Building the machinery behind intelligence.

Siri Core Modeling

Post-training loops, agentic execution, red-teaming, meta-prompting self-improvement, and the eval regimes that decide what ships to a billion devices.

Agentic Reasoning & Planning

Tool retrieval and the synthetic-data loops that became Apple Intelligence. Forecasting that smooths every iOS update; predictive display control that fires on every Always-On Display screen lock.

CoreOS

Privacy-preserving on-device ML that runs every time an iPhone charges. Background scheduling that unlocked ProRes video on iPhone 13 Pro and Pro Max.

Tencent Holdings Ltd.

Unity editor tools for titles with 2M+ DAU.

HKU

Four labs in two years: legal-AI for criminal sentencing, VR cities for navigation cognition, persistent-memory systems, Bayesian sleep models.

J.P. Morgan

Monitoring infra and an LSTM alerting model for predictive alerts.

CLP Power Hong Kong

ARIMAX over three years of grid data. Cable-fault anomaly detection across 14 districts. Dashboards 2,400 field engineers actually opened.