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The blog

Written after the deployment, not before.

Essays on AI architecture, strategy and the org problems in between. Heart what’s useful, argue with me in the comments.

Tagged ai-agentclear ✕


Apr 02, 2026

LLM12 min read

The 76% Mistake: Why AI Build vs. Buy Is a Layer-by-Layer Choice

The "build vs. buy" decision for LLM applications is no longer a single choice. This article presents a framework for analyzing the AI stack layer by layer—from the model to evaluation—to avoid common pitfalls and focus engineering effort where it creates the most value.

Cover illustration for The 76% Mistake: Why AI Build vs. Buy Is a Layer-by-Layer Choice

1 reads

Jan 06, 2026

ai agent12 min read

The $12 Agent Task: Why Production AI Needs a Harness, Not a Loop

Most AI agent demos are built on a simple loop that is too expensive and unreliable for production. Real-world systems use a "harness" architecture with structured workflows, checkpoints, and budgets to create agents that can survive contact with reality.

A stylized circuit board with a glowing red loop and a sturdy, structured harness.

1 reads