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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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: The 2025 Surton AI Readiness Playbook
Before automation and coding agents, build the context layer AI needs: documentation, guidance files, tests, and read-only diagnosis workflows. Includes Surton's 30-day AI readiness sprint.
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.
Stop Over-Instructing AI: The 2025 Surton Outcome-Based Prompting Framework
Why detailed step-by-step prompts reduce AI performance and how to use outcome-based prompting for better results. Includes the SIT framework and Surton's prompt optimization methodology.
SOPs are easier to build when the work happens inside the tool
A practical five-step approach for turning repeatable work into usable SOPs without adding a separate documentation project.