Thinking in
Systems & Context
In-depth explorations of enterprise context management, AI-powered workflows, and the engineering patterns that make complex software actually work. Written by practitioners, not theorists.
Enterprise Change Management with AI: A Practical Guide
AI doesn't just automate change management workflows — it fundamentally changes what's possible. From predictive risk scoring to automated impact analysis, here's how to build an AI-powered change management practice.
Requirements Management Without the Spreadsheet Hell
Requirements scattered across emails, docs, and spreadsheets are the root cause of failed projects. Here's how to build a requirements management system with traceability, versioning, and AI-powered gap analysis.
Building a Change Request Database That Actually Works
Most change request systems are glorified spreadsheets. Here's how to build one with structured lifecycles, approval workflows, impact analysis, and AI-powered context — so changes stop falling through the cracks.