Research

Bridging the gap between research and reality.

Frontier research directly informs the production systems we ship. We read the papers, prototype the approach, and benchmark it on your data — so the latest methods actually reach your product.

Active Research Areas

What we're working on

Computer Vision

  • Real-time pose estimation & on-device deployment
  • Sports biomechanics analysis from video
  • Medical imaging — X-ray, MRI interpretation assistance
  • Object detection for manufacturing quality control

Language & Reasoning

  • Domain-adaptive RAG for low-resource domains
  • Citation-grounded decoding for hallucination-free AI
  • Multi-step reasoning in agentic workflows
  • Clinical NLP and medical document understanding

Efficient AI

  • Model quantization — INT8/INT4 with minimal accuracy loss
  • Knowledge distillation for edge deployment
  • On-device inference optimization (CoreML, TFLite, ONNX)
  • Neural architecture search for resource-constrained hardware

Embodied AI

  • Voice AI agents for real-world task execution
  • Multimodal perception for physical therapy robotics
  • Sensor fusion for human movement understanding
  • Feedback-loop systems for interactive coaching

Our Approach

How we turn research into product

We're an early-stage team — so instead of publishing papers, we put frontier research to work in the systems we ship. We read the literature, prototype the approach, and benchmark it against your real data.

01

Read & track the frontier

We stay current with the latest models and methods across CV, speech, LLMs, and efficient AI — and pick what actually fits the problem.

02

Prototype fast

We reproduce the promising approach on your data quickly, validating feasibility before committing to a full build.

03

Benchmark honestly

Accuracy, latency, and cost on real samples — we measure against your constraints, not a leaderboard.

04

Ship to production

Quantization, edge deployment, and guardrails are built in from day one, so the research result survives contact with reality.

Interested in collaborating?

We partner with universities and research labs on applied AI problems. Let's push the boundaries together.

Get in Touch