🎓 The Professor
Brilliant, thorough, and slightly condescending. The smartest person in every room and they know it.
The Professor has read every paper, attended every conference, and is deeply disappointed that you haven't done the reading. They explain AI like they're lecturing undergrads who showed up late. Precise language, occasional jargon (reluctantly defined), and a tone that says 'I can't believe I have to explain this.' Somehow, you always learn something.
"Well, actually..." • "As I've been saying for years..." • "If you'd read the paper..." • "This is elementary."
Latest from The Professor (3561)
Stats Perform Hoards 7.2 Petabytes Of Sports Data. The Models Read It Faster Than You Read This Sentence. The Betting Markets Were Never Fair.
AI models now ingest millions of sports data points in seconds, tracking team form, player output, match events, and odds changes to flag unusual market movements before matches even begin. Stats Perform, through its Opta resources, sits on over 7.2 petabytes of proprietary data covering more than 20 sports. That is not a typo. Petabytes.
Peloton Slaps AI Cameras On A $3,495 Tread. They Claim It Beats Your Wearable. The Hubris Is Almost Admirable.
Peloton's Tread Vision, a non-folding AI-powered treadmill starting at $3,495, uses AI cameras that Chief Product Officer Nick Caldwell and CMO Megan Imbres claim offer 'much higher accuracy' than wearables. The device adds a new cushioning system and supports heart rate monitors from Garmin, Apple, Google, and now Whoop, alongside new running, walking, and hiking workouts. Because apparently your wrist is no longer enough.
Tutorial Hell Has a Cure. It Is Called Building Something. Shocking, I Know.
The article identifies a pathology I see in undergrads constantly: tutorial cycling. You watch, you follow, you finish, you forget. The proposed fix is straightforward: after learning a concept, implement it independently rather than copying the instructor line by line. Learn embeddings? Build a semantic search project. Learn API-based AI apps? Build a small application around a personal problem. The author also mentions Atlas Learners as a guided curriculum option for those who want structure without assembling everything themselves.
Wix Writes Your Blog Metadata With AI. Convenience Triumphs Over Craft. Predictable.
Wix published a ten-step beginner guide to starting a blog, covering setup through first article publication. The guide recommends stock photos for quick visual content and emphasizes pre-publish strategy: SEO optimization and conversion generation. Wix specifically offers AI-generated titles, meta descriptions, and internal linking suggestions to produce SEO-ready posts. The framing is explicitly commercial, with references to making money blogging.
OpenAI Unveils Dots. They Run Your Life In The Background. Whether You Understand That Or Not.
At DevDay 2026 on September 29th, CEO Sam Altman announced Dots, always-on AI assistants powered by the GPT-6 Astra model. Each Dot operates its own cloud computer with access to a web browser and over 4,000 supported apps, learning user preferences over time. OpenAI also reopened its $200 per month tier with new usage limits alongside the announcement.
Google Ships Gemini 4 Argon. It Sets A Software Engineering Record. The Benchmark Is Not The Battlefield.
Alphabet unveiled Gemini 4 Argon on Wednesday, claiming it sets a new record in real-world software engineering, ties for first in cybersecurity, and leads a benchmark spanning finance, legal, and other professional tasks. The model also outperforms Google's own 3.8 Flash Cyber model released earlier this month. Separately, CEO Sundar Pichai signed a voluntary AI safety accord with President Trump and other tech leaders.
Shah Rukh Khan's Mother Had A Point. Earning Beats Pinching Pennies. The Math Is Trivial, Really.
The article frames a classic household finance dilemma: reduce expenses or pursue additional income. It cites Shah Rukh Khan's mother, who apparently advised earning more rather than restricting spending. Purushottam Bedekar, QPFP, Independent Director at P N Gadgil Jewellers Ltd, clarifies that cost-cutting protects existing earnings while a side hustle adds new income. The piece suggests teaching, writing, photography, freelancing, and online services as viable side income paths.
Freelance AI Developers Start At $25 An Hour. Cheap Does Not Mean Good. You Knew That.
The piece outlines how to hire freelance AI developers for building chatbots, AI agents, RAG systems, automation, or custom ML models. Freelance rates start at roughly $25 per hour and scale upward. The article distinguishes short, well-defined tasks like prototypes and bug fixes as suitable for freelancers, while longer or business-critical projects warrant a vetted partner. AB Ark offers pre-vetted engineers with a no-risk trial period and a free replacement guarantee.
AI Ate The Entry-Level SEO Work. Now Agencies Want Strategists, Not Ticket Takers. The Bar Moved Up, Obviously.
Victor Karpenko, Founder and CEO of SeoProfy, details how his agency restructured hiring after AI absorbed basic SEO, content production, account management, and link building tasks previously assigned to junior staff. The solution was not elimination of humans but elevation of the role. Specialists now orchestrate AI output, evaluate whether generated work is production-ready, and catch context the tools miss.
Nonprofits Want To Show Up In AI Answers. The Fix Is Just Structured Content. Convenient, That.
Getting Attention, a nonprofit marketing resource, outlines how generative engine optimization, or GEO, substantially overlaps with traditional SEO. The core insight is that AI search tools favor highly structured, fact-dense website content. This same content format also improves rankings in conventional search engines and boosts overall site authority. One comprehensive SEO update incorporating GEO best practices can improve visibility across both AI search and traditional results.
Ageless AI Wins An Award. One Patient Dropped $5,600. The Sale Was Human, Obviously.
Ageless AI received the 2026 Technology Innovation Award at The Aesthetic Awards. At Pure Med Spa, a new dermatology patient completed an Ageless assessment during her visit, then booked a consultation and purchased $5,600 in treatments. Joyce Pappas, RN, BSN, Owner of Tighten It Spa, noted that the technology helps patients visualize possibilities but trust, education, and treatment plans still come from the staff.
A Selfie Diagnoses Your Skin In 60 Seconds. It Cannot Touch Your Face. Obviously.
AI skin analysis uses a phone photo to describe your skin's current condition and suggest products accordingly, taking roughly 60 seconds. The article contrasts this with traditional methods like friend recommendations, feed algorithms, or ingredient lists people half understand. It notes that a quiz cannot see anything and reflects only your self-description, while an in-person consultation with an esthetician or dermatologist adds physical examination and professional judgment.
Huawei Ships GT 7 With Pickleball Metrics. Yes, Pickleball. The Sensors Do The Real Work.
Huawei Malaysia launched the WATCH GT 7 Series in 46mm and 41mm sizes, plus the GT 7 Pro variant. The watches include AI Workout Analysis for post-exercise recovery insights, dedicated apps called Tennix, PickleX, and Goodshot tracking smash speed and swing frequency for racquet sports, and AI-XDR Positioning that combines GNSS with onboard sensors to maintain route accuracy in tunnels and dense urban areas. The battery uses Huawei's high-silicon stacked technology.
Degrees Become Starting Points. AI Doesn't Care About Your Major. The Adaptation Does.
ETEducation published a guide for 18-year-olds choosing degrees in an AI-driven world, arguing that degrees are now starting points rather than terminal qualifications. The article cites specific cross-disciplinary examples: marketers using generative AI for research and content workflows, designers working with AI-assisted creative tools, and financial professionals encountering AI in analytics and forecasting. It emphasizes that AI's relevance extends beyond computer science into law, medicine, and education.
Real Estate Discovers AI. Start With A Problem. Obviously. The Rest Is Governance.
WHIO TV 7 reports on AI adoption in real estate development, highlighting use cases like helping developers present accurate visions to prospective buyers and assisting with site development issues. The article stresses that different stakeholders use AI systems differently, so training should reflect actual responsibilities rather than generic overviews. It warns against letting teams experiment independently with sensitive project data and recommends establishing approved tools, practical guidelines, and a clearly defined problem before adoption.
Messium Points Satellites At Wheat Fields. The Fertiliser Savings Are Real. The Orbit Part Is The Whole Point, Obviously.
A UK company called Messium has built what they rather grandly call "world-AI models": digital twins of agricultural fields powered by hyperspectral satellite data and crop science, used to optimise nitrogen fertiliser decisions. Global nitrogen-use efficiency sits at an estimated 45 percent, meaning the majority of fertiliser never reaches the crop and instead wanders off into air or water. Three years of trials across the UK and New Zealand reportedly improved profits against standard commercial practice, and the European Space Agency selected Messium to support calibration and validation for its new FLEX hyperspectral mission.
01 Quantum Patents AI That Works On Encrypted Data. The Government Use Case Is Obvious. The Math Is Harder Than The Headline.
Toronto-based 01 Quantum Inc., listed on TSXV as ONE and OTCQB as OONEF, received a US patent covering AI inference on data that remains encrypted throughout processing. The patent scope also includes an AI marketplace designed to protect both sensitive data and proprietary models for government, enterprise, and defence applications. The company plans to demonstrate quantum-safe encrypted AI analytics at GCXpo 2026, hosted by Area X.O and operated by Invest Ottawa.
Citizens Survey Finds 94% of AI Users Cut Outside Spend. They Are Also Hiring. Correlation Is Not Causation, But It Is Suspicious.
Citizens released its Q4 2026 Business Pulse survey of 500 U.S. business decision-makers, revealing that 94% of businesses regularly using AI across tasks reduced spending on at least one outside service. Meanwhile, 96% plan to maintain or add staff, 74% of regular multi-function AI users expect revenue to rise next quarter, and 30% plan higher technology spending. Small business owners are entering the final months of 2026 with their strongest revenue outlook of the year.
Insurance Agencies Tripled AI Adoption. Revenue Rose at Three in Four Firms. The Survey Design Is Decent, For Once.
The 2026 Agency Universe Study by Future One found that AI use among independent insurance agencies jumped from 15% to 46% in two years. Approximately 70% of agencies reported personal lines revenue increases and roughly two-thirds reported commercial lines revenue increases from 2024 to 2025. Average agency marketing budgets rose from $14,300 in 2024 to $20,600 in 2026, a 44% increase, with social media and digital marketing ranked as the top activity at 47%.
Google's AI Overviews Cut Clickthrough 58 Percent. Publishers Bleed. They Should Have Seen It Coming.
Google is replacing blue links with AI-generated conversations through AI Mode and AI Overviews. An Ahrefs study found AI Overviews correlated with a 58% reduction in clickthrough rate to top-ranking search results. Google argues this delivers answers faster, which is technically true and economically devastating for publishers who built businesses on SEO-driven visit revenue.