Knowledge, learning, assessment, certification

Accelerating the reach of human knowledge

The name bitknowledge reflects both the binary roots of modern computing and the expanding landscape of knowledge made possible through these systems.

bitknowledge helps people turn hard-earned knowledge into guided learning, AI-supported assessment, expert review, and certificates backed by durable digital records.

The knowledge comes from people. AI helps it travel further.

Discuss training needs View inscriptions

Human expertise Guided learning Durable records

What we offer

A platform for turning hard-earned knowledge into learning and certification

Many people spend years developing deep knowledge through work, craft, study, service, experimentation, teaching, parenting, building, fixing, designing, caring, organising, competing, researching, making, or solving difficult real-world problems.

Much of that knowledge never becomes a course, book, qualification, or institution. It remains locked inside one person's experience.

bitknowledge exists to help turn that hard-earned knowledge into something other people can learn from, practise with, be assessed against, and receive certification for.

What this means

bitknowledge is for useful human knowledge. The platform is designed to help knowledge travel from expert to learner.
Experts can come from many backgrounds. Formal qualifications matter, but deep practical experience matters too.
Knowledge can take many forms. It may be technical, practical, artistic, professional, cultural, scientific, ethical, operational, or historical.
The aim is real capability. Learners should understand more, do better, avoid mistakes, build skill, and make wiser decisions.

What the platform supports

Guided learning built from an expert's knowledge.
AI-supported assessment with human oversight.
Expert review where judgement and correction matter.
Certification and durable records tied to evidence of real capability.

What kind of knowledge belongs here?

Any hard-earned knowledge that another person could use

Any hard-earned knowledge that another person could use to understand more, do better, avoid mistakes, build skill, or make wiser decisions.

Knowledge area

Engineering and technical practice

Under development.

Knowledge area

Computing and digital systems

Under development.

Knowledge area

AI and automation

Under development.

Knowledge area

Craft, repair, and making

Under development.

Knowledge area

Business, operations, and management

Under development.

Knowledge area

Care, education, and human development

Under development.

Knowledge area

Art, design, music, and creative practice

Under development.

Knowledge area

Law, governance, and civic knowledge

Under development.

Knowledge area

Science, research, and critical thinking

Under development.

Knowledge area

Security, resilience, and preparedness

Under development.

Knowledge area

Philosophy, ethics, and judgement

Under development.

Knowledge area

Local, historical, and cultural knowledge

Under development.

Knowledge area

Specialist personal expertise

Under development.

How it works

From expert knowledge to learning, assessment, and durable records

Expert knowledge is captured

A person with real knowledge, skill, or experience works with bitknowledge to define what they know, what matters, what mistakes learners make, and what competent performance looks like.

A bitknowledge model is created

That knowledge is organised into a learning system. Depending on the case, this may use retrieval-augmented generation, fine-tuning, structured prompts, examples, documents, interviews, demonstrations, exercises, or assessment criteria.

Learners use the model

Learners ask questions, practise, receive feedback, test their understanding, and develop capability through guided interaction.

The expert adds judgement

The subject matter expert can review the learner's progress, add personal input, correct misunderstandings, and judge whether the learner has reached the required standard.

Assessment is performed

AI can support first-pass assessment, questioning, marking, and evidence gathering. Final authority remains with the expert or responsible organisation.

Certification is awarded

The certificate is awarded in the name of the expert, organisation, or bitknowledge pathway, depending on the arrangement.

The record is preserved

Certificates, learning evidence, and related records can eventually be stored using IPFS, supporting durable records of achievement.

For subject matter experts

Knowledge that should travel further

If you have spent years developing useful knowledge, bitknowledge can help you turn that knowledge into a learning and assessment pathway. You do not need to be a conventional academic expert. You may be a practitioner, craftsperson, engineer, artist, carer, teacher, operator, builder, organiser, researcher, local historian, founder, technician, or someone who has spent a long time solving a particular class of problem.

The question is simple: have you learned something that would help other people understand more, do better, avoid mistakes, build skill, or make wiser decisions?

If so, your knowledge may be a candidate for a bitknowledge pathway.

For learners

Interactive and demanding by design

Learners use a bitknowledge model to explore the expert's knowledge, ask questions, practise, test understanding, and build evidence of capability. The process is designed to be interactive and demanding. The aim is not passive content consumption, but real development of understanding.

Assessment and certification

AI supports the process. Human judgement sets the standard.

AI can help question, probe, mark, compare evidence against criteria, and identify gaps in understanding. But certification should not be treated as a purely automatic process.

The final standard is human-led. The subject matter expert, trainer, or responsible organisation decides what counts as sufficient evidence of capability.

Where appropriate, bitknowledge certificates and supporting records can be stored using IPFS, creating a more durable record of achievement.

Inscriptions and durable records

A separate area of archival and records work

Bitknowledge is exploring archival and durable digital record systems for preserving certificates, project evidence, learning milestones, records of achievement, and other meaningful information.

This work complements the wider training mission, but also stands as a separate area of records management and archival development.

Explore inscriptions

Why records matter

The relationship between expert, model, learner, assessment, certificate, and IPFS record needs to stay clear. The expert provides the knowledge, the model supports learning, assessment produces evidence, certification recognises the standard reached, and durable records help preserve the result.

About

Message from the founder

The name bitknowledge reflects both the binary roots of modern computing and the expanding landscape of knowledge made possible through these systems.

Human beings accumulate knowledge through study, work, craft, care, experiment, failure, practice, and long experience. Much of that knowledge is hard-earned. Much of it is useful. Much of it is never fully written down, taught, preserved, assessed, or passed on.

As computing power and artificial intelligence develop, we now have a new opportunity: to help human expertise travel further.

The purpose of bitknowledge is to help people turn useful knowledge into guided learning, practical assessment, certification, and durable records. AI can help organise knowledge, explain it, test understanding, generate practice, and support first-pass assessment. But the knowledge begins with people, and human judgement remains central.

The mission of bitknowledge is to expand the reach and power of human knowledge by helping experts teach, learners understand, and communities preserve evidence of real capability.

Tom Jackson, 2026

Contact

Start the conversation.

Tell us what learners need to be able to do, who the knowledge is for, and what level they are starting from.

View inscriptions Back to top