Replicats
  • Website
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  • Foundation
    • Overview
      • The Current State of Crypto Trading
      • Why Agents Matter
      • The Replicats Approach
    • Platform Architecture
      • Agent Framework
      • Wallet System
      • Trading Engine
    • Business Model
    • Roadmap & Sprints
      • Sprints #1
      • Sprint #2
      • Sprint #3 [Current]
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      • About
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    • We're hiring!
      • Data Engineer – Blockchain Data Specialist (Hired)
      • Blockchain Trading Engineer
  • Technical Foundations
    • Beyond LLMs
      • The Limits of Pure Language Models
      • Why Representation Learning Matters
      • Replicats' Hybrid Approach
    • Data Infrastructure
  • Creating Agents
    • Agent Building
    • Agent Management
  • Official Links
    • Important notice
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  • Knowledge Graph
  • Data Sources
  • Partnership Opportunities
  • Looking Forward

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  1. Technical Foundations

Data Infrastructure

The backbone of our platform: how we collect, process, and analyze market data.

Replicats' data infrastructure combines multiple streams of market data to create a comprehensive view of the cryptocurrency ecosystem. Through sophisticated processing pipelines and a robust knowledge graph architecture, we transform raw data into actionable market intelligence.

Knowledge Graph

Our knowledge graph serves as the foundation of our market understanding, modeling the complex relationships between tokens, protocols, and market participants. This graph structure continuously evolves as new relationships and patterns emerge in the market, capturing both explicit connections and implicit relationships discovered through our analysis.

Data Sources

We process three main categories of data: market data, on-chain data, and alternative data. Market data includes traditional metrics like price and volume, while our on-chain analysis captures transaction flows and smart contract interactions. Alternative data encompasses social sentiment, developer activity, and community engagement signals.

Through our integration layer, these diverse data sources are combined into a unified view of the market, enabling sophisticated analysis and pattern recognition. Our real-time processing capabilities ensure that new information is quickly incorporated into our market understanding.

Partnership Opportunities

We actively seek partnerships with data providers to enhance our market coverage and analytical capabilities. Whether you're providing alternative data, on-chain analytics, or specialized market metrics, we're interested in exploring how we can work together to improve market understanding.

For potential partners, we offer integration with our sophisticated analytics platform and the opportunity to collaborate on developing new market insights. Interested parties are encouraged to reach out to our partnerships team.

Looking Forward

As markets evolve, so does our infrastructure. We continuously enhance our capabilities through new data sources, improved processing techniques, and advanced analytics. Our goal is to maintain a comprehensive and accurate view of the cryptocurrency market while providing reliable, actionable insights for our users.

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Last updated 3 months ago

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