Guide · nishtahir.com
Nish Tahir builds one from Qwen3-1.7B: constrain the output to a fixed set of options, read the probabilities in one pass, then fix the overconfidence with temperature scaling. It comes with a repository of scripts to build a dataset, evaluate, fine-tune and calibrate.
Open the sourceGuideyoutube.com/@KodeKloud
KodeKloud’s short: what a System One model decides, and why it answers in milliseconds.
Guideyoutube.com/@CalebWritesCode
Caleb Writes Code: what Jev is and how to use it, in seven minutes.
Guideyoutube.com/@madewithjev
Our own video, under five minutes: an LLM writes, Jev decides and code acts, where the term comes from, and how to move your first decision.