How to Integrate AI Into an Existing Product
Adding intelligence to software that already has users, data constraints and a release schedule you can't pause.
Read articleHome/Insights
Insights
Notes from
the build.
Engineering decisions, AI implementation reality, and the questions clients actually ask us. Written by the people doing the work.
Editorial
Notes we've
written up.
Filter by topic. Everything here is written in-house — no syndicated content, no ghostwritten filler.
Building an Effective Dedicated Development Team
Structure, communication rhythm and the onboarding decisions that determine whether an extended team performs.
Read articleWhen Should You Extend Your Engineering Team?
The signals that point to capacity gaps rather than process problems — and why the distinction matters.
Read articleArchitecture Decisions You Can't Undo Cheaply
The small set of early choices that are genuinely expensive to reverse, and how to spend more time on those.
Read articleMapping a Process Before You Automate It
Why automation projects fail at the discovery stage, and a method for finding the steps actually worth removing.
Read articleScoping an MVP That Can Actually Grow
Cutting scope without cutting the foundations that version two will need to stand on.
Read articleTechnical Debt You Should Keep
Not all shortcuts need repaying. A framework for deciding which debt to service and which to document and leave.
Read articleWhat we write about
Five topics,
one filter.
The editorial structure mirrors how we work — so an article about agent design sits next to the service that delivers it.
AI
- Models in production
- LLM integration
- Agent design
- Evaluation
Automation
- Process mapping
- Integration patterns
- Workflow design
- Failure handling
Engineering
- Architecture
- Code quality
- Testing
- Technical debt
Product
- Discovery
- Scoping
- MVP strategy
- Roadmaps
Teams
- Team extension
- Onboarding
- Distributed delivery
- Technical hiring
Stay in touch
Questions we haven't
written up yet?
If you're weighing a technical decision and want a direct opinion rather than a sales call, ask us.