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Report abuseSecurity researcher and AI training specialist based in California. I benchmark local AI hardware and build cyberdecks.
By day I do AI evaluation and red-teaming work (under NDA). In my free time I build apps, dig into frequency research, and go down rabbit holes on alternative history and forgotten science. The overlap between fringe ideas and legitimate engineering is more interesting than most people realize.
Most of my current projects live at the intersection of local AI inference, single-board computers, and security tooling:
- SBC AI benchmarking - Testing what's actually possible with NPU-accelerated inference on boards like the Indiedroid Nova. Proving the Raspberry Pi 5 isn't always the best option.
- Cyberdeck builds - Portable security workstations without the soldering iron requirement.
- SDR and signals work - RF analysis, spectrum tools, and signal intelligence projects.
- Pentesting hardware - Budget-friendly setups for security research.
Writing about all of it at unland.dev.
| Project | Status | What it is |
|---|---|---|
| marauder-analyst | 🟢 Active | Local ESP32 Marauder capture analysis with deterministic PCAP briefs, small local models, and claim reconciliation |
| indiedroid-nova-llm | 🟢 Active | LLM inference benchmarks on RK3588S hardware |
| rtl-ml | 🟢 Active | AI-powered radio signal classifier using RTL-SDR + ML on ARM hardware |
| crowview-cyberdeck | 🟢 Active | Raspberry Pi / Nova multi-display RF dashboard with CrowPanel ESP32-S3 + CrowView Note |
| millclock-in14-workstation | 🟢 Active | Millclock IN-14 timekeeping and display integration within a larger security research workstation |
| youyeetoo-x1s-kali | 🟢 Active | Kali Linux NVMe rebuild, thermal testing, local AI benchmarks, and a loopback security workflow on the X1S |
Open to hardware partnerships and collaborations. If you're a manufacturer looking for technical content, benchmarks, or SEO-optimized documentation, reach out.
Popular repositories Loading
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indiedroid-nova-llm indiedroid-nova-llm Public
Running Llama 3.1 8B and other LLMs on RK3588 NPU - benchmarks and setup guides
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youyeetoo-x1s-kali youyeetoo-x1s-kali Public
Kali Linux and local LLM benchmarks on the Youyeetoo X1S: Ollama and llama.cpp measurements, Intel Vulkan, Qwen3.5, Gemma 4, BitCPM, thermals, and i915 evidence
Shell 6
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marauder-analyst marauder-analyst Public
Local ESP32 Marauder capture analysis with deterministic briefs, small local models, and claim reconciliation.
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crowview-cyberdeck crowview-cyberdeck Public
Multi-display RF monitoring dashboard: CrowPanel 7in ESP32-S3 + CrowView Note + Indiedroid Nova + RTL-SDR
C++ 3
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indiedroid-nova-wifi-fix indiedroid-nova-wifi-fix Public
Fix for RTL8821CS (BL-M8821) WiFi on Indiedroid Nova — resolves the long-standing "unavailable" WiFi issue on Debian/Ubuntu rockchip images
Shell 2
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