AI Agent Orchestration: Routing, Handoff and Failure Modes

Originally published at AI Agent Orchestration: Routing, Handoff and Failure Modes on smartgate.network.

A shorter version of "AI Agent Orchestration: Routing, Handoff and Failure Modes" — the full piece lives at smartgate.network.

What the full piece covers

• ai agent orchestration: the four decisions a dispatcher makes — Orchestration is the part of a system that answers one question over and over: which worker runs this task now, and what happens if it does not finish.
• agent orchestration tools: what a dispatcher is actually made of — The market sells dispatchers as products, but every dispatcher decomposes into four parts, and naming them is what makes products comparable at all.
• agent orchestration platform: the dispatcher once several teams share it — A platform is the dispatcher at the moment more than one team depends on it.
• multi agent orchestration: routing rules once there is more than one worker — Multi agent orchestration is routing with consequences, and the rules that keep it survivable are fewer than the framework documentation suggests.
• multi agent systems: the failure modes that arrive with a second worker — A second worker buys parallelism and containment, and pays for both with a new failure surface.
• agentic workflow: which decisions belong inside the loop — The loop and the dispatcher are not rivals.
• agent pipeline: where orchestration stops and the chain starts — If every task takes the same route, you do not have orchestration.
• agent orchestration frameworks: what a framework can and cannot own — A framework is a bundle of those four parts, and it is worth separating what it can hold from what it cannot.
• The four transitions, in one table — A dispatcher that records these four rows can answer, after any incident, who decided what and what it cost.
• Where SmartGate fits — SmartGate sits at the call site where a dispatch becomes a tool call, which makes it the place where three of the four decisions are enforced rather than merely described.
• Limitations — This page describes orchestration semantics and their failure modes; it does not rank dispatcher products and does not claim that any framework implements the four decisions well.

Read the full piece: AI Agent Orchestration: Routing, Handoff and Failure Modes on smartgate.network.