Bigger is costlier.
Running very large general models for narrow, repeated work is expensive. Small models trained for one job can match larger ones on that job (sources on Technology).
ai021 · NanoSI: Structured Intelligence
Engineering intelligence you can verify.
NanoSI organises what an organisation knows so every fact has an address you can check. The tesseract is how we picture an address for every fact.
Scale doesn't buy trust
Black boxes can't be audited.
If a model can't show where an answer came from, compliance review becomes guesswork.
Mission
ai021 builds AI you can verify. Our small models answer from organized, source-linked knowledge, so every answer can be traced back and checked.
Vision
A world where trusting AI means checking it, because every fact it uses has an address you can look up.
The tesseract idea
Why a tesseract?
Every fact has an address you can check. The tesseract is how we picture an address for every fact.
- Traceable: every answer has a path back to a source.
How we measure
We write the test before we build the model.
Dr. Zafrullah Khan, Founder & CEO, ai021
Author of Train Your Own LLM
“I teach how today's LLMs work. NanoSI is what I'm building next.”
Train Your Own LLM
20 chapters in five parts, 636 pages, on how language models work, and how to fine-tune and build one.
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