Recall · Studio

Evaluation log

Recall's models propose and its code decides. This page shows what the code refused, read from the records each kit keeps of its own workflow. Text model: nvidia/nemotron-3-super-120b-a12b. Offline evaluation with method and every number: docs/EVALUATION.md. Generated 2026-10-31 15:18 UTC.

Live benchmark runs

Any logged-in judge can start a run from the studio (Tools, Live benchmark). Each run takes 5 fresh tasks at random from the held-out test set in eval/technique-samples.json and puts them through the full workflow. Code scores them: was the technique one a careful person would accept, did the storyboard meet its contract, and on which attempt. Every run is listed, including failures.

Published in docs/EVALUATION.mdValue
Automatic technique picks that were wrong (held-out test set, default bar 0.5)0 of 17
Requests that produced a contract-compliant kit11 of 11
Kits compliant on the first attempt9 of 11

The live technique score also counts picks handed to the Memory Expert, which the published selection figure leaves out.

No live runs yet.

Across every account

Counts only. They come from the records each kit keeps of its own workflow; no wording, cue or answer is shown.

10storyboards built
60%passed every check on the first attempt
5storyboards sent back by a check
0images rejected by inspection and redrawn
100%of inspected images accepted
0cues rewritten after repeated misses
Check that refusedRefusals
technique contract4
cue review1

Who chose the technique: split into parts, each chosen separately 2 · Memory Expert (Nemotron) 5 · decision model 2 · the learner 1.

Published records

Every refusal in the kits of demo, newest first, with the reason recorded at the time.

John 3:16 · demo · Link system (nemotron) · 2026-10-29 · 1 refusal
WhatCheckAttempt / sceneOutcomeReason given by code or reviewer
storyboardcue reviewattempt 1sent backScene 2 cue could plausibly lead to a different source unit (the third line about belief preventing perishing) rather than its intended source about God giving His only Son.
Jason · demo · Keyword / sound association (learner) · 2026-10-29 · no refusals, first attempt

Every check passed on the first attempt.

milk · demo · Link system (nemotron) · 2026-10-22 · no refusals, first attempt

Every check passed on the first attempt.