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AI Engineering 26 Mar 2026

What the Stack Does Not Solve

The honest retrospective this series owes its readers - the thesis I believe but cannot cite, the threshold that is really one team's habit, the discipline with no how-to, the figures that will age, and the work you should not hand to an agent at all.

AI Engineering 24 Mar 2026

Five Levels, One Ladder

Dan Shapiro's Five Levels ladder maps where the industry actually stands with autonomous coding agents - most of it lower than it believes - and StrongDM's three-person software factory shows what the top rung looks like when someone builds it.

AI Engineering 22 Mar 2026

The Five Primitives

The disciplines tell you what to learn - the primitives are what you actually write. Five small, recurring artefacts of AI-directed work, from the self-contained problem statement to the evaluation harness, each shown with a worked example.

AI Engineering 13 Mar 2026

Harness Engineering in Three Levels

The permanent infrastructure that makes every agent session start smart - tool configuration, codebase onboarding and workflow automation, and the evidence that the harness moves results more than the model does.

AI Engineering 12 Mar 2026

Research, Plan, Implement

The workflow that turns one long degrading session into three small clean ones - what each phase produces, why the artefacts matter more than the phases, and how much ceremony a task actually deserves.

AI Engineering 10 Mar 2026

The Smart Zone, the Dumb Zone and Poisoned Context

Context windows degrade before they fill - the evidence for context rot, one team's 40% working rule, and the three ways a window turns toxic long before it runs out of room.

AI Engineering 08 Mar 2026

Compress and Isolate — The Other Two Pillars

Write and select decide what enters the context window - compress and isolate decide what survives inside it, from intentional compaction to sub-agents and the file system as the agent's real memory.

AI Engineering 06 Mar 2026

Write and Select — Two Pillars of Context

LangChain's four-pillar taxonomy gives context engineering its working vocabulary - this part walks the first two pillars in depth, authoring what the agent wakes up knowing and choosing what a task actually needs.

AI Engineering 05 Mar 2026

The Model Is a Stateless Function

Everything that looks like memory in an agent is tokens being written back into the window - the mental model beneath all of context engineering, and the week in June 2025 when the discipline got its name.

AI Engineering 03 Mar 2026

Prompt Craft Is Table Stakes

The prompt is the smallest and least durable artefact in the whole agent system - why the original skill of the AI era stopped being the differentiator, and what good prompt craft still buys you every single day.

AI Engineering 01 Mar 2026

What Changed When Agents Stopped Checking In

Between late 2025 and early 2026 coding agents stopped pausing to ask questions - this series opener maps the five-discipline stack I now use to direct them, from table-stakes prompting to specification engineering.