Notes from the edge of enterprise AI.
Field notes on AI governance, secure intelligent systems, agentic patterns, and the operational discipline behind moving AI from pilot to production.
Your AI agents are untrained. The bottleneck was never capability.
We keep waiting for smarter models. But the agents we already have fail for the same reasons junior engineers do — no plan, no proof, no memory. Capability isn't the constraint. Discipline is.
Why I made the pipeline mandatory — and the agents got better
Conventional wisdom says you give a capable agent room to work. I did the opposite: a fixed, non-negotiable workflow from brainstorm to finish. Constraint didn't slow the agents down. It's what made them trustworthy.
Teaching agents to learn from losing
Most agent setups make the same mistake twice — or twenty times. The most valuable thing I built into the dojo wasn't a skill. It was a loop that turns every correction into a rule the agent can't forget.
I Built a Full SaaS App in One Session with GitHub Copilot: Here's What Happened
How I transformed a Next.js landing page into a full serverless SaaS with Document Intelligence and Chat Your Data — in a single Copilot session.
Claude vs GPT in the Enterprise: An Honest Comparison from the Field
A practitioner's honest comparison of Claude and GPT models in enterprise settings — strengths, trade-offs, and when to use which.
Azure AI Foundry in Production: Patterns That Actually Work
Practical patterns for deploying AI models in production using Azure AI Foundry — from model selection to cost optimization.
AI-Native Delivery: Why Traditional Software Delivery Fails with AI Agents
Agile, Scrum, and waterfall weren't designed for AI-assisted development. We need an AI-native delivery methodology.
The Copilot Agents Dojo: A Behavioral Governance Framework for AI Coding Agents
Most organisations let AI agents loose with prompts and hope for the best. That's not an operating model — that's a risk. The Dojo changes that.
Stop Prompting, Start Architecting: Governing AI Agents at Scale
If your AI coding strategy still relies on prompts, you're leaving leverage on the table. Here's how top teams govern AI agent behavior at the repo level.