AI Research, LLM Training & Hardware Testing
Trevor Unland
AI Researcher | LLM Trainer | Security Researcher
Independent technical research, reproducible benchmarks, and practical hardware testing. I publish hands-on local AI, RF/SDR, Linux, and security work with methods, evidence, and public source material where available.
Latest Posts
Measured builds, local AI, RF research, Linux fixes, and field notes
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When the results had outgrown the articles:
$ grep -Rh "tok/s" articles/ repos/ notes/ | wc -l
67 results across 9 test groups
The Hub puts the runs, settings, thermals, compatibility failures, and source files in one place. Now you can search by device or model, pull up the numbers and test conditions, and compare local AI results without digging through separate articles and repositories.
Skills & Focus Areas
Local AIHardware SecurityRed Team TestingRLHFPrompt EngineeringSEO & RevOpsPythonLinux




