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AI by field
Know what AI can do in your field right now, and how fast that is changing.
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Where AI is in each field
14 fields · checked Nov 12, 2026- AI for mathMoving: very fastAI now solves research-level math problems, with Claude Fable 5.2 leading benchmarks and formal verification in Lean.ShownGemini 4 Carbon and AlphaProof Code formally verified libsignal, generating over 6.5 million lines of Lean in four weeks.Best here now: Claude Fable 5.2
- AI for biology and drug discoveryNo benchmark of its own yetAI models now design proteins and predict variant effects, but no AI-designed drug is FDA-approved.ClaimedGoogle DeepMind announced AlphaGenome 2, a DNA sequence model predicting variant effects in specific cell types.
- AI for medicine and healthMoving: fastAI models now match or beat physicians on some diagnostic benchmarks, but real-world clinical reliability and regulatory approval remain limited.ShownMicrosoft's MAI-DxO system outperformed physicians on complex diagnostic cases, achieving more than twice the accuracy.Best here now: Claude Sonnet 5.5
- AI for physics, chemistry and materialsMoving: very fastAI models now solve graduate-level science problems and assist in real experiments, but still struggle with deep chemistry reasoning.ClaimedAn unreleased Anthropic model proved the 20-year-old Aaronson–Ambainis quantum conjecture, verified by Lean.Best here now: Claude Fable 5.2
- AI for electrical engineering and chipsNo benchmark of its own yetAI models now assist chip and PCB design through specialized agents and generative tools, with Claude Sonnet 5.5 leading general benchmarks but no single model dominating electrical engineering tasks.ShownClaude Fable 5.2 achieved end-to-end electronic prototype design, producing functional devices without circuit corrections.
- AI for software engineeringMoving: fastClaude Fable 5.2 leads software engineering benchmarks, with models now solving 93% of SWE-Bench Pro tasks.ReportedGoogle DeepMind released Gemini 4 Carbon for general usage with gains in software engineering.Best here now: Claude Fable 5.2
- AI for game developmentNo benchmark of its own yetClaude Fable 5.2 can generate a playable FPS game from a single prompt in about eight hours, but full production games remain out of reach.ClaimedFei-Fei Li announced that World Labs' Atlas world model is now available to everyone.
- AI for content and media productionNo benchmark of its own yetAI now generates and edits high-resolution images and video from text, with MiniMax H3-Image and Gemini Omni 1.2 Flash leading recent releases.ShownIntangible's Canvas turned written briefs into editable 3D scenes for AI video generation.
- AI for financeMoving: fastAI models now handle real financial analysis tasks, with Claude Fable 5.2 leading finance benchmarks.ShownNorthern Trust and Microsoft launched an AI agent that converts historical client transactions into standardized reporting data, cutting preparation time by 83%.Best here now: Claude Fable 5.2
- AI for lawMoving: fastAI for law is advancing rapidly, with Claude Sonnet 5.5 leading law benchmarks and Gemini 4 Argon topping agentic legal work, but real-world contract review remains below 60%.ShownQwen3.8 Max leads the Access to Justice benchmark with 76.37% rubric criteria met.Best here now: Claude Sonnet 5.5
- AI for remote and knowledge workMoving: fastClaude Fable 5.2 now completes 41.3% of real freelance projects on the Remote Labor Index, up from 2.1% a year ago.ShownOpen-source NorthCUA computer-use models are released, scoring up to 88 on OS World Verified.Best here now: Claude Fable 5.2
- AI for cybersecurityMoving: fastFrontier AI models now find and exploit real software vulnerabilities, with DeepSeek-V4.1-Flash leading CyberGym at 88.1%.ShownBypassGym benchmark shows even lightweight models like DeepSeek-V4.1 Flash can generate successful EDR evasion submissions.Best here now: GPT-6 Astra
- AI for robotics and the physical worldNo benchmark of its own yetAI models now control real robots for manipulation and lab work, with Nvidia's GR00T 2 and Google's Gemini Robotics 2.5 leading, but reliability and safety gaps remain.ShownRunway releases Praxis-1, a world action model that ranks first on NVIDIA's RoboLab-120 leaderboard, with open weights under Apache 2.0.
- AI for research and analysisMoving: very fastAI research agents now score 73-95% on hard research benchmarks, led by Claude Opus 5, Muse Spark 1.1, and Kimi K3.ShownLongCat-2.5 leads the ResearchRubrics benchmark at 81.0%.Best here now: Claude Opus 5
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Answers and projections are analysis, not investment advice.