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Impact

How AGI could change the world

A neutral survey of plausible impacts across sixteen domains. Many are already underway in narrow form; AGI would amplify and integrate them. None of these outcomes are guaranteed, and all carry trade-offs that deserve serious public debate.

Healthcare

Personalised diagnostics, drug discovery acceleration, protein design, and continuously updated treatment guidelines synthesised from global literature.

Education

Adaptive tutors that model each learner's cognition, surface misconceptions, and scaffold mastery across any subject.

Science

AI co-investigators that read all relevant literature, design experiments, run simulations, and propose theories - compressing the research cycle.

Robotics

General manipulation, navigation, and dexterous skill transfer enabling robots to operate usefully in unstructured environments.

Engineering

Generative design across mechanical, electrical, and software systems with formally verified properties.

Finance

Risk modelling, fraud detection, and capital allocation that incorporate broader real-world signals - with new governance challenges.

Transportation

End-to-end autonomy across road, rail, sea, and air - with safety cases that scale beyond hand-engineered systems.

Research

Universal research assistants that synthesise, cite, and critique work across every discipline simultaneously.

Climate Science

Higher-resolution Earth-system models, materials discovery for clean energy, and optimisation of grids, agriculture, and supply chains.

Space Exploration

Autonomous spacecraft and planetary rovers, mission planning under uncertainty, and large-scale astronomical data interpretation.

Government

Better public service delivery, evidence synthesis for policymaking - alongside hard questions about transparency and accountability.

Defense

Significant capability shifts in surveillance, cyber operations, and autonomous systems - with urgent need for international norms.

Manufacturing

Flexible factories that retool for new products in hours, optimised supply chains, and predictive maintenance at scale.

Media

New tools for journalism and verification - and new threats from synthetic media that erode shared epistemic ground.

Creativity

Augmented tools for artists, designers, and writers - and difficult questions about authorship, originality, and economic value.

Productivity

Cognitive copilots that absorb routine knowledge work, freeing humans for higher-order judgement, taste, and relational labour.