match the model to the cognitive task, not the price tier.
Context engineering is not new. I built an organizational intelligence platform in 2012 with Puppet. In 2026 I rebuilt it with AI. Same pattern, different layer.
AI inference cost optimization through context engineering and prompt caching. More developers should mean lower cost per query, not higher. Here's how.