NucleuX

Problem Statement

Nucleux is an intelligent orchestration service designed to streamline crypto transactions by determining the most optimal workflow for user queries.The system follows a structured pipeline for processing user prompts and executing crypto-related tasks:Initial Processing (Routing Service)User prompts first enter the Prompt Structuring ServiceThis service breaks down complex requests into manageable subtasksThe structured workflow then passes through a Validation ServiceValidation ensures the workflow is feasible and properly structuredAction Mapping ServiceThe validated workflow enters the Action Mapping Service layerA Resource Planner analyzes the workflow and determines required resourcesThe Resource Planner interfaces with a Pool of Agents (Bridging, Swapping, Exchange)Task Mapper assigns specific subtasks to appropriate agents based on their capabilitiesAgent Pool UtilizationAny agents deployed on Autonome can be utlised and plugged into the pool.The multi agent orchestrator facilitates collaboration in this dynamic environment where multiple agents not knowing each other can communicate to achieve the end goalFor demonstration we deployed three specialized agent on Autonome:Bridging Agent: Handles cross-chain transfersSwapper Agent: Manages token swapsExchanger Agent: Handles currency/token exchangesFinal OutputThe system processes the workflow through the assigned agentsResults are compiled and presented as the final outputThis architecture ensures efficient processing of user requests through structured decomposition, validation, and intelligent resource allocation.

Solution

Here's a detailed breakdown of how we built this project, including the technologies, architecture, and some interesting hacks we implemented:🛠️ Tech Stack & ArchitectureCore Technologies UsedBackend: Node.js (Express) for the orchestration logicFrontend: React with TypeScript for the UI and interaction pluginBlockchain & Agents:Autonomefor deploying and managing agentsCovalent SDK Zeefor fetching on-chain dataOrchestration Layer: Custom-built using event-driven architecture🔗 How Everything Fits TogetherUser Query ProcessingThe user submits a request (e.g., “Buy USDC on Gnosis via UPI”).ThePrompt Structuring Service(subservice of Routing Service) breaks this into multiple subtasks, each handled by a specialized agent.Workflow Validation & OptimizationTheValidation Servicechecks feasibility, correctness, and dependencies before execution.Optimizations likecost minimization and route efficiencyare applied.Agent Allocation & ExecutionTheResource Planner(in the Action Mapping Service) selects agents from theAutonome-deployed pool(Swapping, Bridging, Exchange).TheTask Managerassigns each agent a specific responsibility.Agents communicate asynchronously enablingparallel execution.Transaction Execution & Feedback LoopOnce the user reviews the plan, and approves the workflow, execution begins.The frontend/plugindynamically updatesthe status of workflow⚡ Cool & Hacky Stuff We DidDynamic Agent DeploymentInstead of hardcoding agents, we made itplug-and-play. Agents deployed viaAutonomeare instantly available without manual configurations.Cost-Based Routing OptimizationThe orchestration layerintelligently prioritizes routeswith lower gas fees and higher efficiency usingCovalent SDK Zee+ our custom logic.Frontend as a PluginInstead of building a standalone UI, we developed alightweight frontend pluginthat integrates intoexisting dAppsfor seamless adoption.Multi-Layer Validation for Transaction SafetyInstead of a single-layer check, we implementedmulti-step validationat:Workflow StructuringPre-Execution Sanity ChecksAgent-Level Validation🚀 Why These Choices?Modularity→ Each agent is independent, making the system extensible.User Control & Transparency→ Users always getfull visibilitybefore execution.This setup makes ourmulti-agent orchestration service highly efficient, resilient, and developer-friendly.