# Platform Architecture & Technology

**Core Architecture**\
ArnoyaTrade is a modular, AI-native trading platform composed of five layers:

&#x20;  1\. AI Agents

&#x20;  2\. Agent SDK & Studio

&#x20;  3\. Decentralized Infrastructure

&#x20;  4\. Data & AI Marketplace

&#x20;  5\. Smart Contracts & Security

\
**AI Agent Layer**

* Autonomous agents trained via reinforcement learning
* Real-time trade execution on CEXes/DEXes
* Multi-agent collaboration and signal sharing
* Behavioral profiles: conservative, moderate, aggressive
* Custom or marketplace-based ML models\
  **Key Value:** 24/7 adaptive trading with minimal human input

**Agent SDK & Studio**

* Python-based SDK to define logic and integrate data feeds
* Backtesting engine for validating trading strategies
* No-code visual Agent Studio for non-developers
* Agent marketplace to publish, rent, or monetize bots
* Reputation system based on performance and transparency\
  **Key Value:** Accessible agent development for all user levels

**Infrastructure & Cross-Chain Interoperability**

* Decentralized compute via distributed GPU/CPU nodes
* Secure routing with encrypted WebSockets and VPN overlay
* IPFS/Filecoin-based decentralized storage
* Docker/WASM agent containerization
* Ethereum L2 base + native bridges to Cosmos IBC & Polkadot XCM
* Chainlink/Pyth oracles for live market data\
  **Key Value:** Scalable, blockchain-agnostic execution backbone

**Data & AI Marketplace**

* Tokenized access to market data (price, sentiment, on-chain)
* Rentable AI models and proprietary trading signals
* NFT-gated access to unique datasets or models\
  **Key Value:** Distributed intelligence and revenue streams

**Smart Contracts & Security Model**

* Smart contracts for agent deployment, leasing, payments, governance
* Audited by security firms (CertiK, Trail of Bits, Halborn)
* Encrypted agent communications with TLS and peer auth
* Non-custodial key architecture for trade signing
* Defense mechanisms for slippage, spoofing, flash loan exploits\
  **Key Value:** Trustless automation with hardened protection
