AgentMesh
multi-agent orchestration.
Route the task. Coordinate the agents. Follow every handoff from the first plan to the final tool call.
Every agent has a role.
Every handoff leaves a trace.
- 01ROUTER
task.received← - 02ARCHITECT
topology.created· - 03REVIEWER
schema.invalid· - 04BUILDER
patch.started· - 05TOOL EXEC
execution.complete·
02 / THE PROBLEM
The final output hides most of a multi-agent system's behavior. When a task stalls or an agent makes the wrong move, you need to know who acted, what changed and where the work went next.
03 / SYSTEM MODEL
Router → architect → reviewer / builder → tool execution
04 / ARCHITECTURE
A multi-agent workflow needs more than an answer. It needs a trace you can follow.
LangGraph / FastAPI / WebSocket / React
05 / ENGINEERING DECISIONS
Connect the topology to execution events. Keep the handoff visible so the system can be inspected at the level where coordination actually happens.
06 / FAILURE SURFACES & TRADEOFFS
Each additional agent adds coordination overhead and another place for partial failure. More agents are useful only when their responsibilities justify the extra handoffs.
07 / RESULT & EVIDENCE
Explicit handoffs / execution state / live events.
Explore the linked project for implementation evidence. The artwork and interactive sequence illustrate the system model; they are not product screenshots, live execution results or performance measurements.
08 / TECHNOLOGY
LangGraph / FastAPI / WebSocket / React
ReasonFlow↗