
Free Lesson
Your Platform Should Fix Itself by Now
30 min
Dec 18, 2025 2:00 PM
What you'll learn
Why Self-Service Hit a Ceiling?
Discover why 80% of platform teams plateau after basic automation—and the 3 architectural patterns that unlock self-heal
The Anatomy of an AI-Powered Platform
See exactly how AI agents, knowledge systems, and feedback loops fit into real platform architectures—without requiring
One Workflow You Can Automate Before the New Year
Walk away with a concrete blueprint for adding intelligence to one developer workflow—incident diagnosis, deployment dec
Why this topic matters
You built self-service. Developers can provision resources without tickets. So why are you still drowning in Slack questions, runbook execution, and "it's broken again" alerts?
Because self-service was step one. The platforms winning today don't just serve developers—they anticipate what developers need, diagnose problems before humans notice. Get started on how to fix this.
You'll learn from

Ajay Chankramath
Author of Effective Platform Engineering
Previously at