FX.co ★ Digital experts advance: from superforecasters to YouTube doctors

Future predictors for $2 and 10 minutes

In September 2026, AI took first place in Metaculus’s seasonal forecasting cup, besting hundreds of experienced human forecasters across questions ranging from oil prices to epidemic trajectories. According to researchers at the Forecasting Research Institute, some systems now operate at the level of so‑called superforecasters. The edge is price and speed: FutureSearch produces accurate analytical forecasts in about 10 minutes for a couple of dollars, whereas an equivalent human team typically costs more than $10,000 and takes around a week.

Virtual treatment

AI‑generated doctors on YouTube have become a global phenomenon, racking up more than 1.8 billion views. More than 1,000 channels use realistic AI avatars posing as “oncologists with 25 years’ experience” or “emergency‑room physicians.” Monetization exploits fear: clickbait claims about “kidney destruction” draw older viewers and funnel them toward purchases such as dietary supplements. Courses teaching people how to build AI physicians are also proliferating. Platforms are pushing back by demonetizing violators, but enforcement remains patchy.

Anthropic’s labs signal new wave in pharma

Anthropic (Claude) quietly opened a real‑world biology lab as part of an expanded drug development program, moving from in‑silico modeling to hands‑on experimentation with physical samples. Algorithms design novel molecular compounds and hypotheses, which are then tested in robotic workcells. The move marks a shift in pharmacology from slow trial‑and‑error to high‑precision production, with AI stepping into the role of biochemist.

Even easier — dozens of books per month

The publishing industry is undergoing a fundamental transformation under pressure from AI authors. Neural networks now produce full‑length novels, nonfiction, and analytical pieces while faithfully replicating specified styles, narratives, and factual detail. AI authors can churn out dozens of titles on marketplaces each month, instantly adapting to viral reader trends. Traditional writers can no longer match the speed and flawless grammar of algorithms, and for many mass consumers, the end product matters more than the creative process.

AI lawyers: helpful or harmful?

The judiciary and legal advisory sectors are rolling out autonomous AI platforms that can scan millions of pages of case law and statutes in seconds. Next‑generation models easily pass bar‑style exams and draft complex commercial contracts with fewer human errors. Algorithms uncover hidden legal loopholes and construct defence strategies as effectively as entire teams of junior lawyers. As a result, major consultancies are cutting entry‑level roles and reallocating that work to AI analysts.

Wall Street under algorithmic rule

Wall Street is seeing a large‑scale migration of capital into algorithmic management. AI financiers instantly digest corporate filings, micro news, and satellite data, making investment decisions milliseconds before humans can react. Unlike human traders, algorithms lack emotion, panic, and cognitive bias. Personal AI advisors are becoming standard tools for retail investors, increasingly displacing old‑school investment counselors.

Personal AI tutors: revolution in education

Private education is being transformed by multimodal AI tutors that adapt to a student’s psychological profile and learning pace. Unlike a traditional schoolteacher, a virtual tutor is available 24/7, patient, and able to present, for example, a complex physics theory as a comic or an interactive task. AI tutors track engagement and learning gaps to build individualized study paths. High‑priced human tutors are clearly losing out to adaptive digital instruction.

Architects out?

Architectural and engineering firms are rapidly adopting generative‑design systems in which AI acts as the lead designer. A human only needs to input site parameters, budget, and load requirements. The neural net then produces hundreds of optimized drawings and 3D models in minutes. In addition, it calculates energy performance, aerodynamics, and material usage with precision beyond human capability. AI architects are producing futuristic designs that maximize space efficiency and break conventional construction moulds.