// RESEARCH

Advancing the science of AI.

Our research spans efficient architectures, data systems, sustainability, and the societal impact of AI. Everything we build starts here.

// RESEARCH AREAS

What we work on

  • 01

    Efficient Architectures

    Sparse mixture-of-experts, routing strategies, and model designs that maximise capability per parameter. We build models that do more with less compute.

    Sparse MoE designToken routingSpeculative decodingQuantization-aware training
  • 02

    Large-Scale Data

    Curation pipelines for high-quality multilingual corpora. From web crawls to synthetic generation, we build the datasets that train frontier models.

    Data filtering & dedupSynthetic data generationIndic language corporaCode & math datasets
  • 03

    Energy & Environment

    Sustainable AI research. We measure and minimise the carbon footprint of training runs, optimise power usage, and design for efficiency.

    Carbon-aware schedulingPower-efficient inferenceCooling optimisationGreen compute metrics
  • 04

    Future of Work

    How AI changes knowledge work. We study human-AI collaboration, skill augmentation, and the economic impact of automation in Indian contexts.

    Human-AI teamingSkill augmentationLabour market analysisProductivity measurement
  • 05

    AI Ethics

    Responsible AI from training to deployment. Bias detection, fairness constraints, privacy preservation, and governance frameworks for high-stakes use.

    Bias & fairnessPrivacy-preserving MLExplainabilityGovernance frameworks

Join our research team

We're hiring researchers across ML, systems, and applied AI.