Researchers Carry Out Census Of Wikipedia Bots – Unite.ai
The landscape of jobs will likely be dramatically transformed by AI in the coming years, and while some jobs will go by the wayside, other jobs will be created. It isnt clear yet how the nature of job automation will impact the economy, whether or not more jobs will be created than displaced, but it is obvious that those who work in the positions created by AI will need training to be effective at them.
Displaced workers are going to need the training to work in the new AI-related job fields, but how can these workers be trained quickly enough to remain competitive in the workplace? The answer could be more AI, which could help personalize education and training.
Bryan Talebi is the founder and CEO of the startup Ahura AI, which aims to use AI to make online education programs more efficient, targeting them at the specific individuals using them. Talebi explained to SingularityHub that Ahura is in the process of creating a product that will take biometric data from people taking online education programs and use this data to adapt the course material to the individuals needs.
While there are security and privacy concerns associated with the recording and analysis of an individuals behavioral data, the trade-off would be that, in theory, people would acquire valuable skills much more quickly. By giving personalized material and instruction to learners, a learners individual needs and means can be accounted for. Talebi explained that Ahura AIs prototype personalized education system is already showing some impressive results. According to Talebi, Ahura AIs system helps people learn between three to five times faster than current education models allow.
The AI-enhanced learning system developed by Ahura works through a series of cameras and microphones. Most modern mobile devices, tablets, and laptops have cameras and microphones, so there is little additional cost of investment for users of the platform. The camera is used to track facial movements of the user, and it captures things like eye movements, fidgeting, and micro-expressions. Meanwhile, the microphone tracks voice sentiment, analyzing the learners word usage and tone. The idea is that these metrics can be used to detect when a learner is getting bored/disinterested or frustrated, and adjust the content to keep the learner engaged.
Talebi explained that Ahura uses the collected information to determine an optimal way to deliver the material to each student of the course. While some people might learn most easily through videos, other people will learn more easily through text, while others will learn best through experience. The primary goal of Ahura is to shift the format of the content in real-time in order to improve the information retention of the learner, which it does by delivering content that improves attention.
Because Ahura can interpret user facial expressions and body language, it can predict when a user is getting bored and about to switch away to social media. According to Talebi, Ahura is capable of predicting when someone will switch to Instagram or Facebook with a 60% confidence interval, ten-seconds out from when they switch over. Talebi acknowledges there is still a lot of work to be done, as Ahura has a goal of getting the metric up to 95% accuracy, However, he believes that the performance of Ahura shows promise.
Talebi also acknowledges a desire to utilize the same algorithms and design principles used by Twitter, Facebook, and other social media platforms, which may concern some people as these platforms are designed to be addictive. While creating a more compelling education platform is arguably a more noble goal, theres also the issue that the platform itself could be addictive. Moreover, theres a concern about the potential to misuse such sensitive information in general. Talebi said that Ahura is sensitive to these concerns at that they find it incredibly important that the data they collect is never misused, noting that some investors immediately began inquiring about the marketing potential of the platform.
Its important that we dont use this technology in those ways. Were aware that things can go sideways, so were hoping to put up guardrails to ensure our system is helping and not harming society, Talebi said.
Talebi explained that the company wants to create an ethics board that can review the ways the data the company collects is used. Talebi said the board should be diverse in thought, gender, and background, and that it should have teeth, to help ensure that their software is being designed ethically.
Ahura is currently in the process of developing its alpha prototypes, and the company hopes that during beta testing it will available to over 200,000 users in a large scale trial against a control group. The company also hopes to increase the kinds of biometric data they use for their system, planning to log data from things like sleep patterns, heart rate, facial flushing, and pupil dilation.
Read the rest here:
Researchers Carry Out Census Of Wikipedia Bots - Unite.ai
- Netflixs Take That documentary feels like a Wikipedia entry brought to life - The Telegraph - January 28th, 2026 [January 28th, 2026]
- Wikipedia founder Jimmy Wales on the pillars of organizational trust - ASBN Small Business Network - January 28th, 2026 [January 28th, 2026]
- Discount garmin fenix 5 pro Online Sale Garmin Fenix Wikipedia - Through The Fence Baseball - January 28th, 2026 [January 28th, 2026]
- Shop solar movies green book Flash Sales The Green Inferno film Wikipedia - Through The Fence Baseball - January 28th, 2026 [January 28th, 2026]
- Cheap how many rings kd has Factory Sale Kevin Durant Wikipedia - Through The Fence Baseball - January 28th, 2026 [January 28th, 2026]
- Cheap swiss eagle watches wikipedia Online Swiss Eagle Men - Through The Fence Baseball - January 28th, 2026 [January 28th, 2026]
- Shop poljot watches wikipedia Outlet Online Poljot Vintage Watches the Flagship of Soviet Watch Brands - Through The Fence Baseball - January 28th, 2026 [January 28th, 2026]
- Cheap boots with wooden soles Discount Clog Wikipedia - Through The Fence Baseball - January 28th, 2026 [January 28th, 2026]
- Cheap raymond clothes online Shop Raymond Group Wikipedia - Through The Fence Baseball - January 28th, 2026 [January 28th, 2026]
- Cheap dragon ball super broly movie watch now Online Broly Wikipedia - Through The Fence Baseball - January 28th, 2026 [January 28th, 2026]
- Shop cinebay new movies Clearance The Fugitive 1993 film Wikipedia - Through The Fence Baseball - January 28th, 2026 [January 28th, 2026]
- Wikipedia at 25: Jimmy Wales on AI Hallucination and why he trusts humans over algorithms - The Federal - January 28th, 2026 [January 28th, 2026]
- Best are princess cut diamonds more expensive Factory Sale Princess cut Wikipedia - Through The Fence Baseball - January 28th, 2026 [January 28th, 2026]
- Wikipedia celebrates its first 25 years with a warning about the threat of AI to its next 25 - PC Gamer - January 28th, 2026 [January 28th, 2026]
- 25 years of Wikipedia, 25 years of SF drama - sfstandard.com - January 26th, 2026 [January 26th, 2026]
- A Birthday Cake Song for 25 Years of Wikipedia! - Wikimedia.org - January 26th, 2026 [January 26th, 2026]
- Wikipedia volunteers spent years cataloging AI tells. Now theres a plugin to avoid them. - Ars Technica - January 26th, 2026 [January 26th, 2026]
- Wikipedia, Qatar, and the Future of Knowledge - Algemeiner.com - January 26th, 2026 [January 26th, 2026]
- Wikipedia Turns 25: Celebrating a Legacy of Collective Knowledge and Volunteer Dedication - Hoodline - January 26th, 2026 [January 26th, 2026]
- Pro-government editors wiped Iran rights abuses from Wikipedia - watchdog - - January 26th, 2026 [January 26th, 2026]
- Wikipedia Marks 25 Years by Spotlighting the Volunteers Behind the Platform - DesignRush - January 26th, 2026 [January 26th, 2026]
- Celebrating 25 Years of Wikipedia: WikiClub Tech UIT Marks a Milestone in Open Knowledge - Wikimedia.org - January 26th, 2026 [January 26th, 2026]
- Wikipedia turns 25 and spotlights the humans behind the worlds knowledge - Creative Boom - January 26th, 2026 [January 26th, 2026]
- I'm devastated these Wikipedia logos were robbed from us - Creative Bloq - January 26th, 2026 [January 26th, 2026]
- Wikipedia turns 25 and shares a glimpse into the lives of its volunteer editors - The Verge - January 18th, 2026 [January 18th, 2026]
- Wikipedia celebrates 25 years of knowledge at its best - Wikimedia Foundation - January 18th, 2026 [January 18th, 2026]
- London PR firm rewrites Wikipedia for governments and billionaires - TBIJ - January 18th, 2026 [January 18th, 2026]
- Microsoft, Meta, and Amazon are paying up for enterprise access to Wikipedia - The Verge - January 18th, 2026 [January 18th, 2026]
- Wikipedia's 25th anniversary: The story behind the creation of Concord, New Hampshire, article. - Concord Monitor - January 18th, 2026 [January 18th, 2026]
- At 25, Wikipedia Now Faces Its Most Existential ThreatGenerative A.I. - Scientific American - January 18th, 2026 [January 18th, 2026]
- Wikipedia marks 25 years by celebrating its volunteer army of editors - Ad Age - January 18th, 2026 [January 18th, 2026]
- Wikipedia Turns 25, Sells Access To Amazon, Meta, Microsoft And Other AI Giants - Forbes - January 18th, 2026 [January 18th, 2026]
- Wikipedia Is Now 25 Years Old [Citation Not Needed] - PCMag - January 18th, 2026 [January 18th, 2026]
- Wikipedia is now 25 years old worlds 7th most popular website now has over 7 million English articles and 7 billion monthly visitors - Tom's Hardware - January 18th, 2026 [January 18th, 2026]
- Microsoft, Meta, and Amazon are paying up for enterprise access to Wikipedia - TechRadar - January 18th, 2026 [January 18th, 2026]
- After Being Pillaged By AI Companies, Wikipedia Signs Deal to Get Paid By Them - Futurism - January 18th, 2026 [January 18th, 2026]
- Wikipedia is more important, and more vulnerable, than ever - The Boston Globe - January 18th, 2026 [January 18th, 2026]
- Wikipedia Partners With Big Tech Companies To Allow Access To Its Data For Developing And Training AI Models - AfroTech - January 18th, 2026 [January 18th, 2026]
- Wikipedia Marks 25 Years, Spotlighting Africas Growing Role In Knowledge - AfricaBrief - January 18th, 2026 [January 18th, 2026]
- Daily Digest: Wikipedia cuts deal with AI giants, Green Day coming to S.F. waterfront - San Francisco Business Times - The Business Journals - January 18th, 2026 [January 18th, 2026]
- AI firms need to pay fair share for using Wikipedia, founder says - Euronews.com - January 18th, 2026 [January 18th, 2026]
- Newsletter | Ecocide, a controversial mega-bridge & Wikipedia manipulation - Follow the Money - Platform for investigative journalism - January 18th, 2026 [January 18th, 2026]
- Wikipedia is now getting paid by Meta, Microsoft, Perplexity, and other AI companies - TechSpot - January 18th, 2026 [January 18th, 2026]
- Wikipedia Strikes Lucrative Deals with Tech Giants for AI Training Access - Technology Org - January 18th, 2026 [January 18th, 2026]
- Wikipedia commemorates 25th anniversary by inking AI licensing deals - Yahoo News Malaysia - January 18th, 2026 [January 18th, 2026]
- Microsoft, Meta, Amazon, Perplexity, and Mistral AI officially announced as paid program partners of Wikipedia - GIGAZINE - January 18th, 2026 [January 18th, 2026]
- How Africa Is Helping Rewrite the Worlds Knowledge as Wikipedia Turns 25 - Dawan Africa - January 18th, 2026 [January 18th, 2026]
- Why Microsoft, Meta, and Amazon Are Now Paying Wikipedia - TechRepublic - January 16th, 2026 [January 16th, 2026]
- Wikipedia will share content with AI firms in new licensing deals - Ars Technica - January 16th, 2026 [January 16th, 2026]
- Editorial: Happy 25th birthday, Wikipedia. We now admit to liking you. - Chicago Tribune - January 16th, 2026 [January 16th, 2026]
- Wikipedia commemorates 25th anniversary by inking AI licensing deals - AOL.com - January 16th, 2026 [January 16th, 2026]
- As Wikipedia turns 25, its future will depend on AI for better or worse - Sherwood News - January 16th, 2026 [January 16th, 2026]
- Can Wikipedia survive the age of AI? - San Francisco Chronicle - January 16th, 2026 [January 16th, 2026]
- Wikipedia inks AI deals with Microsoft, Meta and Perplexity as it marks 25th birthday - Oskaloosa Herald - January 16th, 2026 [January 16th, 2026]
- If You Cant Beat Them, Join Them: Wikipedia Shows the Way Into an AI Universe - CXOToday.com - January 16th, 2026 [January 16th, 2026]
- Wikipedia signs AI content training deals with Microsoft, Meta, and Amazon - The American Bazaar - January 16th, 2026 [January 16th, 2026]
- Let the birthday festivities begin! Wikipedia turns 25 - Wikimedia.org - January 16th, 2026 [January 16th, 2026]
- Wikipedia may be the largest compendium of human knowledge ever created, but can it survive? - Financial Times - January 16th, 2026 [January 16th, 2026]
- Wikipedia turns 25 today but faces more threats than ever before - 9to5Mac - January 16th, 2026 [January 16th, 2026]
- Wikipedia at 25: can its original ideals survive in the age of AI? - The Conversation - January 16th, 2026 [January 16th, 2026]
- Wikipedia inks AI deals with Microsoft, Meta and Perplexity as it marks 25th birthday - nwitimes.com - January 16th, 2026 [January 16th, 2026]
- Wikipedia inks AI deals with Microsoft, Meta and Perplexity as it marks 25th birthday - Kearney Hub - January 16th, 2026 [January 16th, 2026]
- Wikipedia inks AI deals with Microsoft, Meta and Perplexity as it marks 25th birthday - La Crosse Tribune - January 16th, 2026 [January 16th, 2026]
- Wikipedia signs data agreements with tech giants for AI training ahead of 25th anniversary - - January 16th, 2026 [January 16th, 2026]
- Wikipedia at 25: Microsoft, Meta, Amazon Now Pay to Train AI on It - H2S Media - January 16th, 2026 [January 16th, 2026]
- Wikipedia inks AI deals with Microsoft, Meta and Perplexity as it marks 25th birthday - Winston-Salem Journal - January 16th, 2026 [January 16th, 2026]
- Happy Birthday, Wikipedia: We need you now more than ever - Salon.com - January 16th, 2026 [January 16th, 2026]
- Wikipedia inks AI deals with Microsoft, Meta and Perplexity as it marks 25th birthday - Kenosha News - January 16th, 2026 [January 16th, 2026]
- Wikipedia signs AI deal with Amazon, Meta, Microsoft and Perplexity on 25th anniversary: Here's what this means - Mint - January 16th, 2026 [January 16th, 2026]
- Indian doctor in Sweden stars in Wikipedia's 25th anniversary celebrations - WION - January 16th, 2026 [January 16th, 2026]
- Wikipedia commemorates 25th anniversary by inking AI licensing deals - The Independent - January 16th, 2026 [January 16th, 2026]
- Wikipedia Secures AI Licensing Deals with Amazon, Meta, and Microsoft as Traffic Decline Threatens Sustainability - WinBuzzer - January 16th, 2026 [January 16th, 2026]
- The Wikipedia-AI Pact: A 25th Anniversary Strategy to Secure the Worlds Source of Truth - FinancialContent - January 16th, 2026 [January 16th, 2026]
- Wikipedia celebrates 25 years of free knowledge and global impact - Geo News - January 16th, 2026 [January 16th, 2026]
- Wikipedia turns 25: how the reference site became the infrastructure of the Internet - Mezha - January 16th, 2026 [January 16th, 2026]
- Global information resource Wikipedia celebrates 25 years - Bizcommunity - January 16th, 2026 [January 16th, 2026]
- Wikipedia Inks AI Licensing Deals with Microsoft, Meta on 25th Anniversary - WebProNews - January 16th, 2026 [January 16th, 2026]
- Wikipedia at 25: What the data tells us - Pew Research Center - January 14th, 2026 [January 14th, 2026]
- Object permanence. Wikipedia v The Register; Jeff Koons v - Cory Doctorow Medium - January 14th, 2026 [January 14th, 2026]
- A thing of the past? 25 years of Wikipedia and the new competition from AI - igorsLAB - January 14th, 2026 [January 14th, 2026]