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Uncertain SystemsUncertain Systems
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HARD-DOMAIN LEARNING

We author and run hard-domain learning experiences where experts are scarce.

Frontier topics don't fail because people lack curiosity. They fail because the people who can teach them won't build the course.

Frontier topics are not learned by dumping slides in front of an audience. They need a different approach: an active search that shrinks what you don't know, instead of a lecture you sit through. We author and run them that way.

Scope a program embed or on-site trainingdaniel@uncertain.systems
WHAT YOU GET

Curriculum, workspace, proof, and a live layer.

  • 01

    Authored curriculum

    Expert-grade assets (we adapt to your specific needs).

  • 02

    Unsys workspace

    Course-seeded Learning Harness. Learners keep lifetime access and can grow it past the course.

  • 03

    Optional skill validation

    Knowledge Verification: proof from real work, not cheatable exams.

  • 04

    Optional live layer

    Mentors, intensive / on-site training, hardware labs.

TWO WAYS TO RUN IT

Program embed or on-site training.

Program embeds and on-site training use the same curriculum and workspace.

  • PROGRAM EMBED

    Program embed

    We author hard modules for institutes and workforce programs. Every student gets an Unsys workspace scoped to the course, theirs for life.

  • ON-SITE

    On-site training / intensive

    Sometimes async and online is a no-go. We learn by interacting with the real world.

INSIDE THE EXPERIENCE

Learning Harness, Knowledge Verification, Custom Knowledge Mapping.

Blueprint sketch of an open gridded notebook, a compass, and a stack of volumes

FOR HUMANS

Learning Harness

A harness designed to help you learn in the age of AI. It steers your learning process so you can use tools like AI to outsource certain parts of the work without accidentally outsourcing the learning itself.

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Blueprint sketch of laboratory bottles with blank plates and red seals

FOR ENTERPRISE

Knowledge Verification

Verify Human Knowledge without traditional tests and exams. Results cannot be cheated or faked — uncheatable proof from genuine work.

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Blueprint sketch of topographic sheets, an amber route, a magnifier, and a compass

MAPPING

Custom Knowledge Mapping

We use this tech to see where a target audience actually is. Knowledge, mapped.

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CASE STUDIES

Case Studies, Existing Projects & Clients.

  • Researchers collaborating over a laptop in a lab

    WISER

    Specialized course authoring for WISER

    Slides + videos + Capstone + Notebooks + lifetime access to our Unsys workspaces for students.

    thewiser.org
  • Extropic thermodynamic computing chips from the ETH Zürich hackathon

    ETH ZÜRICH

    First Extropic Thermocomputing Hackathon in Europe

    Run by us at ETH Zürich.

    ETH Zürich

CONTACT

Scope a program embed or on-site training.

daniel@uncertain.systems
Uncertain SystemsUncertain Systems

Hard-domain learning experiences where experts are scarce.

Product

  • Learning Harness
  • Knowledge Verification
  • Harness pricing
  • Verification pricing
  • Authoring pricing
  • Vision
  • Science
  • Proof-of-Work API

Workspace

  • Create workspace
  • Agent skill file

Resources

  • GitHub
  • Support this Project

Legal

  • Privacy
  • Terms
  • Cookies
  • Legal Notice
@uncertainsysdaniel@uncertain.systems

© 2026 Uncertain Systems (Daniel Colomer). All rights reserved.

Building the open stack for educational technology