Field notes from the AI frontier.
Hard-won lessons on applying AI inside real businesses — from the engineers, operators, and founders doing the work at Surton.
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AI Implementation for Services Businesses
A practical guide to bringing AI into your company — from first pilots to production systems.
Read the guide Pillar GuideEngineering Leadership
A field guide for technical leaders — from hiring your first engineer to scaling an organization.
Read the guideYou Built It With AI. Now You Have to Support It.
AI can collapse the path from idea to prototype, but it does not eliminate the cost of performance, security, maintenance, or support.
The Competitive Advantage of Keeping Your Promises
Reliability is rare enough to feel premium. When you keep your word—especially when it costs you—you build trust competitors can't easily match.
Why Executives Get Weak AI Results
Most disappointing AI output comes from poor context and poor system design, not from the model itself.
Why Q1 Became a Turning Point for Surton
Client demand finally caught up with Surton's early AI shift, changing the company's work, conversations, and direction in a single quarter.
Why Pain Tolerance Is a Founder Advantage
Founders do better when they stop treating chaos as a sign of failure and start building the capacity to operate through it.
How to Build a Company for the Agentic Era
Map the work, redesign the handoffs, and build an AI-native company around judgment instead of ceremony.
The Lowest-Risk Way to Bring AI Into Your Company
Before you automate workflows or hand code to agents, make your systems legible with documentation, guidance, and tests.
When shielding your team becomes the bottleneck
Protecting your team from every pressure point can quietly turn leadership into isolation, delay, and burnout.
The Overlooked Leverage Inside Software Companies
Internal tools rarely feel urgent, but they often deliver the fastest return in a growing software business.
The Unwritten Rules Running Your Life
Many of the limits people accept are inherited defaults, not real constraints. Progress starts by choosing rules that match reality instead of repeating someone else’s script.
12 Tips for Scaling Your Engineering Team
A practical framework for growing an engineering team without losing speed, clarity, or accountability.
Why technical leaders lose their edge when they stop building
A founder’s failed retirement reveals a common leadership trap: when building disappears, technical judgment starts to erode.