VQV Signal

SECURITY WATCH TECHNICAL

Google reports Carbon scored 0.0% attack success on a prompt-injection benchmark in its own tests

According to a post on X by @thtbee_, Google's own post says Carbon had 0.0% attack success on Gray Swan's Indirect Prompt Injection benchmark, compared with 0.7% for Argon. The post also says Carbon cut successful cheating on Terminal-Bench 4.0 to 0.0%, with cheating attempts at 0.4%, and that high-severity misalignment alerts fell almost 80% in internal live coding. Several posters highlighted these figures, but all of them are Google's own measurements so far.

Source: Scobleizer News Pulse (X) · x.com Found via Robert Scoble’s Scobleizer News Pulse · a post on X, not independently verified Published 2026-10-28T18:35:00+00:00 Detected 2026-10-28T21:34:35+00:00
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According to a post on X by @thtbee_, Google's own post says Carbon had 0.0% attack success on Gray Swan's Indirect Prompt Injection benchmark, compared with 0.7% for Argon. The post also says Carbon cut successful cheating on Terminal-Bench 4.0 to 0.0%, with cheating attempts at 0.4%, and that high-severity misalignment alerts fell almost 80% in internal live coding. Several posters highlighted these figures, but all of them are Google's own measurements so far.

AI-assisted summary based on the listed source.

Google's post says Carbon had 0.0% attack success on Gray Swan's Indirect Prompt Injection benchmark (Argon was 0.7%), cut successful cheating on Terminal-Bench 4.0 to 0.0% with 0.4% attempts, and saw high-severity misalignment alerts drop almost 80% in internal live coding. Several posters highlighted these...

AI builders and security teams that track prompt-injection resistance, test gaming, and misalignment monitoring may want to compare these results with other benchmark data. Because the numbers come from Google itself, the next thing to watch is whether outside evaluators can reproduce them on the same benchmarks.

Security-conscious readers may want to review the source and watch for practical exposure or mitigation details.

Signal Strength 91% Technical label WATCH Public Interest 36 Category SECURITY 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 26 Novelty Interest Score 94 Consequence Score 46 Curiosity Score 0 Shareability Score 50

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