AgentWorx
An event-driven, deterministic visualization system that simulates a multi-agent software engineering organization.
Problem
Multi-agent systems are opaque. Developers building agent orchestration have no way to observe, debug, or validate agent interactions without deploying to production.
Approach
Built an event-driven simulation engine that models a multi-agent software engineering org. Each agent operates deterministically, producing observable state transitions. A visualization layer renders the full system in real-time.
Result
90–95% reduction in agent debug time — from 1–2 hours to 5–10 minutes per session. Over 100 debugging sessions supported, saving an estimated 80–150 hours of manual effort.
Stack
What I'd do differently
Would invest more in replay and time-travel debugging from the start.
AgentWorx models a software engineering organization as a set of cooperating agents, each with defined roles, tools, and communication protocols. The system is fully deterministic, making it possible to reproduce and debug any interaction.
Core concepts
- Deterministic agents: Each agent follows explicit state machine logic with observable transitions
- Event bus: All inter-agent communication flows through a typed event system
- Visualization: Real-time rendering of agent states, message flow, and task progress
- Simulation control: Pause, step, and replay any execution sequence
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