Mula AI · Sovereign AI from India · In development
A small model.
Deep local understanding.
Mula AI is our own AI model: much smaller than a foundation model and built in a very different way. It is designed to understand local places through spatial perception, and to work within those environments.
What makes it different
Built for places,
not just prompts.
A compact model of our own, much smaller than a foundation model and built in a very different way.
Designed to understand local places through spatial perception: where things are, how they relate and how they change.
Built to work inside the environments it understands, supporting NILAM, MULA SIM and RASA. Integration is work in progress.
Our own AI, being built in India, in an unusual way.
How it behaves
Context, uncertainty
and human judgment.
Keep identities, observations and their setting connected.
Make missing information and the limits of evidence visible.
Help people examine the basis for a decision while keeping responsibility explicit.
Research
Findings
from the work.
We tested 14 official Indian agricultural data sources for a South India observatory. Only two survived as reliable facts, and that shaped how Mula AI separates knowing from guessing.
By Arun Balaji ·
Operator & partner enquiry
Bring one operation into focus.
Tell us what you manage and where visibility breaks down.
Start by email
A product. A field question.
A research collaboration.
Tell us about your operation, the project you’re interested in and your next step.
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