Process flowchart showing visibility, training, routing, guardrails, and optimization stages

Building an AI Operating Model: A Practical Framework

Move beyond casual AI adoption. Here is a practical framework for model routing, prompt discipline, agent governance, and ROI measurement that engineering leaders can implement today.

June 5, 2026 · 11 min · Aben Samuel
AI Credits usage at 100% - Copilot budget management dashboard

The AI Governance Problem: Why Casual Model Usage No Longer Works

GitHub’s June 1 billing change reveals a critical governance gap: casual AI adoption is no longer sustainable. Engineering leaders need to understand the real risks.

June 5, 2026 · 9 min · Aben Samuel
Spec-Driven Development and AI coordination

The Concurrency Paradox: Solving the Parallel Development Bottleneck in the Age of AI

Why AI agents and faster coding speeds require stricter guardrails, and how Spec-Driven Development acts as traffic control for high-velocity teams.

February 2, 2026 · 4 min · Aben Samuel
Azure AI Foundry Local

Running Azure AI Foundry Locally: A Hands-on Guide

Explore how to run Azure AI models locally with Foundry Local—an on-device solution that prioritizes privacy, performance, and cost-efficiency.

May 21, 2025 · 3 min · Aben Samuel