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Thoughts on AI & Software

Perspectives from the Kaizen team on building enterprise AI products and modern software systems.

Knowledge graph vs. context graph — a 2.4M-node enterprise graph funnelled down to a 38-node, permission-scoped context graph Jul 2026

AI Engineering

Knowledge Graph vs. Context Graph: Context Engineering for AI Agents

Your knowledge graph knows everything — that's the problem. The runtime layer between enterprise memory and an agent that can actually decide, and why the permission gate belongs third, not last.

Memory hierarchy for a production AI agent Jul 2026

AI Engineering

AI Agent Memory in Production: Architecture, Failure Modes & Fixes

The model remembers nothing between calls — every bit of "memory" is something you engineer. The four memory types, where they break at scale, and how to make them production-grade.

Google's 5 AI agent whitepapers Jun 2026

AI Engineering

Google's 5 Free AI Agent Whitepapers, Explained

Five production-grade whitepapers on building AI agents — from vibe coding to security to spec-driven production — with direct links to read each.

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