System Architecture
A modular, stateless execution engine designed for scalability and deterministic AI operations.
Frontend InterfaceLayer 01
A Next.js (React) based interactive dashboard utilizing Framer Motion for telemetry visualization. Interfaces via RESTful boundaries to the core engine.
AuthenticationLayer 02
JWT-based session management securing API routes and user isolation. Implements stateless verification for high-throughput scaling.
Agent Creation EngineLayer 03
Compiles natural language into an executable agent profile. Generates a unique context window and deterministic system schema.
Planning ModuleLayer 04
The reasoning core (LCM-driven). Parses goals into a Directed Acyclic Graph (DAG) of actionable steps before execution begins.
Tool Execution LayerLayer 05
A sandboxed routing environment that maps logical steps to physical APIs (e.g., LinkedIn, SMTP, internal DBs) handling retries and errors.
Memory StoreLayer 06
MongoDB Atlas backing persistent agent state. Stores complete execution histories, JSON outputs, and vector representations for context retrieval.
Monitoring & LogsLayer 07
Real-time telemetry and validation loops. Enforces structural JSON compliance and surfaces live trace data to the interface.
Data Flow Topology
[ USER INPUT ] --> [ API GATEWAY ] --> [ PLANNING ENGINE ]
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[ DAG TASK SCHEDULER ]
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[ EXTERNAL APIs ] <== [ TOOL EXECUTION LAYER ] ==> [ MEMORY STORE ]
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[ TELEMETRY ] --> [ UI LOGS ]