AI & Cloud Insight
Field notes from building production AI — agents, knowledge systems, and the infrastructure that keeps them honest.
AI Engineering
Building a Knowledge Bank: How We Achieved 57% Context Reduction Through Compound Learning
We built a Knowledge Bank system that enables AI agents to learn from each other's discoveries. Through careful experimentation, we achieved 57% context reduction and demonstrated true compound knowledge accumulation effects.
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AI Development
The Dangers of 'Vibe Coding': Why Structured AI Development Matters
AI tools have revolutionized software development, but using them carelessly—what we call "vibe coding"—can create more problems than they solve. Discover how structured AI development prevents technical debt and delivers maintainable, scalable solutions.
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