Insights
Notes from the work.
Short, practical pieces on evaluation, agent design, and enterprise AI.
Production AI is ugly
The demo is beautiful. Then you try to put it in production — and spend eight weeks building everything around the agent.
16 Apr 2026The stack nobody talks about
Everyone's talking about AI agents. Nobody's talking about what sits underneath them.
2 Apr 2026Copilots vs. agents: which tasks should you stop doing yourself?
There's a difference between AI that helps you do your job and AI that does the job. It changes what a 30-person company can pull off.
26 Mar 2026Established companies can't get it right. What chance do you have?
91% of mid-sized companies say they use generative AI. 92% of those hit problems rolling it out. If they're struggling, what does it mean for a 50-person business?
19 Mar 2026Shipping your first agent: three things most teams underestimate
Evaluation, guardrails, and the cost of not owning your own data.
12 Mar 2026