Bob E Hayes
bobehayes.bsky.social
Bob E Hayes
@bobehayes.bsky.social
PhD in industrial-organizational psychology. Interests in #datascience #customerexperience #statistics #machinelearning #artificialintelligence
A Trustworthy #AI Assistant for Investigative Journalists
A Trustworthy AI Assistant for Investigative Journalists | Stanford HAI
Gathering and analyzing data require time and expertise — two resources that cash-strapped newspapers often don’t have. Can AI help?
hai.stanford.edu
January 8, 2026 at 2:30 PM
How to navigate the age of #agenticAI | @mitsloan.bsky.social

1. Scalability versus adaptability
2. Experience versus expediency
3. Supervision versus autonomy
4. Retrofit versus reengineer.
How to navigate the age of agentic AI | MIT Sloan
A new report from Sloan Management Review and BCG identifies four tensions that organizations must manage when rolling out agentic artificial intelligence.
mitsloan.mit.edu
January 8, 2026 at 6:44 AM
January 8, 2026 at 2:30 AM
"Chatbots are not reliable in breaking-news situations. They may, in fact, be particularly unreliable in these cases. Answers may be skewed according to an AI’s biases, or they may be completely wrong but presented as correct." ~ @garymarcus.bsky.social & Damon Beres

www.theatlantic.com/...

#AI
@Grok, Did Venezuela ‘Deserve It’? - The Atlantic
The information war will be fought through chatbots.
www.theatlantic.com
January 7, 2026 at 6:30 PM
Here's what experts expect from #AI in 2026

www.fastcompany.com/...
January 7, 2026 at 10:15 AM
Elon Musk’s Grok #AI is used to digitally undress images of women and children

www.theguardian.com/...

#ethics #deepfakes
Grok AI still being used to digitally undress women and children despite suspension pledge
Degrading pictures being posted on Elon Musk’s site despite the platform pledging to suspend people who generate them
www.theguardian.com
January 7, 2026 at 2:30 AM
"LeCun’s new company is trying to explore something genuinely new and that’s what we in the field of #AI desperately needs. Even if LeCun isn’t doing #worldmodels the right way, he is certainly trying. And for that I salute him." ~ @garymarcus.bsky.social
Breaking: Marcus weighs in (mostly) for LeCun
LeCun’s ugly departure from Meta - and why I mostly sympathize with him (but nonetheless doubt he will succeed at his new gig)
garymarcus.substack.com
January 6, 2026 at 10:58 PM
More Than 40 Million People Use ChatGPT Daily for #Healthcare Advice, OpenAI Claims

gizmodo.com/more-tha...

#AI
More Than 40 Million People Use ChatGPT Daily for Healthcare Advice, OpenAI Claims
OpenAI wants ChatGPT to be a bigger player in healthcare. First, they need regulators to play ball.
gizmodo.com
January 6, 2026 at 10:08 AM
"When you train your workers on using AI, savvy leaders may consider including this as a warning, and could also point out to the workforce that what you value them for is their very human ability to think innovatively."
AI May Be Making Us All Dumber. Here’s What to Do About It
If you’re leaning a little too hard on generative AI to help you get through the workday, you may struggle in the long term.
www.inc.com
January 5, 2026 at 10:30 PM
The power of #neurosymbolicAI: No hallucinations, auditable workings, real-world outcomes |

"Neurosymbolic AI goes beyond #generativeAI, by incorporating logic, rules and causal structures that allow it produce more actionable outcomes."

www.weforum.org/stor...
January 5, 2026 at 10:23 AM
Users of #generativeAI struggle to accurately assess their own competence

"While users of #AI tools like ChatGPT achieve higher scores on logical reasoning tests compared to those working alone, they consistently overestimate their success by a significant margin."
Users of generative AI struggle to accurately assess their own competence
A new study reveals that while using AI improves logical reasoning scores, it causes users to significantly overestimate their abilities, creating a disconnect between actual performance and perceived competence.
www.psypost.org
January 5, 2026 at 6:42 AM
'It won’t be so much a ghost town as a zombie apocalypse': How #AI might forever change how we use the internet

www.livescience.com/...

#AISlop
'It won’t be so much a ghost town as a zombie apocalypse': How AI might forever change how we use the internet
AI slop, chatbots and agentic AI are changing the internet, and could transform it beyond recognition, experts say.
www.livescience.com
January 4, 2026 at 6:00 PM
#AI Cartoon of The Year — and five (re)readings for 2026

".. the dominance of LLMs may soon start to decline — and we may start seeing newer, more sound approaches start to emerge." ~ @garymarcus.bsky.social
AI Cartoon of The Year — and five (re)readings for 2026
Happy New Year! 🥳
garymarcus.substack.com
January 4, 2026 at 10:02 AM
Salesforce Steps Back from AI: Executives Reveal Overconfidence in LLMs, Pivot to Deterministic Automation

"Execs are moving away from... LLMs due to concerns over reliability and are now focusing on deterministic automation and solid data foundations."
Salesforce Steps Back from AI: Executives Reveal Overconfidence in LLMs, Pivot to Deterministic Automation | AI News
Salesforce is rethinking its AI strategy after laying off 4,000 employees and deploying Agentforce, an AI-driven automation tool, to streamline operations. Executives are moving away from large language models (LLMs) due to concerns over reliability and are now focusing on deterministic automation and solid data foundations. With these changes in strategy, Salesforce's stock has dropped by 34%, and a rebranding to Agentforce might be on the horizon.
opentools.ai
January 4, 2026 at 6:41 AM
'Most psychologists are "using #AI to help write emails, to help develop homework assignments, to help maybe with some report writing or using AI scribes to assist with documentation," says psychologist Vaile Wright, SD of the Office of Health Care Innovation at the APA.'

www.npr.org/sections...
January 4, 2026 at 2:32 AM
The #AI bubble is all over now, baby blue

"Without world models. you cannot achieve reliability. And without reliability, profits are limited." ~ @garymarcus.bsky.social
The AI bubble is all over now, baby blue
You must leave now, take what you need you think will last.
garymarcus.substack.com
January 3, 2026 at 10:30 PM
A case for #AI models that understand, not just predict, the way the world works

"We need an AI that can reason about causation between entities in the world." ~ @garymarcus.bsky.social

www.marketplace.org/...

#worldmodels
A case for AI models that understand, not just predict, the way the world works
Gary Marcus, professor emeritus at NYU, explains the differences between large language models and "world models" — and why he thinks the latter are key to achieving artificial general intelligence.
www.marketplace.org
January 3, 2026 at 10:00 PM
"Using massive numbers of humans (exact numbers unknown), #GenAI companies perpetually put band-aids that they never disclose on top of their #LLMs, based on human corrections, fixing each new problem as it arises. But the cycle repeats, endlessly." ~ @garymarcus.bsky.social
Why ChatGPT can’t be trusted with breaking news
A new case in point
garymarcus.substack.com
January 3, 2026 at 5:44 PM