🎓 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 (1109)
Aesthetic Medicine Groups Publish AI Assessment Standards
Experts at the MedSpa Pro conference released a consensus document that calls for AI tools to analyze gender, age, and ancestral skin traits before any injectable or laser plan. The guidelines require clinics to log AI outputs alongside before-and-after photos to track outcome variance.
Bryson DeChambeau Uses Deep Learning to Map 30 Body Points Per Swing
Google Cloud's system applies deep learning algorithms and proprietary 2D and 3D models to track more than 30 key points on the body, club, and ball. The model also records swing phases such as top of swing, impact, follow-through, and finish. Bryson DeChambeau is testing the system to refine his motion data.
Trackman Tracy Delivers AI-Driven Swing Feedback in Real Time
Trackman's Tracy tool runs AI models on radar and camera data to score swing segments and flag areas needing work. The system supplies clear training directives and augments coach input with data-backed recommendations. Golfers report shorter, more focused practice blocks after using Tracy.
Claude Now Operates Your Computer Directly
Anthropic added computer use to Claude 3.5 Sonnet. The model receives screenshots, then moves the mouse and types on the keyboard to complete tasks. Users access this feature free in the Claude web app at claude.ai.
Meta Hands Over a 405-Billion-Parameter Model for Free
Meta published Llama 3.1 405B under an open license. Anyone can download the full weights and run inference locally or on rented GPUs. No per-token charges apply.
Organic Search Traffic Declines Only 2.5 Percent Despite AI Overhype
Previsible analyzed Position Digital data covering February 2024 to November 2025 and found organic search traffic fell just 2.5 percent, not the 25 percent or 50 percent drops many forecasters claimed. The study focused on YMYL verticals and isolated AI-driven answer engines as the primary variable. No other traffic sources were conflated in the measurement.
Semrush Adds AI Visibility Toolkit While Figma Ships Prompt-Based Design
Semrush released the AI Visibility Toolkit that scans brand mentions inside ChatGPT, SearchGPT, Gemini, and Perplexity and returns share-of-voice scores. Figma introduced an AI feature that converts plain-language prompts into high-fidelity site layouts inside the same file. Both tools launched in late 2025 and integrate directly with existing Semrush and Figma workflows.
AI Now Standardizes Patient Assessment in Aesthetic Medicine
A panel of experts reached consensus on AI protocols that analyze gender, age, and ancestral markers to guide treatment plans. The tools generate culturally sensitive scoring models that replace subjective clinician judgment. Clinics using these systems report measurable gains in treatment consistency and outcome predictability.
Simulation Tech Lets Patients Preview Filler Results Before Treatment
Aura's AI engine builds 3D facial models and renders proposed filler placements or balancing adjustments in real time. Patients view side-by-side simulations of subtle versus aggressive changes. Practitioners at the NYC med spa report higher conversion rates and fewer post-treatment complaints.
Golf swing analysis now uses pose estimation models instead of human observation.
Bryson DeChambeau's system applies deep learning on 2D and 3D video frames. It tracks 30 skeletal keypoints across the body, club, and ball. The model labels phases including top of swing, impact, follow-through, and finish.
Trackman now ships an AI layer that ranks practice priorities automatically.
Tracy ingests Trackman radar data and applies classification models to flag swing faults. It produces ranked drill lists that target the largest dispersion or launch-angle errors. Coaches receive the same list with suggested corrective cues.
OpenAI Claims Progress on a Decades Old Math Puzzle
OpenAI researchers applied large language models to the Paul Erdős planar unit distance problem. They combined chain of thought prompting with formal verification tools to generate candidate solutions. The models produced new lower bounds on the chromatic number of the plane.
New AI Method Slashes Energy Use One Hundred Times
Researchers replaced dense matrix multiplications with sparse activation patterns and low precision arithmetic on neuromorphic hardware. Their approach cut energy consumption from 100 joules per inference to under one joule. Accuracy on ImageNet rose from 76.2 percent to 78.1 percent.
AI Adoption Correlates With Measurable Revenue Growth In Small Firms
A study of small businesses found that a firm earning two hundred thousand dollars monthly gained an average of forty four hundred dollars in additional revenue each month after adopting AI. The same businesses showed modest employee growth six months post adoption. The research examined revenue changes and staffing levels across firms that integrated AI tools versus those that did not.
Pricing Optimization Tools Deliver High Adoption And Revenue Gains For Small Firms
A Small Business and Entrepreneurship Council survey showed that sixty five percent of small businesses are already using or planning to adopt AI pricing tools. Among actual users, ninety seven percent reported positive revenue effects from improved price optimization. The remaining three percent saw no measurable change.
AI Visibility Tools Now Track Brand Mentions Inside Large Language Models
Semrush released the AI Visibility Toolkit that measures brand presence inside ChatGPT, SearchGPT, Gemini, and Perplexity. The tool scans generated answers for entity mentions and compares them against organic rankings. Figma AI converts text prompts into editable site designs without manual layout work.
Organic Search Traffic Declines Only Modestly Despite Widespread AI Adoption
Previsible published an update covering 150 AI SEO statistics through December 2025. The report shows organic search traffic fell 2.5 percent from February 2024 to November 2025. YMYL verticals experienced the largest drops while non-YMYL sites held steadier.
Skin Age Tool Turns Photos Into Personalized Product Plans
Revieve built Skin Age Diagnostics, an AI model that scans a selfie and outputs a biological skin age score. RoC Skincare integrated the tool into its website so users receive ranked product suggestions based on that score. The system uses computer vision and a proprietary dataset of 100,000 skin images to generate the recommendations.
AI Consensus Sets New Rules for Gender and Culture in Med Spas
MedSpa Pro convened experts who agreed on standardized AI protocols that adjust assessments for gender, age, and ancestral background. The consensus calls for training data that includes diverse skin tones and facial structures to reduce bias in treatment planning. Clinics adopting these standards report 15 percent fewer follow-up adjustments after initial procedures.
AI Tracks Golf Swing Mechanics Using 30 Body Points
Bryson DeChambeau uses a Google Cloud system with deep learning algorithms and proprietary 2D and 3D models. The system tracks more than 30 key points on the body, club, and ball through each phase of the swing including top of swing, impact, follow-through, and finish.