REFERENCE

Information

Traditional LLM generation vs. Jev evaluation.

1

Traditional LLM

SEQUENTIAL
“The deploy failed twice. Customers see 500s.”
LLMGENERATE
ONE TOKEN FOLLOWS ANOTHER
Generate text first, then parse it.Generating…
2

Jev

PARALLEL
“The deploy failed twice. Customers see 500s.”
JEVEVALUATE
Urgency?waitingyes .96 · no .04
Owner?waitingeng .91 · other .09
Risk?waitinghigh .88 · lower .12
Complete?waitingno .93 · yes .07
Each answer distribution sums to 1.Evaluating…4 decisions ready
Relative completion timeConceptual animation, not benchmark data
LLM
generating
JEV
evaluatingcomplete
startcomplete

Useful places around Jev

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