Every documented system

AI-driven demand forecasting behind a confidence gate: an ensemble produces a probabilistic forecast per SKU-location-week, and only the predictions above a confidence threshold commit touchless — everything else routes to a human planner.

Supply chain / CPG · Demand forecasting · 6 min read

AI code comprehension, explanation, and review are in production at bank scale; autonomous COBOL-to-Java migration of core systems is still pilot-stage, gated by parallel-run validation against the original system.

Financial services · Legacy code modernization · Review/comprehension: continuous · full migration: multi-quarter pilot

Embedding search over 200M protein sequences, GPU-accelerated structure prediction, and diffusion-based docking replace a wet-lab search that would otherwise take roughly two centuries.

Life sciences · Scientific discovery · ~2 weeks per campaign (vs. ~200 years traditional search)

Multi-task email classification (importance, category, spam) behind one shared encoder, with a calibration layer that only automates the predictions it's confident about.

Productivity · Extraction & classification · p95 500ms · p99 <1s