Enigma Labs builds frameworks and tools for an AI-saturated world — where the question isn't how to stop AI, but how to design for what it can't replace.
"AI didn't create bad assignments.
It revealed them."
The Proof of Work Framework is a five-module K–12 professional development system built for the AI era. It gives educators precise tools to diagnose their assignments, redesign for visible thinking, and build assessment systems that AI cannot shortcut.
The problem isn't that students are using AI. The problem is we're still assigning work that AI can do better than they can. POW changes the question — and the design.
Task Autopsy is the opening activity of Module 1. Teachers map their own assignments using a two-column diagnostic — Thinking Required vs. Compliance Features — to identify exactly where AI can bypass learning and where cognition is invisible.
45-min Conference Session · Make & Take · K–12 Any Content Area
Automated ESSA evidence classification — so you spend time on decisions, not paperwork.
Agent Scholar is an AI-powered ESSA Evidence Tier Classification System built for EdTech credentialing programs. It automatically reads submitted research studies and classifies them into the correct ESSA evidence tier — with confidence scores, detailed reasoning, and flags for human review. A human is always in the loop.
EdTech vendors submit research. Agent Scholar does the analysis. Your team makes the credentialing decision — faster, more consistently, and with a documented audit trail.
Ken Thompson has spent his career at the intersection of technology and learning — not as an observer, but as a practitioner who builds things.
The Proof of Work Framework didn't come from a think tank. It came from years inside K–12 education — teaching, advising, directing — and a genuine reckoning with what AI actually changes about how we design for learning. That teaching background never left. It shows up in everything Enigma Labs builds.
Enigma Labs builds what the field actually needs — not what sounds good at a conference.
Whether you're a district looking to bring POW to your professional development, or an EdTech vendor interested in Agent Scholar — reach out.