01 / RESEARCH

Questions first.
Possibilities next.

Our research connects intelligent software with purposeful action and the physical world. We explore across disciplines, rather than treating them as separate destinations.

AREAS OF EXPLORATION
01
REASONING / ADAPTATION

AI systems

Exploring how intelligent systems can reason, adapt, and work together. From modular architectures to more efficient ways of learning.

02
PLANNING / INTERACTION

Autonomous agents

Investigating systems that turn understanding into action. Planning, tool use, and collaboration across changing environments.

03
PERCEPTION / EMBODIMENT

Robotics

Studying the connection between intelligence and the physical world. Perception, embodied learning, and meaningful interaction.

04
APPLICATION / EXPERIENCE

AI apps

Exploring how AI becomes useful in everyday software. Building and studying applications, interfaces, and experiences that connect research with real needs.

SELECTED PUBLICATIONOPEN TO READ
JANUARY 2026IRE JOURNALS · VOL. 9, ISSUE 7

MRT: Modular Reinforced Transformers — A Scalable Architecture for Ultra-Fast, Domain-Accurate LLM Systems

A modular architecture combining domain-specialist language models, routing, and adaptive reasoning. The paper describes the system design, training approach, and evaluation methodology.

Sourav Bera · Toil Labs