Blog

Notes on architecture decisions and real outbound product lessons.

This is where I keep the reasoning visible: tradeoffs, constraints, and technical choices that hold up under business pressure.

Code architecture
AI Delivery
May 21, 2026 / 7 min read

Shipping RAG and AI agents without enterprise theater

Useful AI systems are built around source quality, retrieval behavior, fallback logic, and operator trust, not demo drama.

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Code architecture
Architecture
May 10, 2026 / 6 min read

Architecture decisions that save SaaS MVPs from expensive rewrites

The first version does not need enterprise complexity, but it does need a few structural decisions that protect delivery speed later.

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