Artificial intelligence is rapidly becoming critical infrastructure.
For decades, advances in AI were driven primarily by better algorithms and larger datasets. Today, the limiting factors are increasingly physical: compute capacity, power availability, cooling, networking, supply chains, and the economics of operating intelligent systems at global scale.
Neural Derivatives was founded on the belief that the next generation of intelligent systems must understand not only data, but also the physical systems that enable computation.
Our objective is to bridge artificial intelligence, physics, distributed systems, energy infrastructure, and quantitative finance into a single scientific framework capable of optimizing the world's most important infrastructure.
A world where compute, energy, and markets operate as one intelligent system.
We envision AI clusters, data centers, electrical grids, renewable energy assets, transmission networks, and global markets operating together through continuous scientific reasoning.
Neural Derivatives is building the operating system that enables this future.
Rather than optimizing isolated systems, we seek to build world models capable of reasoning across compute infrastructure, energy systems, and financial markets simultaneously.
Physics-native AI
Distributed Intelligence
Autonomous Infrastructure
Planetary Scale Intelligence
Our research sits at the intersection of physics, artificial intelligence, distributed computing, energy systems, and quantitative finance. Rather than optimizing individual components, we develop scientific intelligence capable of understanding entire interconnected systems.
Building intelligent systems grounded in the mathematical and physical principles that govern the real world.
Combining first-principles modelling with modern machine learning to create more reliable and interpretable intelligence.
Large-scale coordination of intelligent agents, distributed computation, and autonomous infrastructure.
Optimization of GPU clusters, networking, storage, scheduling, orchestration, and hyperscale AI infrastructure.
Performance optimization for scientific computing, simulation, distributed systems, and accelerated computing platforms.
Developing intelligent optimization for power generation, energy consumption, storage, transmission, and AI energy efficiency.
Research focused on renewable energy integration, optimization, forecasting, and intelligent energy markets.
Scientific intelligence for electricity markets, grid operations, transmission planning, and market optimization.
Mathematical modelling for derivatives, market microstructure, algorithmic trading, and intelligent financial systems.
Building AI systems capable of reasoning across compute infrastructure, energy systems, financial markets, and physical environments.
Research into infrastructure capable of continuously observing, reasoning, optimizing, and improving itself.
Large-scale computational platforms supporting scientific discovery, simulation, optimization, and intelligent decision making.
Data teaches intelligence what has happened. Physics teaches intelligence what is possible. Neural Derivatives combines both.
We believe that modern artificial intelligence should extend beyond statistical prediction. Real-world systems are governed by mathematics, optimization, conservation laws, physical constraints, and economics. By integrating scientific reasoning with machine learning, we aim to build intelligent systems that reason about the world rather than merely correlate observations.
Our long-term vision is to create autonomous world models capable of coordinating compute infrastructure, energy systems, and markets through continuous scientific optimization.
Our research is translated into practical platforms that solve real-world infrastructure challenges.
Physics-native optimization platform for AI infrastructure, energy consumption, cooling systems, and intelligent workload scheduling.
Scientific intelligence platform connecting compute infrastructure, quantitative finance, derivatives, and energy markets.
Infrastructure and market risk reasoning across distributed computing, AI operations, and financial systems.
Autonomous AI agents that coordinate, optimize, and operate distributed intelligent infrastructure.
Distributed marketplace for compute, energy, storage, networking, and intelligent infrastructure resources.
Additional research platforms are currently under active development as part of our long-term scientific roadmap.
To build the operating system that enables intelligent coordination between AI infrastructure, energy systems, and global markets.
We are building long-term scientific foundations that enable intelligent infrastructure capable of reasoning, optimizing, and continuously improving itself through physics-native intelligence.
Neural Derivatives is an independent, self-funded research organization.
We are building long-term scientific foundations for the future of artificial intelligence, distributed computing, energy systems, and quantitative markets. Unlike short-term product development, deep scientific research requires sustained investment in people, computational infrastructure, experimentation, publications, and open knowledge. If our mission resonates with you, your support directly accelerates research, engineering, scientific software, computational infrastructure, and future open-source initiatives.
Account Holder
Neural Derivatives LLP
Bank Name
Axis Bank Limited
Account Number
925020047840072
Account Type
Current Account (MCA Registered Entity)
Account Currency
INR
IFSC Code
UTIB0004159
Branch
Botanical Garden, Hyderabad
SWIFT / BIC
AXISINBB553
Every contribution directly supports scientific research, engineering, publications, computational infrastructure, software development, and long-term innovation at Neural Derivatives.
We welcome conversations with researchers, engineers, investors, institutions, universities, infrastructure providers, and collaborators who share our vision.
Reach us at
Long-term scientific progress creates lasting impact.
Understanding physical systems leads to more reliable intelligence.
We build for the next generation, not the next quarter.
Rigorous engineering transforms scientific ideas into real-world systems.
Whenever possible, we aim to contribute research, publications, and software back to the community.
Our ambition is to help build intelligent infrastructure that benefits humanity at planetary scale.