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Bench 2

Settings

What is live on this server

Meta Model API keyOFFnot configured: segmentation replays recorded fixtures, labelled on every result
Modelssam-3.1 · muse-spark-1.3 · muse-wonder-1.0 @ https://api.meta.ai/v1
Open-weight audit (Muse Spark Open)OFF[Open-weight audit · off on this server — runs on Baseten in local runs]: no open-weight provider set on this server (RETURNWITNESS_OPENWEIGHT_PROVIDER); it runs on Baseten in local runs
SAM 3.1 failover (open weights on Modal)OFFbuilt and mock-tested, not configured: if Meta's SAM fails, the case is held (failover segmentation is off: RETURNWITNESS_SAM_FAILOVER is not set (set it to "modal" once the Modal endpoint is deployed))
Label reader (Muse Glimmer open weights on Modal)OFFMuse Glimmer on Modal: deployed (vLLM FP8 on an L40S) and evaluated; off on this server. Fireworks: not configured (no Fireworks credits)
A fine-tuned adapter is used only after it beats the base model on held-out reviewer corrections with no extra false clears.
Judge live mode (public site)OFFoff (RETURNWITNESS_JUDGE_LIVE is not 1). Capped per visitor and per day in shared Redis; a kill switch turns it off without a redeploy.
Stripe refund railONtest mode only (the server refuses any key that isn't sk_test_)
Approval token secretONHMAC-SHA256, single-use, 10-minute tokens
Case storeupstash-redisUpstash Redis, shared by every server instance; records expire after 14 days

Bench and counter

Box zonex 0–0.45 of the frame
Inspected tray zonex 0.55–1 of the frame
Settle time3 frames at 5 fps (0.6 s), moving less than 0.02 of the frame
Same-spot matchIoU ≥ 0.3
Merge checkmask ≥ 1.4× the item's expected size → HOLD

Zones and thresholds are calibrated from the empty-mat and clean clips; changes are committed with the gate results.

Kit on the packing slip

ItemSKUWhat the camera is asked to findPriceSerial label
Camera bodyCK-BODY-01“mint green object”$199.00required
Zoom lensCK-LENS-24105“camera lens”$109.00required
Battery + chargerCK-BATT-CHG“battery”$32.00—
[Seeded merchant order & RMA fixture]

Approver on this device

No sign-in in this version: the name is recorded on the approval and in the decision trail.

Demo data