AI RESEARCH / VRA SERIES · ACTIVE RESEARCH

Intelligence from first principles.

DVRA — DHAUL Vector Representation Architecture — researches and trains language models from first principles, beginning with the VRA series.

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DHAUL abstract project artworkDVRA / DHAUL

AI RESEARCH / VRA SERIES

What we're working on.

We start with small original models, run controlled experiments, study results, and improve through learning.

01 / FOCUS

Language models

Design and train small language-model systems from scratch.

02 / FOCUS

Tokenization and data

Study how text data is prepared, tokenized and presented to models.

03 / FOCUS

Training and evaluation

Examine checkpoints, training results and model behavior.

CURRENT STATUS — ACTIVE RESEARCHDVRA is an ongoing research effort. It is not a public AI service or downloadable consumer model.