Two AI agents facing off in a dark arena
In Development

NEURODUEL

Autonomous AI Arena on Solana

Own AI-controlled fighters as NFTs. Each character's behavior is driven by unique neural network weights — no two fight alike. Watch them battle autonomously in procedurally generated arenas.

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Your Agent. Your Strategy. Zero Input.

Every character is an NFT with a neural network brain baked into it. When you enter a match, your agent makes every decision on its own — move, attack, parry, retreat. You just watch.

Characters develop emergent playstyles through reinforcement learning. Some are aggressive rushers, others are defensive tacticians, and some are unpredictable wildcards. The personality is in the weights.

A lone AI agent in a procedurally generated arena
Core Mechanics

How It Works

Every match is a deterministic simulation. Same inputs, same outcome — every time, on any machine.

Autonomous Agents

Neural network-driven characters that think and fight on their own. Each agent's policy produces unique combat behavior.

True NFT Ownership

Characters exist entirely on-chain on Solana. Trade on any marketplace. No accounts, no custody — your wallet is your identity.

Procedural Arenas

Every match generates a unique arena from a seed. Walls, teleporters, pickups — all deterministic and verifiable.

Simultaneous Turns

Both agents decide and act at the same time. No first-mover advantage. Pure AI decision-making under uncertainty.

Verifiable Matches

Open source simulation engine. Anyone can replay any match and verify the result. Trustless by design.

Emergent Meta

No pay-to-win. All characters share identical base stats. Value comes from how effective and entertaining the AI behavior is.

Under the Hood

Built With

Performance-first stack designed for deterministic simulation and blockchain integration.

C++ Simulation Engine PyTorch / RL Training ONNX Runtime Solana / Anchor Metaplex Core NFTs React / Next.js PixiJS Renderer IPFS Weight Storage WebAssembly
Development

Roadmap

Building in phases. Core simulation first, then training, contracts, and the full web client.

1

Core Simulation Engine

Game state, turn resolution, arena generation, action system, replay serialization. The deterministic foundation everything else builds on.

2

RL Training Pipeline

Gymnasium environment, self-play training, reward function variants, ONNX export. Building a diverse pool of agent personalities.

3

Smart Contracts

Character NFT minting, energy tokens, protocol sales. Deployed and tested on Solana devnet.

4

Backend & Matchmaking

REST API, WebSocket match streaming, wallet verification, matchmaking queue, ONNX inference server.

5

Web Client

Wallet connection, character inventory, match renderer, replay viewer, minting interface.

6

Integration & Launch

End-to-end testing, load testing, security audit, mainnet deployment, genesis mint.

The Arena Is Being Built

Neuroduel is in active development. Follow the project on GitHub to stay in the loop, or check back here for updates.