Trends

Patterns worth watching.

The most important currents shaping the AI industry β€” where adoption is accelerating, where it's quietly stalling, and what's next.

criticalhigh confidence

AI Workforce Displacement

Unlike previous automation, AI replaces intellectual labor with no obvious fallback profession

criticalhigh confidence

Future of Work

AI is fundamentally reshaping employment, skills, and the nature of work itself

Knowledge Work Disruption
criticalhigh confidence

Knowledge Work Disruption

AI models now outperform human experts on professional tasks

Open Frontier Research
criticalhigh confidence

Open Frontier Research

The Movement to Keep AI Research Open and Collaborative

Rise of AI Agents
criticalhigh confidence

Rise of AI Agents

From chatbots to autonomous workers - AI that takes action

emerginghigh confidence

Agent Platforms & Marketplaces

The shift from building individual agents to building ecosystems where agents are discovered, shared, and composed

emergingmedium confidence

Agents as Employees

AI agents are shifting from assistants to autonomous workers with credentials, identity, and purchasing authority

emerginghigh confidence

AI Reshaping Design

AI agents are forcing the design profession to abandon its traditional process

Application Over Training
emerginghigh confidence

Application Over Training

The Strategic Shift from Model Development to Product Development

End of Scaling Era
emerginghigh confidence

End of Scaling Era

The Return to Research-Driven AI Progress

emerging

Peak Software Engineer

emergingmedium confidence

Solo AI Founders

One-person companies reaching millions in revenue using AI agents instead of employees

emergingmedium confidence

The Skill Economy

Agent skills becoming a monetizable, tradeable layer β€” creating marketplaces, new roles, and a SaaS-like ecosystem for AI capabilities

emergingmoderate confidence

Universal Basic Income

UBI emerges as the leading policy response to AI-driven workforce displacement

growingmedium confidence

AI Bubble

Growing concerns about overinvestment in AI and the risk of a market correction

growinghigh confidence

AI Safety

AI safety research, governance, and risk mitigation emerging as a critical field

growinghigh confidence

Enterprise Pivot

The industry-wide shift from consumer AI experiments to production enterprise deployments

establishedhigh confidence

Model Commoditization

AI models becoming commodity products as value shifts from training to applications

The Generalization Gap
establishedhigh confidence

The Generalization Gap

Why AI Excels on Benchmarks but Struggles in the Real World

The Chatbot Era
declininghigh confidence

The Chatbot Era

Q&A interfaces giving way to autonomous agents that take action

acceleratinghigh confidence

Reasoning Models

A new class of AI models that think before answering, trading speed for accuracy on hard problems

SaaS-to-AI Transformation
accelerating

SaaS-to-AI Transformation