HEALTHCARE AND LIFE SCIENCES
We are working on one project in healthcare with a partner. The project is confidential. Patients, processes and instruments change over time. Most software measures them against a population or a specification. Learning each one on its own is the kind of task we work on.
In progress
We are working on one project in healthcare with a partner.
Learning task
Learning each patient’s own patterns from monitoring data, one instance per patient.
Learning task
Tracking changes in movement signals over time, per individual.
Learning task
Tracking changes in recurring process signals, one instance per process.
Learning task
Following how an instrument’s behaviour changes over time, one instance per instrument.
Open
We work with a select few companies per industry. A project in this field starts with a retrospective on historical data, before anything runs live.
Talk to usRESEARCH
Each card shows its status and where it comes from.
Deployed
Market Edge has forecast day-ahead electricity prices continuously in production since April 2026. It learns while operating, currently ingesting 83 parallel input streams. Battery storage operators and energy traders use its forecasts to plan their operations.
Backtested
Historical backtest, Market Edge: 14 percent higher cumulative trading P&L than the TabPFN baseline across 2,097 days in the German-Luxembourg power market. The advantage concentrates in regime shifts. A backtest result, not live trading returns.
Demonstrated
In a simulated stock market, an instance acted and learned what its actions cost: over 2,177 trades it recovered a hidden 25 percent tax schedule from the consequences of its own trades, with no reward function, and recovered it again each time the rule changed.
Agreed
We are working on a production-planning use case with a production-planning software company.
