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#ai

7 posts

5d8c1a5 8 min read

Will AI Make Our Code Quality Worse?

Does AI-generated code hurt code quality? Not if you treat it as engineering: automated checks, people where judgement matters, and a harness around the agent.

aicode-qualityai-generated-codesoftware-architectureengineeringclaude-codeai-coding-agents
2c54e1a 8 min read

The Signs That Your AI Implementation Is Going Wrong

Seven signs an AI rollout is drifting, visible from the CEO or CTO chair and easy to file under "early days" — flat usage, a climbing bill with nothing to show, prototypes everywhere, and a cost conversation that never asks about effect.

aiadoptionleadership
028ba11 7 min read

7 Signs Your AI Adoption Is Working That No Usage Dashboard Shows

Seven observable signs that an AI rollout has landed — longer reviews, teams asking for the business, story points going quiet, a change of direction that is not a crisis — none of which a usage dashboard shows.

aiadoptionleadership
7722f13 7 min read

Your AI Rollout Worked. The Money Is One Step Further Up

Speeding up development is only the first constraint an AI rollout removes. The bigger return sits one step further up, in requirements and how work moves between people.

aiadoptionleadership
8404303 9 min read

Choosing AI Is a Small Decision. Adopting It Is the Real Work.

Handing out licences finds the two or three already using AI and calls it a rollout. The real work is the harness: built alongside the code, owned by the team.

aiadoptionleadership
c642de0 7 min read

Will AI Fix Your Architecture? Or Just Accelerate Its Decay?

AI removes the friction that kept incoherent systems standing. Without a harness to systematise the process and point the direction, it just grows the pile of matchsticks — faster.

aiarchitecturetechnical-debt
209e223 4 min read

The Grammar of Responsibility

Saying "Claude did it" instead of "I did this using Claude" hands off accountability that lands nowhere — and quietly reshapes how a team reviews and owns its code.

aicode-reviewownership