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Vector Storage

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AI Native Software Stack Future of Dev

The AI Native Software Stack: How Application Architecture Is Evolving

The traditional frontend-backend-database stack is evolving. AI agents, orchestration layers, and knowledge bases are changing how applications are built.

Mar 7, 2026 13 min
LLM Context Windows AI Systems

Context Windows: The Hidden Constraint Shaping Every AI Application

Understanding context windows is essential for building AI systems that actually work. Here is why this constraint matters more than model size, and how to design around it.

Mar 6, 2026 11 min
ai-ready-etl-pipelines System Blueprints

Building AI-Ready ETL Pipelines: Embeddings, Chunking, and Vector Storage

AI systems need data structured for embeddings and vector storage. Traditional ETL stops at the database. AI-ready ETL continues to the vector store.

Jan 2, 2026 15 min
DECYON

Decisions in Engineering & Complex Y-systems Over Noise

Clarity for complex systems in the age of AI

Sharing what I have learned from two decades of building systems. Not claiming to have all the answers, just sharing the journey.

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