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.
Page 2 of 7
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.
AI Creates Value Where Predictability Breaks Down: The 2025 Surton Judgment-First AI Framework
Why the biggest AI opportunity isn't making software more rigid but enabling systems to handle ambiguity, exceptions, and 'it depends' scenarios. Includes the decision framework for deterministic vs. probabilistic AI use cases.
The Non-Technical Leader's Guide to Claude Code: The 2025 Surton AI Workflow Playbook
The complete guide for non-technical leaders to implement Claude Code workflows. Includes 6 starter automations, ROI calculator, and Surton's client implementation templates.
Why Your Accounting System Creates Anxiety
Traditional accounting explains last month. A better operating system helps you make calmer financial decisions today.
What 2025 Revealed About AI and the Future of Work
AI did more than speed up work in 2025. It challenged old ideas about identity, value, and what staying relevant now requires.
A Practical Revenue System for 2026
A six-part framework for turning audience attention into qualified pipeline, faster activation, and stronger retention-driven growth.
The 3-Tool Rotation for AI Engineering: The 2025 Surton Coding Agent Operating Model
A practical AI engineering stack: one fast execution agent, one diagnostic reasoning model, and one multimodal comprehension tool. Includes switching rules, failure modes, and Surton's team workflow templates.