[New] From 2029 onwards, leading AI systems outperform expert humans at virtually all cognitive tasks, with significant advantages in certain domains, and compress decades of scientific breakthroughs into years.
GOV.UK
[New] From 2029 onwards, AI systems match the performance of an average human at the majority of cognitive tasks, can automate most tasks that a remote human worker could perform, and drive major scientific advances.
GOV.UK
[New] By 2030, AI systems match the performance of an average human across the majority of cognitive tasks, can automate most tasks that a remote human worker could perform, and drive major scientific advances.
GOV.UK
[New] By 2030AI systems automate many digital workflows as capably as humans and support many scientific advances, but they remain less capable at performing key cognitive abilities.
GOV.UK
[New] From 2029 onwards, leading AI systems outperform expert humans at virtually all cognitive tasks, with significant advantages in certain domains.
GOV.UK
[New] From 2029 onwards, AI can automate most tasks that a remote human worker could perform.
GOV.UK
[New] By 2030, AI can automate most tasks that a remote human worker could perform, driving major scientific breakthroughs, transforming public services, and creating an economic boom.
GOV.UK
[New] Slower AI progress could increase the likelihood that China overtakes the US as the global AI leader.
GOV.UK
[New] China could pull ahead of the USA, with potentially enormous implications for the global order, if combined with the development of transformative AI.
GOV.UK
[New] AI will likely provide a sustained increase to economic growth over the 2030s.
GOV.UK
[New] Slower AI progress could increase the likelihood that an adversary nation overtakes the US as the global AI leader.
GOV.UK
[New] AI could cause significant labour displacement by 2030.
GOV.UK
[New] Automation broadly (including AI and robots) could displace 400-800 million jobs globally by 2030.
Robozaps
[New] Automation - including humanoid robots and AI - could displace between 400 and 800 million jobs worldwide by 2030, forcing up to 375 million workers (roughly 14% of the global workforce) to switch occupations entirely.
Robozaps
[New] Humanoid robots combined with AI could transform entire sectors within 5-10 years, leaving insufficient time for workforce retraining.
Robozaps
[New] Adversary states are developing swarms of AI-controlled drones capable of coordinated combat operations without human intervention, threatening to upset the global military balance.
GOV.UK
[New] Capital is essential given the largest training runs for frontier AI will likely cost over a billion dollars by 2027 (Epoch AI, 2025 e).
GOV.UK
[New] The training datasets of frontier language models have grown 2.7 x per year, and usage trends suggest that public human-generated text data may run out before 2030 (Epoch AI, 2025 c).
GOV.UK
[New] Based on current trends, the rate of advancement in AI capabilities by 2030 would constitute a slowdown in Trajectory 1, a continuation in Trajectory 2, and a take-off (i.e. rapid acceleration) in Trajectory 3.
GOV.UK
[New] In 2026, small companies will have an opportunity to conduct efficient marketing campaigns, automate business activities, and improve customer support owing to cheap AI-powered applications.
Medium
[New] AI experts will become the key to high-paying jobs in 2030 by acting as strategic partners to the leadership and predictors of disease outbreaks and optimization of global supply chains, etc.
UniAthena
Last updated: 19 June 2026
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