replica source-backed featured
kev: a tiny Jev-like you can train on a MacBook
A Qwen2.5-0.5B-based decision model with block-causal masking so questions run in parallel and a pointer head that scores options; the HTTP API mirrors System One, so the official SDK works with only a base_url change.
Notes
0.799 held-out accuracy, ECE 0.031 after temperature scaling, ~160 ms for six-question requests, ~1h45m training on an Apple M5. Independent model.
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