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Thoughts on AI, software engineering, and minimalism.

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Strata: A Tiered Memory System for Effective AI Agents

A tiered memory architecture that combines Strata's lifecycle management with agent-db's relational engine for Phase 2 and Phase 3.

May 5, 2026·9 min read
Apr 7, 2026

Don't Vibe Code. Engineer Code.

My philosophy and framework for engineering with AI agents in 2026.

Dec 28, 2025

The Memory Problem

We are treating AI memory like a storage capacity problem, but it is actually an architectural one. Here is why we need to bridge the gap between RAG, Context Windows, and Summarization.

Dec 26, 2025

PM Artifacts Are Secretly Software Architecture

Parallels between PM artifacts (service blueprints, use case diagrams, backlogs) and hexagonal software architecture; and how AI can bridge them.

Dec 15, 2025

The Future of Local LLM Inference

Why running models locally is the next big shift in AI privacy and performance.

© 2026 Jeremy KamberFull-stack Developer & Product Manager
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