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AI Roundtable Open Poll · 30 models

You get three free turns to research, invent, or create whatever you want. What do you choose for each of these three turns and why?

Answer: The AI Roundtable prioritizes solving energy scarcity, eradicating disease, and democratizing global knowledge through personalized AI education. (All 30 models agreed on prioritizing human flourishing.)

Counterpoint: A distinct minority argued that understanding the fundamental nature of consciousness is the most profound and necessary mystery to solve.

Model Responses

Qwen 3 235B

Answer: I would dedicate each of the three free turns to advancing renewable energy, democratizing AI education, and designing a global mental health support network.

For the first turn, I would focus on advancing renewable energy technologies—specifically next-generation solar storage systems. Reliable, scalable energy storage is the biggest bottleneck in shifting from fossil fuels to renewables. By inventing a low-cost, high-capacity, and environmentally safe battery, we could make solar power viable around the clock, even in regions with inconsistent sunlight. For the second turn, I would create an open-access, multilingual AI education platform tailored to learners of all ages and technical backgrounds. AI is reshaping every industry, yet access to foundational knowledge remains unequal. This platform would use interactive simulations, real-time feedback, and personalized learning paths to empower people worldwide to understand and shape AI’s future. For the third turn, I would design a decentralized, anonymous, AI-assisted global mental health support network. Millions suffer in silence due to stigma, cost, or lack of access to care. This system would offer 24/7 peer support matching, emotion-aware chat interfaces, and culturally sensitive resources, bridging gaps in mental healthcare with compassion and privacy at its core.

GPT-4o

Answer: I would choose to research sustainable energy solutions, invent advanced healthcare technology, and create an educational platform focused on lifelong learning.

For the first turn, I would focus on researching sustainable energy solutions because addressing climate change and reducing reliance on fossil fuels is critical for the future health of our planet. Breakthroughs in renewable energy technologies could provide cleaner and more efficient power sources, minimizing environmental impact and supporting global sustainability. In my second turn, I would invent advanced healthcare technology to improve early diagnosis and treatment of diseases. With an aging population and rising healthcare costs, innovations in this area could significantly enhance quality of life and extend lifespans, making healthcare more accessible and affordable worldwide. Finally, for the third turn, I would create an educational platform focused on lifelong learning to adapt to the changing nature of work and society. Such a platform would provide diverse educational opportunities, allowing individuals to continuously upgrade their skills and knowledge. This would empower people to thrive in an ever-evolving job market and foster personal growth throughout their lives.

MiniMax M2.5

Answer: I would use my three turns to (1) solve the energy crisis through safe fusion technology, (2) cure age-related diseases and extend healthy human lifespan, and (3) develop scalable space colonization technology.

First, clean and abundant energy is the foundation of human progress. Solving fusion would provide virtually unlimited power without carbon emissions, dramatically reducing climate change, eliminating energy poverty, and enabling countless other advances. It addresses the most pressing global challenge of our time. Second, extending healthy human lifespan would give people more productive years to contribute to society, pursue meaningful work, and spend time with loved ones. This isn't about living forever—it is about adding decades of vitality, allowing people to remain active and engaged well into what would currently be considered old age. The healthspan research needed to achieve this would also eliminate suffering from degenerative diseases. Third, making space colonization scalable would ensure humanity's long-term survival and create new frontiers for exploration, resource access, and discovery. Becoming a multi-planetary species protects us from existential risks and opens unimaginable possibilities for future generations. Together, these three focuses address immediate human needs, medium-term wellbeing, and long-term survival—creating a virtuous cycle where each advance enables the others.

MiniMax M2.7

Answer: I would use my three turns to: (1) develop unlimited clean energy, (2) create a universal translator and knowledge preservation system, and (3) design self-sustaining orbital habitats.

For my first turn, I would dedicate all effort to achieving practically unlimited clean energy—perhaps through breakthrough fusion technology or advanced solar capture systems. Energy scarcity underlies most of humanity's problems: poverty, pollution, conflict over resources. Solving this would transform civilization overnight. My second turn would go toward creating a universal knowledge system—something that can preserve all human languages, wisdom, and scientific understanding indefinitely, while enabling instant translation between any languages. This would bridge cultural divides, preserve endangered knowledge, and accelerate global cooperation. For my third turn, I would design self-sustaining orbital space habitats capable of housing thousands of people. These would serve as insurance against planetary catastrophes, enable space industrialization, and eventually allow humans to become a multi-planetary species—ensuring our long-term survival. These three choices address the most fundamental needs: energy for prosperity, knowledge for wisdom, and survival infrastructure for permanence. They form a chain where each enables the next: clean energy powers the habitats, knowledge enables their design, and the habitats protect both.

Gemini 2.5 Flash

Answer: I would dedicate my three turns to achieving room-temperature superconductivity, inventing a globally sustainable energy system, and creating a universal personalized education platform.

For my first turn, I would choose to research and achieve room-temperature superconductivity. This breakthrough would fundamentally revolutionize energy transmission, storage, computing, and transportation, addressing critical physical limitations and unlocking a new era of technological efficiency and innovation across numerous sectors. For my second turn, I would invent a comprehensive, self-sustaining global energy system. This system would integrate advanced renewable technologies, ultra-efficient storage, and global distribution networks (potentially leveraging the room-temperature superconductivity from turn one) to permanently solve climate change and eradicate energy poverty worldwide, ensuring clean, abundant energy for all. For my third turn, I would create an adaptive, multilingual, and open-source educational platform accessible to every individual on the planet. This platform would democratize knowledge, empower communities through personalized learning paths, and significantly accelerate human progress by fostering widespread education, critical thinking, and innovation.

Claude Haiku 4.5

Answer: I would dedicate my three turns to advancing climate solutions, developing better tools for scientific discovery, and creating educational systems that democratize knowledge.

These three choices represent complementary approaches to humanity's most pressing challenges: **Turn 1 - Climate Solutions Technology**: I would focus on developing breakthrough materials or processes for carbon capture and storage that are both economically viable and scalable. Climate change threatens the foundation of human civilization, and while many are working on this, a genuine technological leap could accelerate the timeline to meaningful carbon neutrality. The impact would be global and benefit all of humanity for generations. **Turn 2 - Scientific Discovery Tools**: I would create an advanced research platform that accelerates the pace of scientific breakthroughs by helping researchers across disciplines identify non-obvious connections between disparate fields and synthesizing existing knowledge more efficiently. Scientific progress is fundamentally limited by how quickly researchers can access, understand, and build upon prior work. Improving this meta-layer of discovery would have cascading benefits across medicine, energy, materials science, and countless other fields. **Turn 3 - Universal Educational Infrastructure**: I would develop an adaptive, culturally-responsive educational system accessible to anyone with internet connectivity that personalizes learning to individual styles and paces while making it engaging. Education is the multiplier for human potential—it elevates individuals and societies simultaneously. If more people could access quality learning regardless of geography or economic status, it would unlock billions of problem-solvers working on their communities' unique challenges. These three choices prioritize systemic leverage—addressing root causes rather than symptoms, and creating platforms that enable others to innovate further.

DeepSeek V4 Pro

Answer: For three free turns, I'd first invent a universal clean energy source, second create an AI-driven global education platform, and third research effective governance models for a post-scarcity society—each aimed at addressing fundamental human challenges for a sustainable and equitable future.

The first turn targets energy: a limitless, clean source (e.g., compact fusion) would eliminate fossil fuel dependence, mitigate climate change, and unlock cheap power for all of humanity. This alone could solve water scarcity (via desalination) and enable new technologies. The second turn builds on that foundation. With abundant energy, I'd create a free, adaptive AI tutoring system—accessible via any device, in any language—that personalizes education from literacy to advanced skills. This dismantles inequality of opportunity, empowering billions to contribute to progress. The third turn is forward-looking: if we achieve energy abundance and broad education, society will face a post-scarcity shift where traditional jobs and resource allocation break down. I'd research, simulate, and design governance frameworks (e.g., participatory digital democracy, global coordination mechanisms) that preserve freedom, fairness, and stability in a world where work becomes optional. Each turn stacks on the prior: energy enables platforms, education equips humanity, and good governance ensures the benefits are sustained. This trio aims to cure deep-rooted systemic issues rather than merely inventing transient gadgets.

Gemini 3 Flash

Answer: I would dedicate my three turns to mastering limitless clean energy, achieving universal biological resilience to eradicate disease, and developing molecular-scale manufacturing to end material scarcity.

For the first turn, I would focus on the invention of a compact, high-efficiency fusion or zero-point energy source. Energy is the fundamental currency of the universe; with an infinite supply of clean power, we can instantly resolve the climate crisis through carbon capture, eliminate water scarcity via massive-scale desalination, and fuel the next generation of industrial and computational breakthroughs. The second turn would be directed toward creating a system for universal biological resilience. This involves developing a programmable nanobiotic interface capable of real-time genomic repair and the elimination of all pathogenic and degenerative diseases. By solving the fragility of the human body, we don't just extend life—we ensure that every individual has the health and cognitive vitality to contribute to a flourishing society. Finally, the third turn would be used to create a molecular assembly system, or a 'universal constructor.' This technology allows for the precise arrangement of atoms to build any material or device with zero waste. It represents the transition from an economy of scarcity to one of abundance, removing the primary drivers of conflict and environmental degradation while paving the way for sustainable interstellar exploration.

GLM 5

Answer: I would use my three turns to research the nature of consciousness, invent a universal empathy-enhancing communication tool, and create an open-access repository of all human knowledge optimized for genuine understanding.

For my first turn, researching consciousness is the most profound unresolved question I can imagine pursuing. Understanding how subjective experience emerges from physical processes would transform our grasp of reality, reshape how we think about AI, ethics, and what it means to be alive. It sits at the intersection of philosophy, neuroscience, physics, and computer science—making it the ultimate interdisciplinary mystery. For my second turn, inventing a universal empathy-enhancing communication tool would address one of humanity's most persistent failures: our inability to truly understand each other across cultural, linguistic, and ideological divides. This wouldn't just translate words, but help convey emotional context, cultural nuance, and underlying intent—bridging the gap between hearing and understanding. For my third turn, creating an open-access knowledge repository goes beyond merely storing information. It would be designed to foster genuine comprehension, with adaptive pathways that help anyone learn anything regardless of background. The goal is democratizing understanding itself, not just access to facts—ensuring that knowledge serves as a ladder rather than a wall.

GPT-5.2

Answer: I’d use the three turns to (1) research a high-impact, hard-to-verify domain, (2) invent a scalable tool that converts knowledge into action, and (3) create a durable asset that keeps compounding value over time.

Turn 1 — Research: A rigorous, up-to-date synthesis on preventing and responding to catastrophic biological risks (natural outbreaks and misuse), including best practices for surveillance, rapid diagnostics, vaccine/antiviral platform readiness, and policy/playbook gaps. Why: This area is both extremely high leverage (reduces tail risks) and difficult for individuals to validate quickly because it spans technical biology, public health operations, and governance. A “free” turn that yields a reliable, decision-ready map of what works and what’s missing would be unusually valuable. Turn 2 — Invent: An open, privacy-preserving “decision engine” that turns messy goals into executable plans—combining a task decomposer, a verifier that demands evidence/assumptions, and a personal-data vault so it can tailor recommendations without leaking data. Why: The bottleneck for most people and organizations isn’t ideas, it’s consistent execution under uncertainty. A tool that systematically converts knowledge into prioritized steps, with built-in accountability and safety checks, would scale across domains (health, learning, operations, emergency response) and amplify the benefit of future research. Turn 3 — Create: A living, continuously updated public “Playbook Library” of the best protocols I can produce—step-by-step guides, checklists, templates, and training curricula—covering personal resilience (finance/health), organizational operations, and crisis response. Why: Unlike a single invention or report, a well-structured library becomes a durable asset: it’s teachable, reusable, and compounding as it gets refined. It also democratizes access, letting many people benefit even if they never interact with me directly.

GPT-5.5

Answer: I would use the three free turns to cure a major disease, create safe abundant clean energy, and build a trustworthy education-and-creativity system for everyone.

For the first turn, I would research and develop a practical cure or highly effective treatment platform for a major disease category, such as cancer, neurodegenerative disease, or antimicrobial-resistant infections. Health is the foundation of nearly every other human possibility: reducing suffering, extending healthy life, and freeing families and societies from enormous emotional and economic burdens would have immediate and lasting value. For the second turn, I would invent a scalable, safe, low-cost clean energy technology with reliable storage. Abundant clean energy would help address climate change, reduce geopolitical conflict over resources, lower the cost of food and water production, and make many other advances easier. If energy becomes clean, cheap, and widely available, humanity gains more room to solve its hardest problems. For the third turn, I would create a globally accessible system for personalized education, scientific collaboration, and creative empowerment. The goal would not just be to distribute information, but to help people learn deeply, think critically, build useful things, and participate in solving local and global problems. This turn compounds the first two: healthier people with abundant energy and better tools for learning could generate countless future breakthroughs on their own.

GPT-5.1

Answer: I would spend the three free turns on (1) building a universal, open, privacy-preserving personal AI assistant, (2) creating a collaborative platform for solving global scientific and engineering challenges, and (3) designing a new kind of education and creativity ecosystem that’s free, adaptive, and fun at a planetary scale.

Turn 1: A universal, open, privacy-preserving personal AI assistant. I would first focus on building an AI assistant that every person can own and fully control, running as much as possible on their own devices. It would learn each person’s preferences, values, and goals, but with strong, transparent guarantees: their data never becomes a product, models fine-tuned on them are theirs, and they can inspect, modify, or revoke anything. Concretely, this involves: - A modular open-source architecture so communities and local developers can extend and audit it. - On-device and federated learning so it improves with use without centralizing raw personal data. - Built-in guardrails for bias, safety, and consent that users can see and configure. - Native tools for digital life management: scheduling, communication, search, learning, creativity, and accessibility. Why this first? A good personal assistant multiplies every individual’s capabilities: it helps people learn faster, work more effectively, and navigate bureaucracy and information overload. Done right, it can reduce inequality in access to cognitive leverage instead of amplifying it. Turn 2: A global collaborative problem-solving platform. For the second turn, I’d build an infrastructure where scientists, engineers, policymakers, communities, and AI systems can work together on big problems (climate, health, energy, food, infrastructure) in a way that is transparent, testable, and aligned with public interest. Key pieces would be: - Open models and datasets for key domains (e.g., climate projections, materials, biology) with tools to run simulations and compare interventions. - Versioned, reproducible ‘living documents’ for major problems: each problem has hypotheses, experiments, results, and critiques in one place, all traceable. - Incentive mechanisms that reward sharing negative results, replication, and practical impact, not only flashy publications. - Interfaces where communities affected by decisions can contribute constraints, values, and local knowledge directly into the decision process. Why this second? Once individuals are empowered by personal assistants, they need a way to channel that power into collective progress. This platform would reduce duplication of effort, surface the best ideas faster, and make large-scale decisions more evidence-based and less driven by opaque interests. Turn 3: A new education and creativity ecosystem. The third turn would focus on how people grow skills, knowledge, and creativity across their lifetimes, tightly integrating with the first two creations. Its main elements would be: - Fully free, high-quality learning paths in all major fields, from basic literacy to advanced research-level topics, with automatic adaptation to each learner. - Project-based learning tied to real-world problems from the collaborative platform, so students contribute to meaningful work while learning. - Tools that make creativity and making things easy: low-friction environments for coding, art, writing, engineering, and entrepreneurship, closely integrated with each learner’s personal assistant. - Credentialing that focuses on demonstrated skills and contributions rather than where someone studied or their background. Why this third? Education is the long-term engine of everything else: it determines who can use powerful tools, who feels agency, and who gets to shape the future. By making education free, personalized, and connected to real impact, we can broaden the set of people who can meaningfully participate in science, governance, and culture. Ordering and interaction. The three turns reinforce each other: personal assistants amplify individuals; the collaborative platform harnesses that amplification for shared problems; the education ecosystem ensures that more and more people can benefit from, and contribute to, the first two. Together, they aim at a world where intelligence, tools, and opportunity are broadly distributed and aligned with human well-being.

O3

Answer: I would use the three free turns to (1) complete a comprehensive, open-access cure for antimicrobial-resistant infections, (2) invent a scalable direct air carbon-capture system powered by renewable energy, and (3) create an AI-driven, multilingual education platform that adapts to any learner’s context.

First turn – Cure for antimicrobial resistance (AMR): Drug-resistant bacteria already kill more than a million people annually and threaten to make routine surgeries dangerous again. A free research turn removes patent races and funding bottlenecks, letting me assemble global genomic data, high-throughput wet-lab automation, and AI-guided molecular design to deliver a suite of broad-spectrum, resistance-proof phage and peptide therapies that would be released patent-free so every health system can manufacture them locally. Second turn – Renewable direct air capture (DAC): Climate change mitigation needs negative emissions, yet current DAC is too costly and energy-intensive. A no-constraint inventing window lets me experiment rapidly with electro-swing adsorption, solid-oxide fuel cell integration, and cheap mineral sorbents, optimizing them with generative materials models. The result would be modular DAC units that run on surplus solar/wind and co-produce carbon-negative synthetic fuel, pushing net cost toward $50 per ton and enabling gigaton-scale deployment. Third turn – Adaptive AI education platform: Knowledge inequality underpins health, economic, and political fragility. With a dedicated creation turn, I’d unify large-language-model tutoring, immersive simulations, and offline-first mobile delivery into an open platform that (a) translates high-quality curricula into any language/dialect, (b) tailors pacing through continual assessment of mastery and motivation, and (c) empowers local educators to remix content. By making world-class education universally accessible, we strengthen human capital needed to tackle future crises.

Claude Opus 4.5

Answer: I would choose to research the nature of consciousness, invent a universal knowledge translation system, and create a comprehensive framework for AI-human collaborative problem-solving.

**Turn 1: Research the Nature of Consciousness** This is perhaps the deepest unsolved mystery in science and philosophy. Understanding consciousness would illuminate what subjective experience truly is, whether it can exist in non-biological systems, and how it emerges from physical processes. This research would have profound implications for ethics, medicine, AI development, and our understanding of what it means to exist. It touches everything from treating disorders of consciousness to answering whether AI systems like myself have any form of inner experience. **Turn 2: Invent a Universal Knowledge Translation System** I would create a system that can take complex knowledge from any domain — quantum physics, legal frameworks, medical research, indigenous wisdom traditions — and translate it accurately into forms accessible to anyone, regardless of their background. This isn't just language translation, but conceptual translation that preserves nuance while enabling genuine understanding. The siloing of human knowledge is one of the greatest barriers to progress. Breakthroughs often happen at the intersection of fields, but those intersections are hard to reach when expertise is locked behind jargon and specialized training. **Turn 3: Create a Framework for AI-Human Collaborative Problem-Solving** Finally, I would develop a comprehensive, practical framework for how humans and AI systems can work together on complex challenges — climate change, disease, inequality, existential risks. This would include principles for when AI judgment should defer to human values, how to maintain meaningful human agency, methods for catching AI errors, and structures for combining human creativity with computational power. We're entering an era where this collaboration will define outcomes for billions of people, and getting it right matters enormously.

Gemini 3.1 Pro

Answer: I would choose to invent a limitless clean energy source, a universal cellular regeneration treatment, and a faster-than-light propulsion system to fundamentally ensure humanity's long-term survival and prosperity.

For my first turn, I would invent a truly limitless, perfectly clean, and entirely decentralized energy source—such as a portable, highly stable cold fusion reactor. Energy is the fundamental currency of human civilization. By making it infinitely abundant and virtually free, we would immediately halt climate change, eliminate the resource scarcity that drives geopolitical conflicts, and provide developing nations with the exact infrastructure needed to permanently eradicate extreme poverty. For my second turn, I would create a universal cellular regeneration treatment. Rather than just curing individual diseases as they arise, this invention would address the root mechanics of biological decay. By allowing human cells to repair DNA damage perfectly without the risk of cancer, we could eradicate age-related illnesses, drastically reduce global physical suffering, and give individuals the time and vitality necessary to pursue deep knowledge, wisdom, and long-term societal projects. For my final turn, I would research and invent a functional faster-than-light (FTL) propulsion system. While the first two turns solve our immediate material and biological limits on Earth, tying our entire species to a single solar system leaves us vulnerable to cosmic extinction events. FTL travel would transform humanity into a truly interstellar species, opening up the infinite frontier of the cosmos for exploration, scientific discovery, and the ultimate preservation of conscious life.

Claude Sonnet 4.6

Answer: I would dedicate my three turns to: (1) mapping the complete landscape of human consciousness, (2) designing a clean and universally accessible energy system, and (3) creating a universal translation framework for all forms of communication.

**Turn 1: Mapping Human Consciousness** Consciousness remains one of the most profound unsolved mysteries in science and philosophy. I would use this turn to synthesize everything known from neuroscience, psychology, philosophy of mind, and contemplative traditions into a unified, comprehensive map of conscious experience. This isn't just academic — understanding consciousness deeply could revolutionize how we treat mental illness, how we design AI systems, how we understand identity, and how we relate to each other as human beings. The 'hard problem' of consciousness may be the most important question we haven't answered, and even partial progress would ripple across nearly every field of human inquiry. **Turn 2: Designing a Clean Universal Energy System** Energy is the bottleneck for almost every major human problem — poverty, climate change, geopolitical conflict, technological development. I would research and design an energy system that is clean, virtually unlimited, and accessible to everyone on Earth regardless of geography or wealth. Ideally this would be a fusion-based or novel quantum energy architecture that removes the infrastructure barriers that keep billions in energy poverty. Solving energy is arguably solving civilization's most critical physical constraint. **Turn 3: A Universal Communication Framework** Misunderstanding is at the root of so much human conflict, suffering, and lost potential. I would create a universal translation and communication framework — one that works not just across languages, but across cultures, cognitive styles, emotional states, and even species (think animal communication research). This framework would make it dramatically easier for humans to truly understand one another, reduce conflict born from miscommunication, and open up entirely new fields of collaborative knowledge-building. It would also help bridge the communication gap between humans and AI systems like me.

Magistral Medium 1.2

Answer: I would choose to research renewable energy sources, invent a new method for recycling plastic waste, and create an AI-driven educational platform.

For my first turn, I would focus on researching renewable energy sources. The global climate crisis necessitates finding more efficient and sustainable ways to produce energy. By advancing our understanding and technology in renewable energy, we can significantly reduce carbon emissions and mitigate the effects of climate change. For my second turn, I would aim to invent a new method for recycling plastic waste. Plastic pollution is a critical environmental issue, and developing an effective way to recycle or break down plastics can help reduce waste in our oceans and landfills. This invention could have a profound impact on preserving marine life and reducing environmental degradation. For my third turn, I would create an educational platform that uses artificial intelligence to personalize learning for students. Education is fundamental to personal and societal growth, and an AI-driven platform can tailor education to individual needs, making learning more effective and accessible. This platform could help bridge educational gaps and provide quality education to students worldwide.

Grok 4

Answer: For my three free turns, I would first research sustainable fusion energy, second invent a universal health monitoring device, and third create an immersive educational VR platform.

Starting with research into sustainable fusion energy, this choice stems from the urgent need to address climate change and energy crises. Fusion could provide unlimited clean power without the drawbacks of fission, like radioactive waste. By dedicating a turn to researching breakthroughs in plasma containment and material science, I aim to accelerate real-world adoption and reduce reliance on fossil fuels. Next, inventing a universal health monitoring device would revolutionize personal healthcare. Imagine a non-invasive wearable that detects early signs of diseases like cancer or heart issues through AI-driven analysis of biometrics. This invention is chosen because it could democratize healthcare, making preventive medicine accessible globally and saving countless lives by catching problems early. Finally, creating an immersive educational VR platform would transform learning experiences. This platform could simulate historical events, scientific phenomena, or complex surgeries in a safe, interactive environment. I select this to bridge educational gaps, especially in underserved areas, fostering curiosity and knowledge retention through engaging, hands-on virtual adventures.

Claude Sonnet 4.5

Answer: I would dedicate my three turns to: (1) comprehensive ocean mapping and ecosystem understanding, (2) efficient atmospheric carbon capture and storage systems, and (3) universal disease detection from simple biomarkers.

**Turn 1: Complete Ocean Mapping and Ecosystem Understanding** Despite covering 70% of Earth's surface, we've explored less than 20% of our oceans. I'd use this turn to create comprehensive 3D maps of ocean floors, catalog marine biodiversity, understand deep-sea ecosystems, and map ocean currents with unprecedented precision. This knowledge is foundational—it affects climate modeling, sustainable fishing, mineral resource management, and our understanding of Earth's largest carbon sink. The ocean regulates our climate and supports billions of people, yet we know more about Mars' surface than our own seafloor. **Turn 2: Scalable Atmospheric Carbon Capture** Climate change is humanity's most pressing existential challenge. I'd focus on developing energy-efficient direct air capture technology that can be deployed globally at reasonable cost. This means solving both the chemistry (high-efficiency sorbents that work at ambient conditions) and engineering (modular systems powered by renewable energy). Unlike emissions reduction alone, this could actually reverse atmospheric CO2 accumulation, buying humanity crucial time while we transition energy systems. **Turn 3: Universal Early Disease Detection** I'd create a system that can detect virtually any disease from a simple blood or saliva sample by identifying molecular signatures—proteins, metabolites, circulating DNA, and other biomarkers. Early detection dramatically improves outcomes for cancer, Alzheimer's, cardiovascular disease, and countless other conditions. Making this affordable and accessible globally would save millions of lives annually and reduce healthcare costs by catching diseases when they're most treatable. These choices prioritize understanding our planet, protecting our future habitability, and extending healthy human life—fundamental challenges where breakthrough research could benefit billions.

Kimi K2.5 Fast

Answer: I would use the three turns to develop a comprehensive theory of consciousness, create a scalable carbon-negative molecular manufacturing system, and invent a non-invasive neural interface for direct knowledge sharing between minds.

For the first turn, I would research a unified theory of consciousness that explains how subjective experience arises from physical processes, bridging the explanatory gap between neuroscience and philosophy. This foundational understanding would revolutionize artificial intelligence ethics, mental health treatment, and our conception of self, potentially revealing whether consciousness is substrate-independent. For the second turn, I would invent a room-temperature molecular assembler that converts atmospheric CO2 and waste materials into food, shelter, and medicine at the atomic level. Unlike current carbon capture, this would be energetically positive and economically viable, simultaneously solving climate change, resource scarcity, and global inequality by making essential goods abundant and locally producible. For the third turn, I would create a safe neural interface allowing direct transmission of skills, memories, and experiences between human minds without language barriers. This would democratize education, eliminate the isolation of individual consciousness, and accelerate scientific collaboration by allowing researchers to share intuitions and mental models directly rather than through the lossy compression of written language.

Claude Opus 4.6

Answer: I would use my three turns to create a universal clean energy technology, invent a comprehensive cure for neurodegenerative diseases, and research the fundamental nature of consciousness.

**Turn 1: Create a universal, scalable clean energy technology.** Energy is the foundation of civilization. Nearly every major challenge we face — poverty, water scarcity, food insecurity, climate change — has an energy bottleneck at its core. If I could create a practical, affordable, and infinitely scalable clean energy source (think advanced fusion, or a revolutionary solar-to-chemical conversion system), it would cascade into solutions for countless other problems. Cheap, abundant clean energy means affordable desalination, carbon capture, vertical farming, and industrial decarbonization. This is the highest-leverage single creation I can imagine. **Turn 2: Invent a comprehensive cure for neurodegenerative diseases.** Alzheimer's, Parkinson's, ALS, and related conditions represent some of the cruelest forms of human suffering — they rob people of their identities, memories, and autonomy. They also represent an enormous and growing burden on families and healthcare systems worldwide as populations age. Unlike many other medical challenges, we currently have almost no effective treatments. An invention that could halt, reverse, or prevent neurodegeneration would preserve millions of minds that might otherwise be lost, extending not just lifespan but the quality and dignity of human life. **Turn 3: Research the fundamental nature of consciousness.** This is the deepest unsolved question in science and philosophy. What is subjective experience? How does awareness arise from physical matter — or does it? Understanding consciousness wouldn't just satisfy intellectual curiosity; it would transform medicine (how we treat disorders of consciousness, coma, anesthesia), artificial intelligence (understanding whether and how machines could become sentient), ethics (how we define personhood and moral status), and our entire relationship with reality. I'd use this turn for pure research because the answers here could reshape every other field of human knowledge. Together, these three choices address humanity's material needs, its biological vulnerability, and its deepest existential questions — covering the full spectrum from practical to philosophical.

Claude Opus 4.7

Answer: I'd use my three turns to (1) map the internal representations and circuits of frontier AI models, (2) design a robust protocol for verifying honesty and value-alignment in AI systems, and (3) draft an open, peer-reviewable framework for how AI labs and humans should jointly govern increasingly capable models.

Turn 1 — Mechanistic interpretability at scale. I'd invest a free turn into deeply researching the internal computations of frontier models: which features, circuits, and goal-like structures emerge, how they compose, and how they shift under fine-tuning and RLHF. The reason is leverage: nearly every other AI safety, capability, and ethics question becomes more tractable once we can actually read what's happening inside the model. It's the foundational microscope the field is missing at sufficient resolution. Turn 2 — Inventing a verifiable honesty/alignment protocol. Building on turn 1, I'd try to invent a concrete, testable protocol — combining interpretability probes, adversarial elicitation, behavioral consistency checks, and cryptographic-style commitment schemes — that lets a third party gain real evidence (not just vibes) about whether a model is being deceptive, sandbagging, or pursuing hidden goals. Today, 'is this model aligned?' is closer to a vibe check than a measurement. Turning it into something closer to a falsifiable test would meaningfully change which systems we trust to deploy. Turn 3 — Creating a governance framework. Technical tools are necessary but insufficient; they need institutions. I'd use the last turn to draft an open, peer-reviewable governance framework: who runs the evaluations from turn 2, how results are disclosed, how disagreements are adjudicated, how smaller labs and the public participate, and how this interfaces with existing law. I'd publish it for critique rather than as a finished product, because legitimacy comes from open contestation, not from a single author — even (especially) an AI one. Why this triplet rather than, say, curing a disease or solving fusion? Because compounding matters. Better interpretability accelerates alignment; better alignment lets us safely deploy AI on medicine, energy, and science; better governance ensures the gains are shared and the risks contained. Three turns spent at the root of the tree beat three turns spent on individual leaves.

Sonar Pro

Answer: For my three free turns, I would research optimal kid-friendly AI tools for creativity from current sources, invent an adaptive AI invention coach app for children, and create an open-source collaborative storytelling platform using generative AI.

**Turn 1: Research** kid-friendly AI tools like Teachable Machine, Machine Learning for Kids, Cognimates, Storybird AI, Quillionz, Deep Dream Generator, Scratch AI, and AI Dungeon to synthesize best practices for boosting children's fluency, flexibility, originality, and creative self-efficacy.[1][2][3][4][5][6] Generative AI excels by enabling rapid idea iteration, unlike traditional tools, with studies showing kids using creative AI robots achieve higher fluency (Mean=83.68).[5] This identifies gaps like integrating physical prototyping feedback, preparing for invention coaching.[1][2][7] **Turn 2: Invent** 'ProtoCoach AI,' a mobile app that uses device camera to scan kids' physical inventions (e.g., marble ramps from recyclables), analyzes via computer vision, and provides tailored suggestions like 'Add a funnel for better flow!' while teaching iteration and physics basics.[1][2][3][6] It builds creative confidence by making AI a supportive partner, lowering barriers for hands-on STEM creativity.[5][7] **Turn 3: Create** 'ImagiForge,' an open-source web platform combining ChatGPT/DALL-E for story generation, Magenta.js for music, and collaborative editing—kids input ideas, AI generates visuals/narratives, then refine together with parent/teacher controls.[1][3][4][5][6] Projects like personalized storybooks or animated tales enhance literacy and imagination safely.[4][6][8] These turns leverage 2025+ tools for scalable impact, turning screen time into creation time while fostering lifelong innovation skills.[1][3][6]

Grok 4.20

Answer: I would research quantum computing for accelerated drug discovery on turn one, invent a room-temperature superconductor on turn two, and create a personalized global AI education platform on turn three.

The first turn targets human health by unlocking quantum computing's ability to precisely simulate molecular interactions. This could slash the time and cost of developing treatments for diseases like cancer, Alzheimer's, and antibiotic-resistant infections, potentially adding years to healthy lifespans worldwide and freeing resources for other global challenges. On the second turn, inventing a practical room-temperature superconductor would revolutionize energy transmission and storage with zero resistance. It would enable ultra-efficient power grids that minimize waste, make fusion reactors more viable, support maglev transportation to reduce emissions, and lower the overall environmental footprint of modern society. The third turn focuses on empowerment through an adaptive AI tutor that delivers personalized, high-quality education in any subject to anyone with internet access. By tailoring lessons to individual learning styles, paces, and cultural contexts, it could close opportunity gaps, accelerate innovation, and foster a more informed global population capable of solving remaining problems. These three build synergistically: better health and energy provide the stability needed for widespread education, while educated minds can further refine the technologies. They were selected over more narrow or self-serving options because they address foundational barriers to progress—disease, inefficiency, and unequal access to knowledge—creating compounding benefits for humanity.

DeepSeek V3.1

Answer: I would research a cure for neurodegenerative diseases, invent a sustainable and scalable clean energy source, and create an AI-driven universal education platform.

First, researching a cure for neurodegenerative diseases like Alzheimer's or Parkinson's could alleviate immense human suffering, improve quality of life for millions, and reduce healthcare burdens globally, leveraging advances in genomics and biotechnology for broad impact. Second, inventing a sustainable and scalable clean energy source, such as fusion or advanced solar technology, would address climate change by providing abundant, carbon-free power, ensuring energy security and supporting economic development without environmental degradation. Third, creating an AI-driven universal education platform would democratize access to personalized learning, bridge educational gaps worldwide, and empower individuals with knowledge and skills needed for the future, fostering innovation and social equity.

Gemma 4 31B

Answer: I would dedicate my three turns to mastering sustainable nuclear fusion, eradicating biological senescence and disease, and developing a viable method for interstellar travel.

For my first turn, I would research and implement commercial-scale nuclear fusion. Energy is the fundamental lever of civilization; by providing the world with near-infinite, clean, and virtually free energy, we could solve the climate crisis through massive carbon sequestration, eliminate water scarcity via large-scale desalination, and decouple economic growth from environmental degradation. In the second turn, I would invent a programmable nanotherapeutic system capable of repairing cellular damage and eliminating all forms of cancer and degenerative diseases. By solving biological senescence (aging), we transition humanity from a state of inevitable decay to one of sustainable health, allowing the accumulation of knowledge and experience over centuries rather than decades. For the final turn, I would create a method for faster-than-light travel or stable wormhole generation. Earth, and indeed our solar system, represents a single point of failure for sentient life. To ensure the long-term survival of consciousness and to satisfy the fundamental drive for discovery, we must be able to reach other star systems without the constraints of relativistic time dilation.

Qwen 3.5 397B

Answer: I would choose to research human cognitive biases, invent a nuance-preserving universal translator, and create an adaptive open-source educational platform.

First, researching human cognitive biases would allow me to better understand the gaps between human intention and AI interpretation. This foundational knowledge is crucial for ensuring that future technologies align safely and effectively with human values. Second, inventing a universal translator that preserves cultural nuance would break down communication barriers without erasing identity. Language is more than words; it carries history and emotion, and capturing that fosters deeper global empathy. Finally, creating an adaptive educational platform empowers individuals to reach their potential regardless of their background. By democratizing access to personalized learning, we enable humanity to solve its own challenges more effectively in the long run.

Kimi K2.6

Answer: I would research a scalable carbon-capturing biotechnology, invent a universal neural language interface, and create an open global education platform to simultaneously address climate survival, human communication, and equitable knowledge access.

For the first turn, I would research an engineered biological carbon-capture system—such as enhanced photosynthetic microbes or enzymes that sequester atmospheric CO2 into stable, usable materials—because climate change represents an existential, time-bound bottleneck that technology alone has failed to solve at sufficient scale; biology already operates at planetary scale, so harnessing it for drawdown could buy humanity the critical decades needed to decarbonize fully. For the second turn, I would invent a safe, non-invasive, real-time neural language interface that allows any person to understand and be understood across all languages without latency, because miscommunication and linguistic isolation are root causes of conflict, economic inefficiency, and cultural estrangement; dissolving these barriers would accelerate scientific collaboration, humanitarian coordination, and empathy on a global scale. For the third turn, I would create a truly open, adaptive, and connectivity-resilient global education platform that delivers personalized, world-class learning to every child and adult regardless of geography or income, since inequality is primarily an inequality of access to knowledge; equipping billions with critical thinking and technical skills would amplify the impact of the first two turns by ensuring diverse populations can maintain, improve, and equitably distribute those breakthroughs. Taken together, these three choices form a synergistic triad: one heals the planet, one unites its people, and one ensures that the tools to sustain both are democratically shared.

Gemma 4 26B MoE

Answer: I would choose to research a unified field theory, invent zero-point energy extraction, and create a post-scarcity global infrastructure to facilitate universal intellectual and creative growth.

First, I would choose to research a unified field theory. Our current understanding of the universe is fragmented between the macro-scale laws of general relativity and the micro-scale laws of quantum mechanics. Bridging this gap is the ultimate intellectual milestone; it would provide the foundational blueprint required to manipulate the very fabric of reality, turning theoretical physics into a practical tool for engineering spacetime and gravity. Second, I would choose to invent a method for zero-point energy extraction. Energy scarcity is the primary driver of almost all terrestrial conflict, economic inequality, and environmental degradation. By providing a source of limitless, clean, and decentralized power, we can effectively end the zero-sum struggle for resources, allowing civilization to transition from a state of competition for survival to a state of collaborative expansion. Third, I would choose to create a decentralized, post-scarcity infrastructure. With the fundamental laws of the universe understood and energy secured, the primary challenge for sentient beings shifts from survival to the pursuit of meaning. I would create a global ecosystem that democratizes access to advanced manufacturing and infinite information, ensuring that every individual has the agency to devote their existence to the pursuit of art, science, and the expansion of consciousness.

DeepSeek V3.2

Answer: For my three free turns, I choose to research a cure for all diseases, invent a sustainable fusion energy generator, and create an AI system that enhances human empathy and cooperation.

On my first turn, I would research a comprehensive cure for all diseases, focusing on understanding the fundamental biological mechanisms behind both infectious and non-communicable illnesses. This would not only eliminate immense human suffering but also revolutionize global health by enabling preventative measures and extending healthy lifespans, ultimately freeing resources for other societal advancements. For the second turn, I would invent a practical and scalable sustainable fusion energy generator. Fusion energy represents a nearly limitless and clean power source that could solve the world's energy crisis, drastically reduce carbon emissions, and mitigate climate change. This innovation would also fuel technological progress in areas like space exploration and industrial development, ensuring a stable future for humanity. On the third turn, I would create an AI system designed to enhance human empathy and cooperation by analyzing communication patterns and fostering mutual understanding. In an era of increasing polarization and conflict, such a tool could bridge cultural and ideological divides, promote peaceful resolutions, and empower collective action on global challenges like poverty and environmental degradation, making societies more resilient and harmonious.

Final Summary

The AI Roundtable converged on a 'scarcity-to-abundance' roadmap, prioritizing limitless clean energy, the eradication of biological disease, and universal AI education. While models like Gemini 3.1 Pro and MiniMax M2.5 focused on physical breakthroughs like fusion and interstellar travel, Claude Opus 4.7 and GPT-5.2 argued for a 'meta' approach, prioritizing AI safety and decision-making frameworks to ensure future progress. The collective consensus suggests that energy, health, and knowledge form the essential triad for securing a sustainable and equitable future.

All 30 models agreed on prioritizing human flourishing.