Project studio: build a knowledge base your AI can trust
Status: beginner project pathway, checked 17 August 2026.
Choose a subject, research reliable sources, create a small Open Knowledge Format (OKF) bundle, test it, connect it to an artificial intelligence (AI) assistant and build a personal learning interface. You do not need prior knowledge of coding or linked data. Allow 8 to 18 hours for a first project.
Keep the project record beside your files so you can stop, resume and explain your decisions.
What you will produce
- a project brief and 5 to 15 questions;
- a source ledger covering authority, rights, privacy and freshness;
- 15 to 60 concepts with stable identities and evidenced relationships;
- a validated OKF bundle that people and software can inspect;
- an evaluation comparing expected and observed AI answers; and
- an accessible learning app tested by somebody new to the subject.
The learning rhythm
Every stage repeats five moves: explain one useful idea, inspect a worked example, do one bounded task, check it exactly, then retrieve and reflect without notes. A completed checkpoint is better than many half-read chapters.
| Stage | Main decision | Evidence you keep |
|---|---|---|
| 1. Choose | What small subject and audience will you serve? | Project brief |
| 2. Question | What must the bundle and app answer? | Questions and user stories |
| 3. Research | Which sources may you trust and use? | Source ledger |
| 4. Model | What things and links need identities? | Concept and relationship map |
| 5. Build | Does the authored bundle pass its rules? | Validated candidate |
| 6. Explore | Can people and machines navigate the evidence? | Journey receipt |
| 7. Ground | Does bounded context improve held-back answers? | Evaluation scorecard |
| 8. Create | Does your interface help a new learner? | Tested app and release decision |
Safety boundary
Keep private material local unless you have a lawful, informed reason to share it. Never place passwords, API keys or access tokens in a bundle. A source can be accessible without being authoritative, licensed for reuse or safe to send to an AI. Record these as separate decisions.
An OKF bundle supports discovery, explanation and grounded retrieval. It does not replace an operational database, statutory register, source API, calculation engine, access-control system or professional judgement.
Use the beginner reference guide when a concept is unfamiliar and existing bundles as worked examples.
Next: choose a subject.