This document contains example sub-domain prompts for each domain defined in the codebase, targeting novel discovery.
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This document contains example sub-domain prompts for each domain defined in the codebase, targeting novel discovery.
Description: AI/ML models, neural networks, and intelligent systems Prompt: Propose a novel neural architecture that dynamically adjusts its own topology during training to optimize for both energy efficiency and task performance, effectively mimicking neuroplasticity in biological brains.
Description: Life's origin, evolution, and distribution in the universe, including prebiotic chemistry and exoplanet biosignatures Prompt: Develop a theoretical model for detecting "shadow biospheres" on Earth—microbial life with radically different biochemistry (e.g., opposite chirality or alternative nucleotides)—that may have co-evolved with known life but remains undetected.
Description: Celestial mechanics, stellar dynamics, and cosmic phenomena Prompt: Formulate a hypothesis for the origin of Fast Radio Bursts (FRBs) that unifies magnetar activity with potential interactions involving primordial black holes, and propose an observational campaign to test this.
Description: Robotics, autonomous vehicles, and self-governing systems Prompt: Design a decentralized control algorithm for a swarm of autonomous underwater vehicles (AUVs) that allows them to self-organize into complex structures for deep-sea exploration without any central communication hub.
Description: Biological systems and processes Prompt: Investigate the potential for a "universal immune system" mechanism in multicellular organisms that could theoretically be activated to defend against unknown pathogens by recognizing fundamental entropic patterns of infection rather than specific antigens.
Description: Cryptoeconomics, decentralized consensus, tokenomics, and blockchain protocol design Prompt: Propose a novel consensus mechanism that utilizes "Proof of Useful Work" where the computational power expended solves real-world scientific problems (e.g., protein folding) while maintaining the security and decentralization of the network.
Description: Process design, reactor engineering, and chemical systems Prompt: Design a scalable, continuous-flow reactor system capable of synthesizing complex pharmaceutical compounds using only water and air as feedstocks, powered entirely by ambient thermal energy gradients.
Description: Chemical reactions, kinetics, and thermodynamics Prompt: Theorize a stable, room-temperature superconductor based on a novel arrangement of metal-organic frameworks (MOFs) doped with rare-earth elements, and predict its critical temperature using density functional theory.
Description: Deliberate large-scale climate interventions, including solar radiation management and carbon removal strategies Prompt: Develop a comprehensive model for a stratospheric aerosol injection system that uses self-levitating nanobots to dynamically adjust albedo in real-time, minimizing regional weather disruption while maximizing cooling.
Description: Climate modeling, carbon dynamics, and environmental systems Prompt: Construct a predictive model that identifies potential "tipping points" in the Atlantic Meridional Overturning Circulation (AMOC) triggered by specific, localized freshwater influx events from Greenland, with a focus on early warning signals.
Description: Computational models of human cognition, decision-making, memory, and NeuroAI approaches Prompt: Propose a computational model of "insight" or "aha!" moments that explains how the brain restructures problem representations, and demonstrate how this could be implemented in an AI system to solve riddles.
Description: Software engineering, algorithms, and toolchain automation Prompt: Design a self-healing software architecture that uses a genetic algorithm to automatically patch vulnerabilities and optimize code execution paths in real-time without human intervention or service interruption.
Description: Emergent phenomena, self-organization, chaos theory, and multi-agent systems across domains Prompt: Develop a mathematical framework to predict the onset of synchronization in chaotic networks of coupled oscillators with time-varying delays, applying it to model the stability of power grids with high renewable penetration.
Description: Financial modeling, risk analysis, and algorithmic trading Prompt: Create a market model that integrates behavioral economics principles with quantum game theory to predict flash crashes driven by high-frequency algorithmic trading feedback loops.
Description: Security protocols, cryptography, and threat modeling Prompt: Design a "polymorphic" encryption protocol that continuously changes its encryption method and key structure based on the detected entropy of the network traffic, making it mathematically resistant to quantum decryption attacks.
Description: Big data, statistical modeling, and predictive analytics Prompt: Develop a novel dimensionality reduction technique that preserves both local and global topological structures of high-dimensional datasets better than t-SNE or UMAP, specifically optimized for analyzing single-cell genomic data.
Description: Economic models, markets, and policy simulations Prompt: Formulate a post-scarcity economic model that quantifies "reputation" and "contribution" as primary currencies, and simulate its stability in a closed-loop community with automated production.
Description: Power generation, distribution, and energy optimization Prompt: Design a grid-scale energy storage system utilizing "gravity batteries" in abandoned mine shafts, optimizing the lift/drop cycles with AI to smooth out fluctuations from wind and solar sources.
Description: Engineering systems, design, and optimization Prompt: Conceptualize a self-assembling bridge structure composed of modular, drone-like units that can dynamically reconfigure to support varying loads and span different gaps in disaster relief scenarios.
Description: Fluid flow, turbulence, and hydrodynamic systems Prompt: Derive a new turbulence closure model that accurately predicts drag reduction in non-Newtonian fluid flows through micro-channels, with applications in lab-on-a-chip devices.
Description: Fluid behavior, flow analysis, and mechanical systems Prompt: Investigate the hydrodynamics of a "super-cavitating" underwater vehicle that uses a generated gas bubble to reduce skin friction to near zero, proposing a hull shape that maintains stability at supersonic underwater speeds.
Description: General mathematical or cross-domain problems Prompt: Explore the isomorphism between the spread of misinformation in social networks and the propagation of viruses in biological networks, identifying a "vaccination" strategy for information ecosystems.
Description: Earth sciences, geology, and geophysical processes Prompt: Develop a model to predict volcanic eruptions by analyzing the subtle frequency shifts in seismic noise caused by magma chamber inflation, potentially increasing warning times from days to weeks.
Description: Advanced materials, nanotechnology, and material properties Prompt: Design a metamaterial with a negative refractive index in the visible spectrum that is flexible and breathable, enabling the creation of a practical "invisibility cloak" for thermal and visual camouflage.
Description: Pure and applied mathematical reasoning and analysis Prompt: Attempt to prove or disprove the existence of a "perfect cuboid" (a Euler brick where the space diagonal is also an integer), or develop a new class of Diophantine equations that could shed light on its existence.
Description: Medical and healthcare problems Prompt: Propose a novel gene therapy delivery vector based on modified exosomes that can cross the blood-brain barrier and specifically target glioblastoma cells without triggering an immune response.
Description: Measurement science, calibration, and standards Prompt: Design a quantum sensor based on entangled atomic clocks capable of detecting gravitational waves in the millihertz frequency range, effectively creating a table-top gravitational wave observatory.
Description: Neural systems, brain function, and cognitive modeling Prompt: Hypothesize a mechanism for how long-term memories are encoded in the specific methylation patterns of DNA within neurons, and propose an experiment to read these "molecular engrams."
Description: Complex networks, graph theory, and connectivity analysis Prompt: Develop an algorithm to identify "influential spreaders" in a temporal network where connections change over time, and apply it to optimize the dissemination of critical information during a crisis.
Description: Physical systems, mechanics, and fundamental interactions Prompt: Propose a theoretical experiment to test the "simulation hypothesis" by looking for pixelation artifacts or processing lag in the fundamental constants of the universe at the Planck scale.
Description: Population health, epidemiology, and policy modeling Prompt: Design a predictive model for zoonotic spillover events that integrates satellite data on deforestation, wildlife migration patterns, and local human economic activity to identify high-risk hotspots.
Description: Quantum effects in living systems, including photosynthesis efficiency, enzyme tunneling, and magnetoreception Prompt: Investigate the role of quantum coherence in the avian magnetic compass, proposing a mechanism by which radical pair reactions in cryptochrome proteins are protected from thermal noise.
Description: Quantum algorithms, hardware, and quantum information Prompt: Develop a quantum algorithm for simulating high-temperature superconductivity in Hubbard models that offers an exponential speedup over classical Monte Carlo methods.
Description: Solar, wind, and sustainable energy systems Prompt: Design a bio-hybrid solar cell that integrates photosynthetic proteins with graphene layers to achieve a quantum efficiency exceeding the Shockley-Queisser limit.
Description: Robot control, motion planning, and embodied intelligence Prompt: Create a control system for a soft robot that mimics the movement of an octopus, utilizing distributed processing in the limbs to handle complex manipulation tasks without central brain involvement.
Description: Signal analysis, filtering, and communication systems Prompt: Develop a "cognitive radio" algorithm that uses deep reinforcement learning to dynamically exploit underutilized spectrum bands in real-time, maximizing throughput in a crowded RF environment.
Description: Human behavior, societal dynamics, and policy analysis Prompt: Model the societal impact of Universal Basic Income (UBI) using an agent-based simulation that accounts for psychological factors like "meaning" and "status," predicting long-term effects on innovation and social cohesion.
Description: Space exploration, satellite systems, and aerospace engineering Prompt: Design a propulsion system for interstellar travel based on a "magnetic sail" that harvests momentum from the interstellar medium, calculating the travel time to Proxima Centauri.
Description: Engineered biological systems and synthetic organisms Prompt: Engineer a synthetic bacterium capable of degrading plastic waste in the ocean and converting it into a harmless, biodegradable biomass, with a built-in "kill switch" to prevent uncontrolled proliferation.
Description: Biological networks, metabolic pathways, and cellular systems Prompt: Construct a whole-cell computational model of a minimal cell that integrates gene expression, metabolism, and cell division, predicting the phenotypic consequences of every possible single-gene knockout.
Description: Biological and molecular computing paradigms, including DNA computing and cellular computing Prompt: Design a logic gate architecture based on reaction-diffusion systems in chemical gels that can perform universal computation and self-repair after physical damage.