Context is not stored in a single location. It emerges from interactions between many tokens.
Autoregressive generation predicts token fragments, with attention links showing context behind each choice.
( Studio )Mumbai, UK
Blank Interfaces designs and builds websites and products for the people who use them and the agents that read them. You bring us in when both have to work.
( Team )
Led by Aryan Kathawale in Mumbai and Hitendra Kawale in the UK, we design the interface, build the system under it, and wire in the AI. You work with both of us.
Aryan KathawaleEngineer, designer, Mumbai
- Backend and platform, 4+ years
- Edge, cloud and on-device systems
- Interfaces and the code under them
Hitendra KawaleAI engineer, United Kingdom
- LLM systems and RAG pipelines
- 3D vision tools
- MSc Artificial Intelligence, University of Surrey
( Practice )
01Websites
We design the site, build it and launch it, so nothing is lost between the design file and the deploy.
02Products
We design the interface and build the backend and infrastructure under it, for production.
03AI and answer engines
We add LLM features and retrieval to the product, and write pages a model can quote without guessing.

DesignEngineeringAnswer enginesVisualgateways
