Insights
Thinking on AI, product, and delivery
Practical notes on building with AI — written for people who have to make the call, not just follow the trend.
Shadow AI: What Happens When Teams Out-Adopt IT
Employees are adopting AI tools faster than IT can review them. Here's what it actually costs, and a lighter-weight way to govern it.
August 28, 2026 · 6 min read
AI StrategyAgentic AI: Separating Real Capability From Hype
A practical framework for telling a genuinely autonomous workflow apart from a chatbot with extra steps.
August 4, 2026 · 7 min read
EngineeringRAG vs. Fine-Tuning: Choosing the Right Approach for Enterprise AI
Retrieval-augmented generation and fine-tuning solve different problems. Here's when to reach for each — and when you need both.
July 22, 2026 · 9 min read
Product EngineeringWhat "AI-Native" Actually Means for Product Engineering
Bolting a chat widget onto an existing product isn't AI-native. Here's what changes when AI is a first-class part of the architecture.
July 5, 2026 · 6 min read
AutomationWorkflow Automation ROI: A Practical Framework for 2026
Not every manual process is worth automating. A simple scoring model to prioritize automation investment by impact and effort.
June 18, 2026 · 8 min read
GovernanceAI Tool Sprawl: A Governance Problem in Disguise
Every team buying its own AI tool feels like empowerment. At the org level, it's an unmanaged integration, security, and cost problem.
June 2, 2026 · 6 min read
EngineeringContext Engineering Is Replacing Prompt Engineering
Clever prompts stopped being the bottleneck once models got better at following instructions. What matters now is what you feed the model.
May 19, 2026 · 7 min read
AI StrategySmall Language Models vs. Frontier Models
You don't need the biggest model for most tasks. A practical buy-vs-build framework for choosing model size.
May 2, 2026 · 7 min read
EngineeringVibe Coding: What It's Good For (and Where It Breaks)
Describing what you want and letting AI generate the code works great for prototypes. Here's exactly where that stops working.
April 14, 2026 · 6 min read
BusinessThe Real Cost of an AI Pilot That Never Ships
Most AI pilots don't fail loudly. They stall in a permanent proof-of-concept state that quietly costs more than the demo suggested.
March 27, 2026 · 7 min read
GovernanceAI Governance 101: What Every Non-Technical Founder Should Know
You don't need a compliance department to govern AI responsibly — just a handful of decisions, written down.
March 10, 2026 · 6 min read
BusinessData Readiness: The Unsexy Prerequisite Every AI Project Skips
Most AI projects that stall aren't failing on the model. They're failing on data nobody checked was ready.
February 18, 2026 · 7 min read
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