Staging environment
Ajay Chankramath
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

Ajay Chankramath

Author of Effective Platform Engineering

Previously at

Thoughtworks
Brillio
Oracle
Xilinx
Broadridge
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