Topic summary
62%26 analyzed articles/videos11,521 analyzed words
BS Summary: These Robotics results contain 52 faulty reasoning types, including Biased Writer Voice, Framing Effect, and Negativity Bias, with Optimism Bias as the most egregious example at 9.4% saturation with 5,387 hits. Analysis detected 48,121 faulty-reasoning hits from 57,597 analyzed words across 26 articles, generating a BS Score of 1.6% and a BS Rank of 11% (14,110 of 15,755 topics). This Robotics is better (less manipulative) than 89.60% of the peer group.

Ranking context

Position among analyzed topics

10% percentile
025507510010.4% percentile
1.6% BS Score26 analyzed articles57.6K 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 6.4%6.4%Negativity BiasSitewide 19.2%Topic 6.2%6.2%Appeal to EmotionSitewide 15.9%Topic 4.5%4.5%In-Group BiasSitewide 6.9%Topic 0.2%0.2%Appeal to AuthoritySitewide 11.1%Topic 5.4%5.4%Availability HeuristicSitewide 9.1%Topic 3.8%3.8%Halo EffectSitewide 6.7%Topic 1.8%1.8%Confirmation BiasSitewide 7.5%Topic 2.9%2.9%Hasty GeneralizationSitewide 8.1%Topic 3.9%3.9%Attempt to Sell a Product…Sitewide 0.5%Topic 4.2%4.2%

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 6.4%, sitewide 26.9%Negativity Bias: Topic 6.2%, sitewide 19.2%Appeal to Emotion: Topic 4.5%, sitewide 15.9%Appeal to Authority: Topic 5.4%, sitewide 11.1%Optimism Bias: Topic 9.3%, sitewide 6.0%Availability Heuristic: Topic 3.8%, sitewide 9.1%Hasty Generalization: Topic 3.9%, sitewide 8.1%Confirmation Bias: Topic 2.9%, sitewide 7.5%In-Group Bias: Topic 0.2%, sitewide 6.9%Halo Effect: Topic 1.8%, sitewide 6.7%Biased Writer Voice: Topic 6.4%, sitewide 5.3%Anecdotal: Topic 2.9%, sitewide 5.2%Overconfidence Bias: Topic 3.6%, sitewide 4.6%Attempt to Sell a Product or Service: Topic 4.2%, sitewide 0.5%Anchoring Bias: Topic 1.3%, sitewide 4.0%Self-Serving Bias: Topic 0.8%, sitewide 3.7%Post Hoc (False Cause): Topic 1.5%, sitewide 3.3%Out-Group Homogeneity Bias: Topic 0.1%, sitewide 3.1%Fundamental Attribution Error: Topic 0.4%, sitewide 2.7%Recency Bias: Topic 1.3%, sitewide 2.7%Pessimism Bias: Topic 2.5%, sitewide 1.9%Loss Aversion: Topic 0.4%, sitewide 2.5%Bandwagon: Topic 0.9%, sitewide 2.2%Status Quo Bias: Topic 0.6%, sitewide 2.2%Framing EffectSitewide rateTopic rate

Analyzed articles and videos

AMD’s new X100 chip lineup puts embedded Ryzen AI 'Strix Halo' chips into robots – APUs for physical AI bring Zen 5 CPU, RDNA 3.5 GPU cores to compete with Intel’s Panther Lake47%
Tom's Hardware46%By Jake Roach23%7/23/2026, 6:30:00 PM
Tesla touts 380,000 unsupervised robotaxi miles with ‘zero notable incidents’74%
Fox Business91%By Sophia Compton76%7/23/2026, 12:01:48 AM
Sales were up at Tesla but so were costs and spending62%
Ars Technica21%By Jonathan M. Gitlin67%7/22/2026, 9:15:19 PM
Ukrainian drones deliver robots directly into battle by sea and air22%
Ars Technica21%By Jeremy Hsu24%7/22/2026, 11:15:03 AM
Gritt exits stealth with $34 million for robots to build solar plants — then, everything else81%
TechCrunch44%By Tim Fernholz68%7/21/2026, 10:00:00 AM
Inside the Robot Lab: Training Robots With Internet Video57%
Mashable67%By Mashable Video80%7/21/2026, 8:33:50 AM
MMAI! Watch the moment a robot is DECAPITATED during a brutal humanoid cage fight – yet keeps fighting76%
Daily Mail Online78%By SHIVALI BEST78% SCIENCE94% TECHNOLOGY EDITOR94%7/20/2026, 12:38:57 PM
What to watch for after Jensen Huang's Japan visit60%
TechCrunch44%By Kate Park85%7/19/2026, 9:16:07 PM
China unveils brain-to-robot platform that lets people control machines with their thoughts74%
Interesting Engineering62%By Rupendra Brahambhatt26%7/19/2026, 12:53:41 PM
Eric Trump Is Building An Army Of Humanoid Robot Soldiers87%
Kotaku73%By Zack Kotzer69%7/18/2026, 9:30:31 PM