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Teaching and courses
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- Run your own AI benchmark: AEON Bench and the Bench Pod
AEON Bench measures any open model's quality and real speed on your own hardware, signs the result and ranks it with its exact recipe. Why a stranger's score can be trusted, how to read the boards, and the five steps to a first run.
The Aeon Forge14 min read - Regex Builder: a simple page for building regular expressions
One HTML file that turns a value from your logs into a correctly escaped regular expression, with toggles for match type, case, URL encoding and negation. What the Regex Builder does, how to use it, and one lesson in reading a pattern before you deploy it.
The Aeon Forge5 min read - AEON Bench recipe lab: tuning vLLM flags one at a time on a DGX Spark
The AEON Bench recipe lab treats a serve recipe as an experiment: change one flag, bench, read the curve. The knobs in order of effect, the speculative decoding trap behind 33 versus 517 tok/s on a DGX Spark, the 816 tok/s recipe to steal, and four traps that fake a result.
The Aeon Forge11 min read