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Robotics Farmhand AI
Autonomous rover that monitors livestock, tracks anomalies, and captures agronomy data with onboard computer vision.
Computer VisionRoboticsEdge AI
AI Systems Engineer
AI Projects & Solutions
I design and deploy AI that thrives in the real world—where bandwidth is scarce, safety matters, and operations teams need explainable telemetry.
Safety & Mobility
Wildfire, utilities, micromobility
Stack
YOLOv8 · TensorRT · Jetson · WebRTC
Focus Areas
Computer Vision · Sensor Fusion · Accessibility
Engagements
Rapid prototyping → Enterprise rollouts
Featured AI Projects
Edge AI drone detection platform
Dronevade
Custom YOLOv8 models optimized for Jetson and Raspberry Pi deployments
RF + thermal sensor fusion with automated threat scoring
Operator dashboard streaming proactive alerts to SOC tooling
Dronevade is an in-progress platform that couples custom computer vision, RF sensing, and thermal imaging to help wildfire, utilities, and public safety teams detect unauthorized drones in real time.
< 120 ms
Latency
98.4%
Detection Accuracy
Jetson / Raspberry Pi
Edge Targets
Edge-ready pipelines
Quantized models, remote updates, observability hooks
Pilot-ready
Site surveys and demo deployments underway with wildfire agencies
Secure architecture
Air-gapped inference + encrypted telemetry
Bi
Mobility Safety BicycleRadar
Predictive safety radar that blends sensor fusion with ML to warn cyclists about vehicles, near misses, and hazardous routes.
Sensor FusionPredictive MLEdge AI
Li
Accessibility LiveCaptionsXR
Spatial captions for XR platforms that keep deaf and hard-of-hearing users inside the conversation in virtual spaces.
XRReal-time AudioAccessibility
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Fire Safety HeatCompass
Thermal anomaly detection that helps wildfire crews and utilities identify hotspots before ignition or equipment failure.
Thermal VisionAnomaly DetectionEdge AI
Delivery Approach
Clear phases keep AI work grounded in measurable outcomes while giving product, engineering, and operations teams full visibility into progress.
Discover & Scope
Feed user interviews, field studies, and feasibility prototypes into a concise technical charter and ROI model.
- Problem framing workshops
- Success metrics + instrumentation plan
- Data + hardware audit
Build & Validate
Ship iterative releases that pair robust ML pipelines with test harnesses, telemetry, and stakeholder demos.
- Model + pipeline development
- Edge deployment automation
- Hardware-in-the-loop testing
Launch & Scale
Operationalize the solution with playbooks, alerting, and continuous feedback loops to keep accuracy high post-launch.
- MLOps runbooks
- Performance dashboards
- Team onboarding + documentation
AI Engineering Expertise
CV
Computer Vision
Real-time detection, tracking, and geospatial analytics for mission-critical video.
ML
Machine Learning
Model prototyping, MLOps pipelines, and predictive systems aligned to business outcomes.
EDGE
Edge AI
Deployments on Jetson, Raspberry Pi, and embedded hardware with low-latency inference.