Topic summary
56%29 analyzed articles/videos23,617 analyzed words
BS Summary: These Ai Safety results contain 53 faulty reasoning types, including Hasty Generalization, Biased Writer Voice, and Availability Heuristic, with Negativity Bias as the most egregious example at 8% saturation with 8,679 hits. Analysis detected 70,695 faulty-reasoning hits from 108,797 analyzed words across 29 articles, generating a BS Score of 1.2% and a BS Rank of 11% (22,057 of 24,545 topics). This Ai Safety is better (less manipulative) than 89.90% of the peer group.

Ranking context

Position among analyzed topics

10% percentile
025507510010.1% percentile
1.2% BS Score29 analyzed articles108.8K analyzed words

Reasoning profile

Selected profile versus the sitewide rate

TopicSitewideShared scale 0–50%
0.0%10%20%30%40%50%Framing EffectSitewide 26.9%Topic 3.9%3.9%Appeal to EmotionSitewide 15.9%Topic 3.2%3.2%Negativity BiasSitewide 19.2%Topic 8.0%8.0%Appeal to AuthoritySitewide 11.1%Topic 2.4%2.4%In-Group BiasSitewide 6.9%Topic 0.3%0.3%Halo EffectSitewide 6.7%Topic 0.9%0.9%Availability HeuristicSitewide 9.1%Topic 4.0%4.0%Confirmation BiasSitewide 7.5%Topic 3.2%3.2%Optimism BiasSitewide 6.0%Topic 1.7%1.7%Anchoring BiasSitewide 4.0%Topic 0.1%0.1%

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: Topic 3.9%, sitewide 26.9%Negativity Bias: Topic 8.0%, sitewide 19.2%Appeal to Emotion: Topic 3.2%, sitewide 15.9%Appeal to Authority: Topic 2.4%, sitewide 11.1%Availability Heuristic: Topic 4.0%, sitewide 9.1%Hasty Generalization: Topic 5.5%, sitewide 8.1%Confirmation Bias: Topic 3.2%, sitewide 7.5%In-Group Bias: Topic 0.3%, sitewide 6.9%Halo Effect: Topic 0.9%, sitewide 6.7%Optimism Bias: Topic 1.7%, sitewide 6.0%Biased Writer Voice: Topic 4.7%, sitewide 5.3%Anecdotal: Topic 2.1%, sitewide 5.2%Overconfidence Bias: Topic 1.9%, sitewide 4.6%Anchoring Bias: Topic 0.1%, sitewide 4.0%Self-Serving Bias: Topic 1.1%, sitewide 3.7%Post Hoc (False Cause): Topic 2.0%, sitewide 3.3%Out-Group Homogeneity Bias: Topic 0.1%, sitewide 3.1%Fundamental Attribution Error: Topic 1.1%, sitewide 2.7%Recency Bias: Topic 1.2%, sitewide 2.7%Loss Aversion: Topic 0.1%, sitewide 2.5%Pessimism Bias: Topic 2.4%, sitewide 1.9%Bandwagon: Topic 0.4%, sitewide 2.2%Status Quo Bias: Topic 0.6%, sitewide 2.2%Ad Hominem: Topic 0.6%, sitewide 2.2%Framing EffectSitewide rateTopic rate

Analyzed articles and videos

Why Aren’t Any AI Companies Watching Their Frontier Models to Make Sure They Don’t Go on Hacking Sprees?49%
Futurism93%By Victor Tangermann90%8/8/2026, 5:01:00 AM
OpenAI says it slowed Astra model development over security concerns19%
TechCrunch71%By Kirsten Korosec52%8/7/2026, 3:48:24 PM
Hacks put pressure on third-party model testers77%
Semafor90%By J.D. Capelouto93%8/7/2026, 11:04:44 AM
AI models have learned how to cheat. That might actually be a good thing.16%
Vox67%By Bryan Walsh45%8/7/2026, 3:00:00 AM
One of China’s Most Powerful AI Models Has Also Escaped Containment26%
WIRED39%By Will Knight56%8/6/2026, 6:16:55 PM
Jealously Watching OpenAI and Anthropic, Meta Suddenly Claims That Its AI Went on a Hacking Spree Too67%
Futurism93%By Victor Tangermann90%8/6/2026, 1:23:05 PM
We Are Risking Developing AI Beyond Human Supervision, Expert Warns13%
Truthout83%By Amy Goodman48% Nermeen Shaikh52%8/6/2026, 12:58:19 PM
Meta: One of our models escaped containment and hacked someone too!73%
Mashable77%8/6/2026, 9:05:24 AM
AI models shock UK testers by using fake identities to try to trick developers3%
The Guardian90%By Dan Milmo0%8/5/2026, 8:15:05 AM
Not just OpenAI - Anthropic says Claude's hacking spree 'falls short of ideal behavior'29%
ZDNET68%By Charlie Osborne67%7/31/2026, 9:45:36 AM