Sensor-to-Insight Specialist · Two-Time Entrepreneur
Predictive Maintenance for Humans
Twenty years transforming raw sensor signals into actionable intelligence — from 300,000+ industrial machines to the quiet rhythms of human physiology.
Blog posts, knowledge cards, and open-source activity — continuously updated.
Started with remote sensing satellites under China's 863 Program. Then spent two decades building predictive models for 300,000+ machines across 20+ industries — detecting anomalies before they became failures. Now applying the same signal-to-insight pipeline to the most complex system of all: the human body.
MindRing combines galvanic skin response, heart rate variability, and voice signals with real-world events to close the loop: event → physiological response → cognitive interpretation. Not just a stress score, but a real-time operating system for mental wellness.
A rare composite: algorithm design, product strategy, supply chain, and go-to-market — in one person.
Weak signal extraction from noisy sensor streams. Spectral analysis, anomaly detection, trend prediction across industrial IoT and physiological data.
20+ production AI agents deployed. Multi-agent orchestration, tool-use pipelines, reasoning chains. Built the intelligence layer for PB-scale IoT platforms.
GSR/HRV biofeedback systems. Physiological state modeling. Stress detection, emotional arousal tracking, real-time intervention trigger design.
Led 1M+ user consumer product. Raised 10M+ RMB. Built supply chains for 100K-unit hardware. Full-stack operator: algorithm → product → market.
Four unique angles that set this work apart in the digital health landscape.
Proven model: 300K+ machines → human physiology. Same mathematics, different substrate. This isn't a metaphor — it's the exact same signal processing pipeline, tuned for heartbeats instead of bearings.
Remote sensing taught me to find patterns in chaos. GSR/HRV data is 90% noise — exactly what I've spent two decades filtering. Most digital health teams lack this core competency.
A social-graph-aware stress model that answers "who is stressing you" — not just "how stressed are you." One of the core innovations from MindRing's research phase.
Four roles, one person. Product development in the morning, manufacturer negotiation in the afternoon, market promotion in the evening. One OPC + 10 agents + 10 partners can serve global vertical markets.
From wearable biofeedback to fleet-scale machine intelligence — five projects that trace the arc from sensor to insight.
7×24 wrist-based relationship awareness coach — physiology, voice, cognition & dynamic personality
A wearable companion that fuses physiological sensing, voice cues, and cognitive recognition to map social stress triggers in real time. It tracks dynamic personality changes across contexts and answers "who is stressing you" — not just "how stressed are you." Original IP: Relational Trigger Map.
GSR/HRV · Voice · Cognitive Recognition · Dynamic Personality · Relational AI · Wearable7×24 wrist-based self-awareness coach
A wearable anxiety-intervention loop: physiological signal capture (HRV/PPG) → haptic interrupt → voice input → AI-CBT reframe. Built on polyvagal theory, CBT, and constructed emotion — not just a stress score, but a real-time operating system for the nervous system.
HRV/PPG · Haptic Interrupt · AI-CBT · Intervention DesignHome cat preventive health — an intelligent doctor
Applying the same predictive maintenance framework to companion animal health. Behavior pattern analysis, anomaly detection, and early warning — because pets can't tell you what's wrong.
Behavior Modeling · Anomaly Detection · Preventive Health300,000+ machines — real-time health management
Designed and deployed the predictive maintenance platform for one of the world's largest construction equipment fleets. PB-scale IoT data pipeline, anomaly detection at scale, and the mathematical foundation that later transferred to human physiology.
IoT Platform · Fleet Telematics · PB-Scale Data · 300K+ MachinesRemote sensing and spatial intelligence — where it all began
Early career foundation: satellite remote sensing under China's 863 Program. Developed the signal processing intuition for extracting weak patterns from noisy sensor streams — a skill that echoes through every subsequent project.
Remote Sensing · Spatial Analysis · 863 Program · GISRemote-from-China advisory and fractional roles — bringing sensor-to-insight expertise to global digital health teams.
Strategic guidance on signal processing architecture, biofeedback product design, and AI agent integration. Part-time, remote-first, high-leverage.
Algorithm or product leadership for digital health companies building physiological sensing platforms.
Time-bound research sprints: from feasibility study to working prototype in 6-12 weeks.
Co-development or IP licensing for the Relational Trigger Map and biofeedback scoring engine.