VQV Signal

ROBOTS & HARDWARE WATCH TECHNICAL

Gemini 4 Carbon early reports: top marks in vision, saturating a robot benchmark task

Computer-vision engineer @skalskip92 says Gemini 4 Carbon ranks first overall on his vision evals, including long-text transcription and text localization, but is "very slow and expensive." @chooi_jeq says it fully saturated one task on the RoboD...

Source: Scobleizer News Pulse (X) · x.com Found via Robert Scoble’s Scobleizer News Pulse · a post on X, not independently verified Published 2026-11-11T02:55:00+00:00 Detected 2026-11-11T06:28:45+00:00
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Computer-vision engineer @skalskip92 says Gemini 4 Carbon ranks first overall on his vision evals, including long-text transcription and text localization, but is "very slow and expensive." @chooi_jeq says it fully saturated one task on the RoboD...

Computer-vision engineer @skalskip92 says Gemini 4 Carbon ranks first overall on his vision evals, including long-text transcription and text localization, but is "very slow and expensive." @chooi_jeq says it fully saturated one task on the RoboDojo-RC robotics benchmark, and Google's @melvinjohnsonp says private...

Hardware and robotics watchers may want to track whether this becomes a product, benchmark, or deployment signal.

Signal Strength 91% Technical label WATCH Public Interest 37 Category ROBOTS & HARDWARE Reader Depth TECHNICAL

Signal Strength reflects source quality, relevance, freshness and evidence. Public Interest helps organize discovery; it is not proof of truth.

Public Interest components
Recognizable Entity Score 0 Practical Impact Score 18 Novelty Interest Score 94 Consequence Score 46 Curiosity Score 32 Shareability Score 48

VQV surfaced this signal because it is recent, relevant to Robotics, connected to Scobleizer News Pulse (X).