Blog
Thoughts on educational accelerationism, AI-native tutoring, and the future of human learning.
Uncertain Systems Data Provider Verification Process
At Uncertain Systems, we take trust and quality extremely seriously especially when it comes to Data Providers (DPs) who will supply critical data to power the GHC dataset.
Understanding the Uncertainty Systems Data Provider Program
At Uncertainty Systems, we're building the highest-quality, fully attributable dataset for AI through the GHC dataset. A key piece of that vision is the Data Provider Program.
Blockchain Proofs for Agentic Tutoring at OpenLesson
I'm building OpenLesson.academy — a system where your personal AI agent becomes your full-time tutor using real Think-Aloud pedagogy.
The Future of Agentic Learning Companions
Imagine waking up to an AI companion that already knows what motivates you, quietly tracks your real progress, and turns learning into something that feels natural.
The Think-Aloud Foundation of OpenLesson.academy
In today's world of endless online courses, videos, and AI tools, most platforms still follow the same basic model: deliver information, test recall, and move on.
Raw Brains
Thinking is messy. Even the smartest people in the world sound uncertain, backtrack, get stuck, laugh at their own dumb ideas, and occasionally have genuine breakthroughs.
Uncertain Systems – Education Accelerationism Ecosystem
Uncertain Systems is an open-source ecosystem dedicated to education accelerationism. Our mission is to create tools that enable genuine, transparent co-evolution between humans and AI.