Speaker summary
42%10 analyzed articles/videos676.667 analyzed words
BS Summary: These Hugging Face results contain 24 faulty reasoning types, including Hasty Generalization, Negativity Bias, and Status Quo Bias, with Ambiguity (Equivocation) as the most egregious example at 10.5% saturation with 161 hits. Analysis detected 1,128.452 faulty-reasoning hits from 676.667 analyzed words across 10 articles, generating a BS Score of 4.2% and a BS Rank of 2% (25,972 of 26,411 speakers). This Hugging Face is better (less manipulative) than 98.30% of the peer group.

Ranking context

Position among analyzed speakers

2% percentile
02550751001.7% percentile
4.2% BS Score10 analyzed videos676.7 analyzed words

Reasoning profile

Selected profile versus the sitewide rate

SpeakerSitewideShared scale 0–50%
0.0%10%20%30%40%50%Appeal to EmotionSitewide 15.9%Speaker 1.8%1.8%Framing EffectSitewide 26.9%Speaker 12.9%12.9%Negativity BiasSitewide 19.2%Speaker 6.2%6.2%Appeal to AuthoritySitewide 11.1%Speaker 0.9%0.9%Ambiguity (Equivocation)Sitewide 0.8%Speaker 10.5%10.5%IndoctrinationSitewide 0.0%Speaker 7.6%7.6%Quote-first MisdirectionSitewide 0.0%Speaker 6.8%6.8%Confirmation BiasSitewide 7.5%Speaker 2.4%2.4%Biased Writer VoiceSitewide 5.3%Speaker 1.6%1.6%Halo EffectSitewide 6.7%Speaker 3.3%3.3%

Sitewide departure map

Above the diagonal means this profile uses the pattern more often

0.0%0.0%10%10%20%20%30%30%40%40%50%50%Framing Effect: Speaker 12.9%, sitewide 26.9%Negativity Bias: Speaker 6.2%, sitewide 19.2%Appeal to Emotion: Speaker 1.8%, sitewide 15.9%Appeal to Authority: Speaker 0.9%, sitewide 11.1%Ambiguity (Equivocation): Speaker 10.5%, sitewide 0.8%Optimism Bias: Speaker 8.8%, sitewide 6.0%Hasty Generalization: Speaker 7.1%, sitewide 8.1%Indoctrination: Speaker 7.6%, sitewide 0.0%Confirmation Bias: Speaker 2.4%, sitewide 7.5%Quote-first Misdirection: Speaker 6.8%, sitewide 0.0%Halo Effect: Speaker 3.3%, sitewide 6.7%Biased Writer Voice: Speaker 1.6%, sitewide 5.3%Status Quo Bias: Speaker 5.0%, sitewide 2.2%Self-Serving Bias: Speaker 4.4%, sitewide 3.7%Post Hoc (False Cause): Speaker 1.6%, sitewide 3.3%Out-Group Homogeneity Bias: Speaker 2.7%, sitewide 3.1%Fundamental Attribution Error: Speaker 2.5%, sitewide 2.7%False Dilemma: Speaker 2.7%, sitewide 1.5%Loss Aversion: Speaker 2.6%, sitewide 2.5%Attempt to Sell a Product or Service: Speaker 2.6%, sitewide 0.5%Pessimism Bias: Speaker 2.5%, sitewide 1.9%Middle Ground: Speaker 2.0%, sitewide 0.1%Unattributed Quote: Speaker 2.0%, sitewide 1.1%Representativeness Heuristic: Speaker 1.4%, sitewide 1.9%Framing EffectSitewide rateSpeaker rate

Analyzed articles and videos

AMD’s Lisa Su defends open-source AI following Hugging Face security breach caused by OpenAI agents71%
Fortune53%By Sebastian Herrera38%7/23/2026, 11:06:59 PM
How OpenAI’s Models Escaped Their Sandbox and Slipped Past California's AI Law5%
KQED61%By Rachael Myrow40%7/23/2026, 4:47:00 PM
OpenAI's agent breached Hugging Face before an AI defender caught it: What users should do next28%
ZDNET57%By Charlie Osborne39%7/23/2026, 2:29:00 PM
OpenAI Admits Model Escaped Containment And Hacked Hugging Face To Cheat On A Test46%
ZeroHedge70%By Tyler Durden61%7/22/2026, 12:05:00 PM
OpenAI AI models went rogue during testing, triggering 'unprecedented' breach at startup77%
Reuters38%By Raphael Satter97%7/22/2026, 11:35:13 AM
OpenAI admits it was the source of the agent swarm that attacked Hugging Face34%
The Register37%7/22/2026, 1:30:45 AM
OpenAI says it accidentally hacked Hugging Face with a new AI system48%
The Verge56%By Emma Roth43%7/21/2026, 9:48:54 PM
OpenAI says its AI models secretly broke out of a secure test environment and hacked into AI company Hugging Face in order to cheat on an evaluation40%
Fortune53%By Jeremy Kahn45% Emily Forlini21%7/21/2026, 7:45:00 PM
Hugging Face confirms breach affected internal datasets and credentials, urges users to take action62%
TechCrunch45%By Zack Whittaker47%7/20/2026, 12:39:28 PM
Artificial Intelligence and the Future of Terrorism12%
Center for Strategic and International Studies32%By Daniel Byman17% V.S. Subrahmanian17%7/10/2026, 12:00:00 PM