Insights

Published. Shipped.On the record.

The research we publish at ICLR, NeurIPS, USENIX and ACM, and the production systems we ship and keep running.

GridwiseGig economy · Agentic AI

Zero PII leaks.

Across all tested queries in the ~100-worker MVP.

A PII-safe natural-language data assistant

  • LangGraph
  • BigQuery
  • Vertex AI
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LaunchpadManufacturing · QA

Efficiency up 20%.

Cost down 5%, defect rate down 2-3%.

Real-time computer-vision inspection at the edge

  • NVIDIA Jetson
  • Defect detection
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Vehicle ValuationAutomotive · Predictive analytics

200K+ repriced, every cycle.

Across three vehicle markets, weekly and monthly.

Anchored neural forecasting across three vehicle markets

  • Time-Series ML
  • Databricks
  • MLOps
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Property IQReal estate · PropTech

100% personalized.

Every listing in the portfolio, generated on demand.

Generative personalization for property discovery

  • Generative AI
  • NLP
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Agot AIComputer vision

Identity held, frame to frame.

Cleaner tracks that hold up under dense, real-world motion.

Advancing multi-object tracking with computer vision

  • PyTorch
  • IDF1 · MOTA
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Data SleekSustainability · GreenTech

Conservation at the core.

Recommendations built for water-efficient landscapes and rain gardens.

A warehouse-native recommendation engine

  • Snowflake
  • Rain gardens
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Procedure Change DetectionAutomotive · Document intelligence

25,000+ changes, each traced to its step.

Fewer than 3% of pairs need a domain expert.

Finding the revisions that actually change the repair

  • LLMs
  • Databricks
  • MLflow
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Broadcast Football AnalyticsSports · Computer vision

28 stats per team, straight off the TV feed.

Every player in shot placed on a to-scale map of the pitch.

Turning a TV broadcast into tactical match data

  • Computer Vision
  • Object Tracking
  • Sports Analytics
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Have a problem worth publishing?

If it's hard enough to end up in this record, it's the kind of work we want. Tell us what to build, and we'll show ours.