CupZone AI — Autonomous Producer

CEREBRAS GEMMA 4 31B

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Gemma 4 31B·Cerebras

🛡0GUARDS

FEEDS SCANNED0

MODEL CALLS0

LAST LATENCY—

UTC--:--:--

THROUGHPUT — —

FEED — · —

00:00:00:00

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STANDING BY

Loading show trace…

—CONF

REPLAY RE-RANK (deterministic)

PRODUCER BRAIN

AGENT PIPELINE

NARRATION

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— awaiting first scan

WHY THIS CUT

NEXT IN QUEUE

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Scene-level guard active · no identity analysis · cached replay

⚖ JUDGE MODE AUDIT — TICK —

① INPUT

what Gemma actually saw

contact sheet

▶

② VISION SCOUT

scene-level analysis

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▶

③ MOTION

pixel-delta % per feed

▼

③ AUDIO SCOUT

transcribe · translate · scene-level context

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—

▼

④ PRODUCER

model decision + causal chain

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WHY NOT

—

▼

⑤ NARRATOR (scrubbed)

on-air output after editorial scrub

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—

—

—

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⑥ SAFETY

guard actions this tick

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⚡ SPEED SHOWCASE LOCAL vs CEREBRAS · measured benchmark

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FASTER BATCH

⚡ — tok/s aggregate · 12 agents in parallel

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~4 second demo · real measured data

LOCAL — —

DONE

0 tok/s 0.0s

CEREBRAS — 12 agents in parallel

DONE ⚡

0 tok/s 0.0s

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local tok/s

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Cerebras single-stream

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aggregate (12 parallel)

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local batch wall

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Cerebras batch wall

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per-agent speedup