Edge AI & Vision Systems
Jetson Nano / Orin Nano vision AI, image sensor boards, IP camera integration, inference deployment, and edge-to-server AI workflows.
R&D Consulting · Embedded Systems · Edge AI
40 years across electronics, firmware, networks, servers, IoT, Edge AI, and blockchain infrastructure.
I help startups, SMEs, and sales-led companies turn difficult technical bottlenecks into working systems.
Core Capabilities
Jetson Nano / Orin Nano vision AI, image sensor boards, IP camera integration, inference deployment, and edge-to-server AI workflows.
Digital circuits, STM32 development, 8051/Motorola-era firmware depth, ARM/MIPS cross-compilation, embedded Linux, OpenWrt, and C/Python development.
Wi-Fi HaLow, PoE PD, LAN/WAN, routers, switches, VPN, VoIP/SIP, DSL, AMI maintenance, and field network troubleshooting.
Python backend work, web services, app/web app delivery, server operations, large-scale service development, and practical recovery of stalled software projects.
Blockchain and cryptocurrency research since 2016, Ethereum mining server assembly and operation, network setup, and 100kWh-class facility management experience.
R&D planning, new business evaluation, FAE-style technical support, vendor/customer problem translation, and engineering outsourcing direction for non-technical teams.
Problem-Solution Mapping
I break the system into interfaces, data paths, power, firmware, device drivers, inference workload, and server communication so the prototype can become a field-ready product.
I help define what must be built, what can be outsourced, which risks must be controlled internally, and how to judge whether vendors are actually solving the engineering problem.
I investigate at the physical, data-link, network, protocol, firmware, and server layers using practical debugging discipline from decades of communication systems work.
I bridge old and new systems: digital circuits, ASIC/FPGA-era thinking, embedded C, Linux, Python, AI-assisted coding, and modern deployment practices.
Technology Stack / Expertise
NVIDIA Jetson, Jetson Linux, Jetson Nano, Jetson Orin Nano, IP cameras, IMX335, IMX415, IMX678, sensor boards, Edge AI inference.
STM32CubeIDE, Python, C, firmware, digital circuit design, ARM, MIPS, cross-compilation, PSpice, OrCAD, Altium, PADS, VHDL, FPGA, ASIC verification.
OpenWrt, Wi-Fi HaLow, IEEE 802.3bt PoE, VPN, LAN/WAN, Layer 2 switches, routers, DSL, AMI, ZigBee IoT, SIP/VoIP.
Credibility
Contact
Best fit: R&D consulting, prototype recovery, technical outsourcing direction, embedded/AIoT development, and technical due diligence for companies that need execution clarity.