Insights
Ideas for operating technology better.
Engineering Intelligence · Autonomous agents · Architecture · Data · Platforms
Engineering maturity determines how much value you capture from new technology
AI, cloud, or a new platform do not fix a weak operating foundation on their own: they usually amplify its limits.
Before scaling AI, raise the maturity that makes it sustainable
Scaling AI takes more than models and use cases: it needs an organisation able to operate, govern, and improve production systems.
Operating and improving an autonomous-agent team
Work does not end when a task closes: measure quality, adjust the rules, and turn learning into reusable capability.
Autonomy with limits: budgets, permissions, and approvals
Speed emerges when agents know what they can decide, what they must record, and what needs human approval.
How to design an autonomous-agent cell in Paperclip
A small structure with clear roles and a delegation chain that turns objectives into verifiable work.