Eoin Jordan

At a glance

Window: Last 12 months (Jun 2025 – May 2026) · auto-updated

About↗

I research and educate about edge-intelligent systems at the intersection of automation, IoT, and machine learning. I combine research, past experience, and hands-on work to explain how these systems operate in real-world environments. My focus is on systems that actually run in practice — particularly where modern AI tooling must integrate with legacy infrastructure and platforms — and how memory, latency, reliability, deployment, and maintainability shape system design across industrial, automotive, and embedded contexts. I work with a learn-by-doing approach: breaking systems, rebuilding them, then reading deeply to explain why they behave the way they do. Outside software I'm a hands-on automotive mechanic and driving enthusiast (Nürburgring, Mondello Park, Spa-Francorchamps), and I mentor with CoderDojo and Junior Achievement Ireland.

Experience↗

Top LinkedIn posts (last 365 days)↗

Open-source work↗

• eoinjordan/gb-studio-agent ★10 · TypeScript — Claude or other MCP Agentic integration for GB Studio Automated game asset creation and project management REST API endpoints for scenes, actors, assets, and validation End-to-end workflow with your MCP server
• eoinjordan/CarWhispering ★9 · Jupyter Notebook — Car Whispering: the AI Mechanic TinyML Audio Event Detection
• eoinjordan/pi-openclaw-mcp-stack ★1 · Jupyter Notebook —
• eoinjordan/eoinjordan.github.io ★0 · HTML —
• eoinjordan/irish-abc-companion-site ★0 · JavaScript — Public-ready Irish ABC companion site and Windows desktop app
• eoinjordan/arduino-edgeai-opencode-starter ★0 · Shell —

Selected writing (Edge Impulse blog)↗

• edge aiLessons Learned From Building an Agentic AI MCP Server for Edge ImpulseBy Eoin JordanFeb 10, 2026 (2026-02)
• edge aiUnlocking Hardware Acceleration for Android with Qualcomm QNNBy Eoin JordanJan 27, 2026 (2026-01)
• zephyrEdge Impulse × Zephyr: New West Extension CommandsBy Eoin JordanJan 6, 2026 (2026-01)
• edge aiAnnouncing the Edge Impulse Zephyr ModuleBy Eoin JordanOct 28, 2025 (2025-10)
• edge ai2D to 3D Conversion: Synthetic Asset Generation with Hunyuan-3D and Blender for Edge AI DatasetsBy Eoin JordanAug 28, 2025 (2025-08)
• edge aiNew Integration: Fully Labeled Synthetic Data for Manufacturing from Vision DatasetsBy Eoin JordanJul 30, 2025 (2025-07)

Hugging Face — eoinedge↗

PRO @eoinedge

• Irish-dialect LoRA fine-tuning of Qwen2.5 (irish-abc-qwen2-5-lora) with a ZeroGPU Space.
• Edge AI documentation LoRAs across Qwen2.5-Coder 0.5B / 1.5B / 7B for on-device assistance.
• Arduino + Edge AI combined Qwen LoRAs targeting low-power, on-device coding help.
• Public datasets for spark-plug classification and spark-plug anomaly detection (~3.2k rows combined).

Models

• eoinedge/edgeai-docs-qwen2.5-coder-0.5b-lora text-generation · ↓181
• eoinedge/edgeai-qwen2.5coder-1.5b-lora text-generation · ↓88
• eoinedge/irish-abc-qwen2-5-lora text-generation · ↓30
• eoinedge/arduino-edgeai-qwen-combined-0.5b-lora text-generation · ↓21
• eoinedge/arduino-qwen0.5-lora text-generation · ↓5
• eoinedge/EdgeAI-Docs-Qwen2.5-Coder-0.5B-Instruct text-generation · ↓1
• eoinedge/edgeai-qwen1.5-lora model
• eoinedge/EdgeAI-Docs-Qwen2.5-Coder-7B-Instruct text-generation

Datasets

• eoinedge/spark-plug-classification ↓24
• eoinedge/spark-plug-anomaly-detection ↓23 · ♥1

Spaces

• eoinedge/edgeimpulse docker

3D printing — Thingiverse↗

@eoinedge — 8 designs, 2 likes.

• Arduino Uno Q Arcade shield
• Edge Impulse and Golioth UnoQ collaboration case
• Arduino Nano BLE 33 Magic Wand Case (Edge Impulse MakerFair25 Rome)
• 120mm Solder Extraction Fan Shroud — Edge AI Demo (Nordic Thingy:91)
• Doubletap dive watch
• Edge Air Quality Monitor
• Sony Spresense case and mounting bracket
• Arduino Nicla Voice and Vision Wearable Case

Featured↗

• ResearchGate profile — Eoin Jordan
• INFINITECH H2020 — Technical Financial Innovation (TAHO chapter)
• FOSDEM 2022 — Car Whispering: the AI Mechanic
• Elektor — Arduino Opta PLC: Dual-System Industrial Hero
• IBM IoT Blog — Every helmsman's dilemma (RNLI Galway, Node-RED)
• IEEE — Edge-Intelligence-Enabled Smart Sensors

Projects↗

• Edge Impulse OBD Automotive Data Tutorial
• MLOps with Edge Impulse, Blues and Zephyr (webinar)
• Industrial PLC anomaly detection blog
• Industrial PLC anomaly detection webinar
• MLOps fundamentals course (Edge Impulse docs)
• doom-osm-godmode (OpenStreetMap → DOOM map builder)
• Minecraft Bedrock godmode agentic builder

Skills↗

Education↗

• National University of Ireland, Galway — MSc Software Engineering 2013 – 2014
• Regis University — MSc Software Engineering 2013 – 2014
• University of Galway / NUI Galway (INSIGHT Centre for Data Analytics) — Bachelor of Engineering

Certifications↗

• Zephyr Technical Contributor — The Zephyr Project 2026-01

Honors & awards↗

• Zephyr Project — Technical Contributor — The Zephyr Project (Linux Foundation) 2026
• Edge Impulse becomes an external module in the Zephyr Project — Co-authored with Francesco Varani 2026
• Featured in Harvard open-source TinyML book (3D-printed Edge AI cases) — Harvard / TinyML community 2025
• IEEE publication — Edge-Intelligence-Enabled Smart Sensors — IEEE 2025
• Elektor feature article — Arduino Opta PLC: Dual-System Industrial Hero — Elektor Magazine 2025
• Digital Maker Champion — Galway National Park City 2020
• 2nd Place — Climathon 2017 (Smarter Cities) — IBM (Wipro TUPE) 2017

Talks & guest lectures↗

• Edge Impulse as a Zephyr external module — webinar — Zephyr Project (with Francesco Varani & Benjamin Cabé) · Zephyr community · 2026-02
• Arrow AI roadshow — Edge AI on Qualcomm / Arduino / Zephyr — Queen's University Belfast — Future Mobility campus · Students, faculty and industry · 2026
• Edge AI on Arduino UNO Q — MWC Barcelona demos — Mobile World Congress, Barcelona · Industry / partners · 2026-03
• On-device GenAI with QNN — Qualcomm San Diego — Qualcomm HQ, San Diego · Qualcomm engineering & partners · 2026-04
• Edge AI guest lecture — Arduino Day — University College Cork (UCC) · 200+ students · 2026-03
• MLOps and QNN on Snapdragon — joint session — Munster Technological University × Qualcomm · Students & faculty · 2026-04
• Embedded ML onsite enablement — Qualcomm Embedded team · Qualcomm engineers · 2026-02
• Edge AI for medtech innovators (guest lecture, 3rd year running) — BioInnovate Ireland · BioInnovate Fellows · 2024 – 2026
• Edge AI for automotive — onsite session — Future Mobility Automotive Research Group, University of Galway · Researchers · 2025
• Qualcomm + Dell robotics enablement — Qualcomm / Dell, Cork · Robotics partners · 2026
• Optimized MLOps with Edge Impulse, Blues and Zephyr — Zephyr Project webinar · Embedded developers · 2024
• Industrial PLC anomaly detection with Arduino Opta — Edge Impulse / Arduino webinar · Industrial developers · 2024
• Car Whispering: the AI Mechanic — FOSDEM · Open-source community · 2022-02

Volunteering↗

• Mentor at CoderDojo 2012-09 – Present — 3D printing, electronics, Raspberry Pi, Arduino, App Inventor, Scratch.
• Mentor at Junior Achievement Ireland 2010-09 – Present — Teaching at Tirellan Heights National School.