Engineering teams are making a massive miscalculation with AI. We treat it as a tool that magically delivers better work, faster. It doesn’t. AI does not give you speed. It gives you a time surplus, and your engineering outcomes depend entirely on what you buy with that surplus. Right now, the industry is buying speed. And it is costing…
Agentic Data Plane in Payments
Fig.1 The Documentation Graveyard Every mid-senior developer has lived this story. You join a new team, crack open the API docs, and discover they describe an endpoint that was refactored six sprints ago. The response schema references fields that no longer exist. The authentication section still describes a bearer token flow that was replaced with OAuth2 last quarter. Nobody…
“A fool with a tool is still a fool.” — Grady Booch
O*NET 27.3 · AI Augmentation Analysis · 5 Roles Where Does Each Role Go From Here? A trajectory analysis of five technology roles in the age of AI augmentation — examining merge potential, directional evolution, and obsolescence risk. Avg. Hours Saved / Wk 22.9 Across all 5 roles Avg. Agentic Replace Risk 21.2% Weighted ARL score Highest Risk Role…
The shift from human-led coding to agentic design patterns first development represents more than a change in tools; it is a fundamental re-architecting of the software supply chain. In this new paradigm, manual coding is no longer a “craft”, it is a pipeline contamination. However, as we move toward a closed-loop system where AI agents build and humans act…
Or did it? Just as video never quite buried radio, AI may be engineering a rebirth — not an obituary — for the developers bold enough to adapt. The Panic In 1979, the Buggles declared it with synthesized certainty: Video killed the radio star. The song wasn’t just a pop hook, it was a eulogy for an entire class…
Grid to Git: What F1 Pit Stops Can Teach Us About Software Deployment In the world of Formula One, a race can be won or lost in the pits. A crew of 20 people works in a synchronized ballet to change four tires in under two seconds. As I watched my teams deploy code this week, I couldn’t help…
The business landscape has been fundamentally reshaped. For decades, the dominant model was the pipeline: businesses created value by controlling a linear series of activities, from sourcing raw materials to delivering a finished product to the customer. Think of traditional manufacturing, publishing, or retail. But a new, more powerful model has emerged – the platform. As detailed in the…
The pressure to implement configuration-driven business rules at the entry point API stems from several factors: However, giving in to this pressure can quickly erode the benefits of adopting a platform approach. Revisiting the Platform’s Ideal: Entry Point vs. Downstream Processing The power of the platform, particularly for something like a payment hub dealing with external ecosystems, comes from…
There is an unspoken rule in the modern enterprise:…
Engineering teams are making a massive miscalculation with AI….
