Next-generation autonomous agent framework combining SPIRAL-inspired reasoning graphs, persistent world models, and multi-agent orchestration for fully automated operations.
Inspired by SPIRAL research, NEXUS implements a sophisticated multi-persona architecture with specialized agents working in concert through Monte Carlo Tree Search reasoning.
Generates strategic action proposals using semantic knowledge. Explores the solution space through creative hypothesis generation.
Strategic PlanningGrounds proposed actions by predicting real-world outcomes. Validates feasibility before execution in persistent sandbox environments.
Outcome PredictionProvides dense feedback signals through self-reflection. Enables recovery from errors and convergence on optimal solutions.
Self-CorrectionCentral reasoning graph engine implementing MCTS-based deliberation. The "mind" that coordinates all agent personas through structured search.
Reasoning EngineSystem Entrypoint for Network Tasks. Intelligent Node Execution Layer providing secure OS-level operations and infrastructure management.
Infrastructure AgentChain of Responsibility pattern implementation coordinating workflow execution through handlers processing requests sequentially.
Workflow EngineSelf-correcting decision cycle powered by MCTS and multi-agent reflection
NEXUS architecture is directly inspired by breakthrough research in autonomous agent systems.
Complex, long-horizon tasks require more than single chain-of-thought reasoning. SPIRAL embeds LLMs into Monte Carlo Tree Search with specialized Planner, Simulator, and Critic personas — achieving 53.7% success on complex API tasks.
Read the paper →Agents need persistent worlds to live and learn in. WWM implements environment state and physics through web technology, enabling unlimited exploration with consistent rules and accumulated knowledge beyond single prompts.
Explore the framework →NEXUS combines the best of structured systems with LLM flexibility.
Join us in creating the next generation of autonomous agent systems. NEXUS is part of the AI Forge ecosystem.