BS Summary: This article contains 22 faulty reasoning types, including Halo Effect, Optimism Bias, and Attempt to Sell a Product or Service, with Appeal to Authority as the most egregious example at 18.3% saturation with 192 hits. Analysis detected 1,203 faulty-reasoning hits from 1,047 analyzed words, generating a BS Score of 38% and a BS Rank of 41% (18,155 of 30,584 articles). This article is better (less manipulative) than 59.40% of the article peer group.

Legendary Googler Jeff Dean is starting a new company. 
THOMAS SAMSON/AFP via Getty Images 
After decades at Google, Jeff Dean is starting Discovery Loop. 
Dean is cofounding the AI startup alongside three other former Googlers. 
Discovery Loop will focus on AI applications in science and engineering. 
Legendary Googler Jeff Dean is starting his own AI company. 
On Wednesday, Dean, Google's chief scientist, announced that he and three other colleagues were leaving to start Discovery Loop, an AI startup focused on AI applications in science and engineering. 
Here's everything we know about the new venture 
What is Discovery Loop? 
Discovery Loop is a public benefit corporation "whose mission is to automate machine learning, science, and engineering to accelerate discoveries and progress," Dean wrote on X. 
The loop part of the name comes from the company's goal of automating the process by which scientists and engineers propose an experiment, implement and run it, and evaluate the results. 
The company hopes this automation can unlock some of the trickiest problems in science and engineering by enabling "parallel execution of thousands of experiments." 
Introducing Discovery Loop ♾. 
We’re building AI to run experiments at unprecedented scale and to solve the biggest bottlenecks in science and engineering. 
Our founders @JeffDean , @Sanjay_Ghemawat , @quocleix , @OriolVinyalsML helped build the AI infrastructure and models that… pic.twitter.com/Y3FUlMLTbf 
 Discovery Loop (@DiscoLoopAI) August 5, 2026 
Specifically, Discovery Loop wants to build systems that can tackle parts of the 14 challenges laid out by some of the world's most accomplished scientists and engineers to improve life as we know it. 
Formerly known as the "National Academy of Engineering Grand Challenges," the 14 topics range from "Reverse Engineer the Brain" to "Prevent Nuclear Terror." 
Interestingly, the 2008 committee that came up with the grand challenges included Larry Page, the cofounder of Google . 
Who is funding Discovery Loop? 
According to Dean, Radical Ventures and Khosla Ventures, two Silicon Valley mainstays, led the initial round. 
Lightspeed, Kleiner Perkins, and Doerr Capital also participated. 
We created a pitch deck to tell a handful of VC firms about us and what we were up to (a fun experience!). 
Here’s a few slides about our background and some of the things we’ve worked on from the pitch deck (it was fun putting together the list of people in our teams who have… pic.twitter.com/7glcm9T9XG 
 Jeff Dean (@JeffDean) August 5, 2026 
In a sign of how he left things at Google, Alphabet is a founding investor and cloud partner, Google CEO Sundar Pichai said. 
"I also want to give a huge thanks to the incomparable @JeffDean after an incredible 27-year run at Google," Pichai wrote on X. 
Jeff Dean Bloomberg/Getty Images 
If you've used Google in the last two decades, you have Jeff Dean to thank. 
As Google's 30th employee, his tenure spans from establishing Google's dominance in search to the creation of generative AI models. 
Dean helped advance Google Search, Google News, Google Translate, and Google Ads. 
If that wasn't enough, Dean co-founded the Google Brain team that, as the "Godfather of AI" and Nobel laureate Geoffrey Hinton put it, turned "basic research in neural nets into game-changing products." 
One of the biggest breakthroughs Dean helped develop was the Tensor Processing Unit (TPU), which is credited with accelerating AI research. 
As Google's AI head, Dean oversaw AI research and later co-led the development of Gemini, Google's family of models. 
Many of the biggest names in AI worked alongside Dean, including Anthropic CEO Dario Amodei , OpenAI cofounder Ilya Sutskever, and more. 
Who else is leading Discovery Loop? 
Announcing Discovery Loop! 
I am very excited to announce that, along with my longtime friends and collaborators @Sanjay_Ghemawat , @OriolVinyalsML and @quocleix , we are founding Discovery Loop ( @DiscoLoopAI ), a Public Benefit Corporation whose mission is to automate machine… pic.twitter.com/ancoplyNvN 
Sanjay Ghemawat: Ghemawat is one of Dean's oldest collaborators, going back to before the pair joined Google when they worked at Digital Equipment Corporation. 
At Google, the pair became so inseparable that Dean's kids called Ghemawat "Uncle Sanjay," according to a 2018 profile in The New Yorker . 
Ghemawat and Dean also became the first-ever level 11 Google engineers, carrying the title of Senior Fellows. 
According to Dean's slide deck, he is the most-cited distributed systems researcher; Ghemawat is the fourth most cited. 
Oriol Vinyals: Vinyals, a principal scientist at Google DeepMind, is also joining Discovery Loop. 
According to his Google biography, Vinyals focused on machine learning and reinforcement learning. 
Before joining the team, he worked on projects that fuel tools like Google Translate. 
One of his research projects, called AlphaStar, was an agent that bested a top-tier professional StarCraft II player. 
Among the most-cited AI researchers, per Dean's slide deck, Vinyals is sixth. 
Quoc Le: Le was a founding member of the Google Brain team. 
At Stanford, his advisor was Andrew Ng, who helped establish the Brain team. 
Le worked on one of Google Brain's first big projects: developing a neural network of 1,000 machines containing 16,000 processors that demonstrated machine learning by teaching itself how to recognize items after being trained on 10 million images randomly pulled from YouTube videos, as The New York Times reported in 2012. 
This being the internet, the system taught itself to recognize cats. 
What's next for Google? 
Demis Hassabis, CEO of DeepMind Shane Anthony Sinclair/Getty Images for Cannes Lions 
Google is no stranger to big shake-ups , including in AI. 
In 2014, the search giant acquired DeepMind, then a startup. 
Under Google's banner, DeepMind conducted influential research, including AlphaGo, a program capable of beating a master at the challenging board game Go. 
Despite laying the foundation for several AI breakthroughs, Google saw some of its former employees, including Sutskever, push OpenAI to the front of the generative AI race with the release of ChatGPT in 2022. 
In 2023, Google merged the Brain and DeepMind teams into one group led by Demis Hassabis. 
In addition to Dean's departure, Google announced that Hassabis would become chair of Google DeepMind and chief scientist of Alphabet. 
Koray Kavukcuoglu, chief technology officer of Google DeepMind and Google's chief AI architect, assumed the day-to-day operations of DeepMind and the title of senior vice president. 
Read the original article on Business Insider 
Article reasoning-pattern comparisonThis article: 0.0%Brent D. Griffiths: 2.7%Business Insider: 2.3%Confirmation Bias0.0%This article: 0.0%Brent D. Griffiths: 0.0%Business Insider: 0.6%Anchoring Bias0.0%This article: 5.4%Brent D. Griffiths: 1.1%Business Insider: 2.8%Availability Heuristic5.4%This article: 4.3%Brent D. Griffiths: 1.2%Business Insider: 0.7%Representativeness Heuristic4.3%This article: 0.0%Brent D. Griffiths: 0.0%Business Insider: 1.1%Hindsight Bias0.0%This article: 7.7%Brent D. Griffiths: 2.7%Business Insider: 1.6%Overconfidence Bias7.7%This article: 0.0%Brent D. Griffiths: 3.7%Business Insider: 3.6%Framing Effect0.0%This article: 0.0%Brent D. Griffiths: 0.0%Business Insider: 0.6%Loss Aversion0.0%This article: 1.1%Brent D. Griffiths: 0.5%Business Insider: 0.6%Status Quo Bias1.1%This article: 0.0%Brent D. Griffiths: 0.0%Business Insider: 0.3%Sunk Cost Effect0.0%This article: 10.8%Brent D. Griffiths: 5.2%Business Insider: 2.8%Optimism Bias10.8%This article: 0.0%Brent D. Griffiths: 0.7%Business Insider: 1.5%Pessimism Bias0.0%This article: 3.2%Brent D. Griffiths: 2.7%Business Insider: 4.0%Negativity Bias3.2%This article: 5.4%Brent D. Griffiths: 2.9%Business Insider: 2.0%Self-Serving Bias5.4%This article: 1.8%Brent D. Griffiths: 0.2%Business Insider: 0.6%Fundamental Attribution Error1.8%This article: 0.0%Brent D. Griffiths: 0.0%Business Insider: 0.2%Actor-Observer Bias0.0%This article: 2.1%Brent D. Griffiths: 1.4%Business Insider: 0.6%In-Group Bias2.1%This article: 0.0%Brent D. Griffiths: 0.9%Business Insider: 0.2%Out-Group Homogeneity Bias0.0%This article: 15.5%Brent D. Griffiths: 9.8%Business Insider: 2.4%Halo Effect15.5%This article: 0.0%Brent D. Griffiths: 0.0%Business Insider: 0.0%Horn Effect0.0%This article: 0.0%Brent D. Griffiths: 0.0%Business Insider: 0.0%Dunning-Kruger Effect0.0%This article: 0.0%Brent D. Griffiths: 0.6%Business Insider: 1.0%Recency Bias0.0%This article: 0.0%Brent D. Griffiths: 0.0%Business Insider: 0.3%Primacy Effect0.0%This article: 0.0%Brent D. Griffiths: 0.0%Business Insider: 0.0%Blind-Spot Bias0.0%This article: 0.0%Brent D. Griffiths: 0.7%Business Insider: 0.2%Ad Hominem0.0%This article: 0.0%Brent D. Griffiths: 0.0%Business Insider: 0.1%Straw Man0.0%This article: 18.3%Brent D. Griffiths: 8.3%Business Insider: 2.8%Appeal to Authority18.3%This article: 0.0%Brent D. Griffiths: 1.0%Business Insider: 1.0%False Dilemma0.0%This article: 0.0%Brent D. Griffiths: 0.4%Business Insider: 0.5%Slippery Slope0.0%This article: 0.0%Brent D. Griffiths: 0.0%Business Insider: 0.1%Circular Reasoning0.0%This article: 1.4%Brent D. Griffiths: 2.5%Business Insider: 3.4%Hasty Generalization1.4%This article: 0.0%Brent D. Griffiths: 0.0%Business Insider: 0.1%Red Herring0.0%This article: 0.0%Brent D. Griffiths: 2.5%Business Insider: 0.6%Bandwagon0.0%This article: 2.2%Brent D. Griffiths: 2.4%Business Insider: 2.4%Appeal to Emotion2.2%This article: 0.0%Brent D. Griffiths: 1.1%Business Insider: 0.5%Begging the Question0.0%This article: 7.4%Brent D. Griffiths: 1.5%Business Insider: 1.9%Post Hoc (False Cause)7.4%This article: 0.0%Brent D. Griffiths: 0.0%Business Insider: 0.0%Tu Quoque0.0%This article: 0.0%Brent D. Griffiths: 0.0%Business Insider: 0.2%Burden of Proof0.0%This article: 0.0%Brent D. Griffiths: 0.3%Business Insider: 0.1%Appeal to Nature0.0%This article: 4.9%Brent D. Griffiths: 0.6%Business Insider: 0.2%Composition/Division4.9%This article: 4.0%Brent D. Griffiths: 0.9%Business Insider: 2.9%Anecdotal4.0%This article: 0.0%Brent D. Griffiths: 0.0%Business Insider: 0.1%No True Scotsman0.0%This article: 1.1%Brent D. Griffiths: 0.3%Business Insider: 1.1%Ambiguity (Equivocation)1.1%This article: 0.0%Brent D. Griffiths: 0.0%Business Insider: 0.0%Gambler’s Fallacy0.0%This article: 0.0%Brent D. Griffiths: 0.0%Business Insider: 0.1%Middle Ground0.0%This article: 0.0%Brent D. Griffiths: 0.0%Business Insider: 0.0%Personal Incredulity0.0%This article: 0.0%Brent D. Griffiths: 0.0%Business Insider: 0.1%Special Pleading0.0%This article: 0.0%Brent D. Griffiths: 0.0%Business Insider: 0.0%Genetic Fallacy0.0%This article: 1.5%Brent D. Griffiths: 1.5%Business Insider: 0.9%Unattributed Quote1.5%This article: 3.2%Brent D. Griffiths: 1.3%Business Insider: 0.6%Quote-first Misdirection3.2%This article: 0.7%Brent D. Griffiths: 1.4%Business Insider: 2.3%Biased Writer Voice0.7%This article: 3.2%Brent D. Griffiths: 0.9%Business Insider: 1.0%Indoctrination3.2%This article: 0.0%Brent D. Griffiths: 0.0%Business Insider: 0.1%Politically Left Leaning Bias0.0%This article: 0.0%Brent D. Griffiths: 0.0%Business Insider: 0.0%Politically Right Leaning Bias0.0%This article: 9.6%Brent D. Griffiths: 2.3%Business Insider: 1.2%Attempt to Sell a Product or S…9.6%

1047 words analyzed.

Speakers

3speakers16%attributed speech876writer words
Selected voice

Jeff Dean

69%flagged-word coverage
118 attributed words69% of attributed speech64% writer coverage
0%17.5%35.0%Attempt to Sell a Product +26.1 ptsWriter: 7.0%Jeff Dean: 33.1%33.1%Unattributed Quote+13.6 ptsWriter: 0.0%Jeff Dean: 13.6%13.6%Quote-first Misdirection-3.9 ptsWriter: 3.9%Jeff Dean: 0.0%0.0%Indoctrination-3.9 ptsWriter: 3.9%Jeff Dean: 0.0%0.0%Biased Writer Voice-0.8 ptsWriter: 0.8%Jeff Dean: 0.0%0.0%

Attribution is sentence-level. Pattern percentages are calculated only from words assigned to that voice.

Loading…
Loading…
Loading…
Loading…

Analysis

Hover over highlighted words in the article to view the associated bias or fallacy analysis.