Jimothy Jev Distillation
A distillation CLI uses hosted Jev teacher judgments to label data for a smaller local classifier.
Added to Jevfast
How it uses Jev
Jimothy can use Jev-compatible typed examples as teacher labels for task-specific classifier training. For the included support-routing task, each input state is a support message and the teacher request carries one Choice question named route; Jimothy validates the returned label and caches completed teacher responses for reuse.
What Jev decides
Support request routing (illustrative request shape)Example answers · not a recorded Jev response · Source ↗
Question 1 · route
YOUR APP
INSTRUCTION
Which team should handle this support request? Choose the primary issue.
STATE
A support-ticket text, such as the included example about a duplicate subscription charge. This is an example task/input, not a captured Jev call.
JEV · CHOICE
- billing
- shipping
- technical
App workflow
- Define the task and inputs
Provide a typed task definition and unlabeled input rows. Jimothy validates the question contract and each input before making paid teacher requests.
- Label unique inputs with Jev
For each uncached unique state, send the chosen task question to the configured Jev-compatible teacher endpoint and validate the typed answer.
- Cache and train
Persist validated teacher responses so a rerun can reuse completed labels, then use the labeled examples in the task-specific classifier training flow.
Why it is interesting
It uses a structured decision model to produce labels for a smaller local classifier, separating the teacher's typed classification contract from the runtime classifier that can run locally.