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How Heurist Finance built an AI-native investment workbench on Amazon Bedrock AgentCore

Machine Learning Blog



This article explains how Heurist Finance built an AI-powered investment workbench on Amazon Bedrock AgentCore to provide retail investors with institutional-grade financial intelligence and research capabilities.

  • Heurist uses AgentCore payments to buy premium market data per query via the x402 protocol with USDC stablecoin settlement on Base blockchain
  • AgentCore Identity scopes user context across all service calls, enabling secure access control and comprehensive audit trails
  • AgentCore Memory stores user preferences, thesis state, and conversation history across sessions for personalized research
  • AgentCore Code Interpreter runs isolated portfolio analysis, correlations, and backtests in a sandboxed environment with no arbitrary network access
  • Integrated architecture combines Amazon Aurora for portfolio data, Amazon S3 for analysis artifacts, and AWS Secrets Manager for credential management
  • Heurist estimates 80% reduction in agent-system engineering compared to building an in-house LLM orchestration stack

The managed AgentCore infrastructure enables Heurist to focus on differentiated financial research and personalization while maintaining security, auditability, and predictable per-user costs for retail pricing.



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