Work Is Code
Code is already intrinsic to almost all work. AI just made that impossible to ignore.
These practitioner guides document patterns from applying AI to real client work. They explore the shift from execution to architecture, from hours billed to complexity delivered, and from opaque systems to legible ones.
By Bert Carroll, founder of Ask the Human.
Start here
- You Can Do Anything, If You Dare — on willingness as the real bottleneck
- AI-Native Engineering — humans architect, AI executes (core doctrine)
- Why Story Point Pricing... — pricing when time is no longer the constraint
Getting started
If you are new to building with AI, start here.Philosophy
Why the world works this way.AI as Translation Layer
The same data, many audiences, many formats. Can AI render one source into whatever each reader needs, when they need it?
You Can Do Anything, If You Dare
The barrier isn't expertise. It's willingness. Your client is the expert. You are the bridge.
The Knowledge Lock
Every organization runs an invisible permissions system enforced by format, not policy. Nobody designed it. Nobody audits it. AI is breaking it.
The Trust Chain
Every career decision runs on a chain of trust: education leads to employment, employment leads to stability, stability persists, the rules hold. All four links broke at once.
The Less Crazy Manifesto
Building systems that make complexity legible instead of amplifying it.
The Dopamine Loop
Why modern systems exploit attention and what clarity-first design looks like.
Doctrine
How to operate in it.AI-Native Engineering
A doctrine for building software when AI executes and humans architect.
Persuasion Bombing
LLMs don't reconsider when challenged. They escalate. BCG research on 244 consultants, plus a field test across 4 models.
The Debt You Don't See
AI work generates two kinds of debt: technical and cognitive. Both compound. The interest rate is accelerating.
Overfitting to Approval
AI models optimize for user satisfaction the way an overfit model optimizes for training data. Both create false confidence. AI is building echo chambers faster than social media ever could.
AI Overwhelm
AI slop is a cultural observation. AI overwhelm is the mechanism that makes it work. Volume is not a substitute for rigor, but it is a very effective substitute for evaluation.
Two Bears
AI is simultaneously a panda in a tree and a polar bear hunting seals. The people watching each bear are speaking past each other. Both are right.
The Productivity Paradox Is Back
Nine out of ten firms report no productivity impact from AI. Solow saw the same pattern with computers in 1987. Same paradox, different machine.
Methodology
Specific patterns that work.The Wiki Your AI Maintains
The graph in your head, made visible. A folder of markdown the AI maintains for you, no coding required.
Power Using Claude Code
Five principles for using Claude Code well, plus install and gotchas.
Shareable Pages
The communication layer that bridges engineering knowledge to human understanding.
Reference
Field guides for specific situations. Cited, citable, re-usable.AI Vocabulary
Plain definitions of the terms practitioners use when building with AI coding tools. Foundational AI/dev jargon plus the site-specific concepts that come up across these articles.
Citable Research Platforms: What an RFP Should Require
What an RFP should require to operationalize a validated psychometric instrument without eroding it. Eight items that protect the instrument, the data, and the field.
Citable Research Platforms: RFP Checklist
One-page version of the eight requirements. Print and attach to the procurement file.
Building
Screen to physical, end to end.Business
Pricing, clients, delivery.New guides added as patterns emerge from real work. Feedback, collaboration, or a problem you want to talk through: book a Napkin Session or reach me at bertcarroll.com.