A CognitiveClouds series
The Anatomy Series: how AI coding actually works
Eight short papers that explain, in plain English, how AI actually builds software — the harness, context, memory, skills, sandboxes, and the products built from them. Written for two readers at once: the person who wants to finally understand what everyone is talking about, and the engineer who wants the real mechanics. No hype, no jargon without a definition, and sources for every claim.
- 01
The Anatomy Series · Part 1
The model is not the product: what an AI agent actually is
Everyone compares models. Results come from the harness — the system around the model. The anatomy of an AI agent, for executives and engineers alike.
2 min read
- 02
The Anatomy Series · Part 2
Inside the harness: the machinery that turns a model into a worker
The harness is where AI agents succeed or fail: the loop, tools, and guardrails that turn text prediction into working software.
2 min read
- 03
The Anatomy Series · Part 3
Context engineering: why smart models act dumb, and what good systems do about it
A model only knows what's in its context window. Serious systems select, compress, store, and isolate context to keep agents coherent.
2 min read
- 04
The Anatomy Series · Part 4
Agent memory: how AI systems remember, and why most forget everything
The four kinds of memory serious AI systems build — and why compounding memory is a moat.
2 min read
- 05
The Anatomy Series · Part 5
Skills: how agents learn your way of doing things
Prompting tells an agent what you want once. Skills encode how your organization works, permanently.
2 min read
- 06
The Anatomy Series · Part 6
The sandbox: where agents run, and what they can touch
The isolation ladder from process to micro-VM, and why blast radius is the question that matters.
2 min read
- 07
The Anatomy Series · Part 7
Copilots, agents, and factories: what the AI coding products actually are
The AI coding market sorted by architecture instead of marketing, so teams can buy the right tier.
2 min read
- 08
The Anatomy Series · Part 8
The anatomy of Cortex: same parts, different job
Seven episodes dissected AI agents in general. This one dissects Cortex through the same framework.
2 min read
Is your codebase ready for agentic work?
Start with a free Agent Readiness Assessment — a concrete read on whether your codebase is ready for AI-assisted delivery.