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KG.
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Topic pillars

Five long-running series, each collecting every article I've written on a single topic. If you're new here, picking a pillar is faster than scrolling the full blog.

🤖

AI Agents

49 articles

In-depth coverage of agent architecture, control flow, frameworks, failure modes, and what it takes to ship agents to production. Written from real systems, not demos.

⚡

LLM Hardware & Local AI

57 articles

Everything about running LLMs locally: Apple Silicon, NVIDIA, AMD ROCm, GPU buying guides, RAM math, and benchmarks that go beyond marketing numbers.

📈

AI in Production

37 articles

What changes when AI features hit real users: cost surprises, latency budgets, eval frameworks, and the operational reality of LLM-backed systems.

🛡

AI Security & Safety

10 articles

Security implications of LLMs, agents, and AI-native software — from prompt injection to autonomous weapon systems and corporate threat models.

🛠

Dev Tools & AI Workflow

77 articles

Hands-on reviews and patterns for AI coding tools, Claude Code, Aider, vibe coding, code-review automation, and the changing shape of the developer workflow.

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KG

Building intelligent systems. Still chasing those sour icecreams.

Made with coffee and curiosity in Toronto. 2026.