AI & engineering, in plain English
News analysis and practical guides on the technology we build with every day - AI systems, the Model Context Protocol, data engineering, and honest software decisions. Written for business owners first, engineers second.
Claude Fable 5.1 vs GPT-5.6 Sol vs Gemini 3.1 Pro: What Business Leaders Should Actually Use
Three flagship models updated within months of each other, and graduate-level reasoning benchmarks now call it a statistical tie. The real question isn't which is smartest - it's which one earns its cost on your actual workload.
September 5, 2026 · 9 min read
MCP Just Went Stateless: What the July 2026 Spec Rewrite Means for Your Integrations
The biggest Model Context Protocol revision since launch has had five weeks to settle in. Here's what actually changed, what it fixes, what it doesn't, and why the security numbers matter more than the architecture diagram.
September 2, 2026 · 9 min read
AI Coding Assistants Now Write 46% of Code: What CTOs Need to Know Before Scaling Org-Wide
This isn't a forecast - it already happened. GitHub Copilot users now ship AI-generated code in nearly half their commits, and the governance most companies have in place hasn't caught up to that number at all.
August 29, 2026 · 9 min read
88% of Enterprises Had an AI Agent Security Incident This Year - Here's the Governance Gap Behind It
Nine government agencies, 195 million taxpayer records, one attacker, two off-the-shelf AI coding tools. The incidents behind this year's agent-security numbers are not hypothetical, and most companies still can't tell their agents apart from their employees.
August 24, 2026 · 8 min read
The Vibe Coding Technical Debt Crisis: How to Ship Fast With AI Without Paying to Rebuild It
Roughly 10,000 startups shipped production apps by vibe coding with AI. More than 8,000 of them now need a rescue engagement costing $50,000 to $500,000. Here's what actually breaks, what fixing it costs, and how to not become the next one.
August 19, 2026 · 8 min read
AI Agents in Production: How to Be in the 23% Actually Seeing ROI
97% of executives say their company deployed AI agents this past year. Only 23% of them are seeing real ROI from it. The gap between those two numbers isn't about the technology - it's about six specific decisions the successful 23% made and most companies didn't.
August 14, 2026 · 8 min read
Low-Code vs Custom Software in 2026: When the $45B No-Code Boom Isn't Right for You
Low-code is projected to power 75% of new business applications by the end of 2026. We build custom software for a living, and we still think that's the right call for a lot of teams - just not the ones building the product they're betting the company on.
August 8, 2026 · 8 min read
How Fintechs Cut Loan Approval From Days to Minutes With AI in 2026
A loan decision that took 48 hours now takes 8 minutes at institutions running AI-powered underwriting. That speed isn't the interesting part - the interesting part is that it's coming with more approvals, fewer defaults, and a compliance problem most fintechs haven't solved yet.
August 3, 2026 · 8 min read
AI in Healthtech 2026: The Fastest-Growing Adoption Curve in Any Industry, and What It Actually Takes to Do Safely
81% of physicians now use AI professionally, up from 38% in 2023 - the fastest adoption curve of any major industry. The clearest win is boring, unglamorous, and already changing how burnout looks in hospitals. The hard part is everything underneath it.
July 28, 2026 · 7 min read
AI-Powered Manufacturing in 2026: Turning $260,000-an-Hour Downtime Into a Solved Problem
Unplanned downtime now costs discrete manufacturers roughly $260,000 an hour. Facilities running AI-driven predictive maintenance properly are cutting that downtime by up to half - and the ROI math on getting there is some of the cleanest in enterprise AI.
July 22, 2026 · 7 min read
Claude Sonnet 5 Is Here - What It Actually Means for Your Business
Anthropic's new mid-tier model plans, uses tools, and works autonomously at a level that recently required far more expensive models. Here's the practical read for business software.
July 10, 2026 · 7 min read
MCP in 2026: How a Two-Year-Old Protocol Became the Standard for AI Integration
From an Anthropic side-project to Linux Foundation governance, 97 million monthly SDK downloads, and 10,000+ public servers - the Model Context Protocol quietly won. Here is what that means if you run a business.
July 3, 2026 · 8 min read
What Is MCP? A Plain-English Guide for Business Owners
The Model Context Protocol lets AI assistants securely use your real business data and tools - so answers come from your systems, not internet guesses. No jargon, just what it does and when you need it.
June 19, 2026 · 6 min read
RAG, Explained for Business Owners (No Math Required)
Why do AI chatbots make things up about your business - and how do you make them stop? Retrieval-Augmented Generation is the unglamorous fix behind almost every trustworthy AI assistant.
June 11, 2026 · 6 min read
Custom Software vs Off-the-Shelf: An Honest Decision Framework
A custom software agency telling you when NOT to buy custom software? Yes. Here's the decision framework we actually use with clients - including the cases where off-the-shelf wins.
June 4, 2026 · 7 min read