Omnis Labs
  • Welcome
  • Basics
    • Intro
  • Problem
  • Solution
  • Use Case
  • Why Now?
  • Strategy
    • Aster Points Maximizer
    • Normal Grid Strategy
    • Logarithmic Grid Strategy
  • Technology Stack
    • Architecture Overview
  • VISION
    • Omnis Manifesto
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  1. Technology Stack

Architecture Overview

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Last updated 1 month ago

Omnis is built as a modular, AI-driven platform designed for dynamic DeFi portfolio management and real-time risk control.

At a high level, the system combines:

  • Omnis Edge — Prebuilt on-chain strategy vaults for different risk levels.

  • Omnis One — An AI-managed portfolio builder that dynamically allocates across multiple strategies based on user preferences and market conditions.

  • Omnis AI Lab — Our internal AI research engine powering dynamic parameter optimization, generative strategy creation, and continuous learning.

For the full technical breakdown — including mathematical models, AI reinforcement learning flows, GenAI-based strategy generation, and smart contract infrastructure — read the Omnis Litepaper .

Key Design Principles

1. Modular Strategy Infrastructure

Omnis is split into two product layers:

  • Edge Vaults: Pre-tested strategies, optimized for different market conditions (momentum, mean reversion, liquidity farming, etc.).

  • One Vaults: Fully customizable AI-managed portfolios that combine multiple strategies, dynamically adjusted using real-time on-chain signals.

This separation makes the system flexible — allowing users to either plug into ready-made strategies or configure custom allocations.

2. Multi-Agent AI System

Omnis AI Lab coordinates three types of AI agents:

  • Strategy Generation AI: Uses GenAI to create, test, and deploy new strategy vaults automatically based on user goals.

  • Position Management AI: Dynamically tunes leverage, position sizing, and risk thresholds using reinforcement learning.

  • Transactional AI Assistant: Optimizes trade execution, detects arbitrage opportunities, and adapts liquidity provision in real-time.

These agents work together to constantly adapt to changing DeFi markets — not just running fixed strategies.

3. On-Chain Transparency & Execution

All Omnis strategies are deployed on-chain (starting with BSC, expanding multi-chain), using:

  • Smart contract vaults visible and auditable by anyone.

  • Direct decentralized execution on DEXs like AsterDEX — without relying on centralized custody.

👉 Want to dive deeper? Read the full Omnis Litepaper .

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