---
title: "Difficulty-Aware Orchestration · agent orchestration · Agent Fieldbook"
url: https://agentfieldbook.org/design/orchestration/difficulty-aware/
description: "Estimate each query's difficulty first, then adapt workflow depth, which operators fire, and which model handles it. Hard queries get more agents + a stronger model; easy ones get a shallow cheap path."
section: "Design · Orchestration"
source: Agent Fieldbook — generated from the published page
---

# Difficulty-Aware Orchestration

Estimate each query's difficulty first, then adapt workflow depth, which operators fire, and which model handles it. Hard queries get more agents + a stronger model; easy ones get a shallow cheap path.

Verified against [arxiv.org](https://arxiv.org/abs/2509.11079)

- [arxiv.org](https://arxiv.org/abs/2509.11079)

## How it works

## At a glance

| Field | Value |
| --- | --- |
| Technique | Routing |
| Cost lever | Lower on average, spends compute only where difficulty warrants |
| Latency lever | Variable, matched to query difficulty |
| Quality lever | Holds quality on hard queries without over-spending on easy ones |
| Example | DAAO· MoMA generalised routing |

## When to use

Agent workflows facing a wide difficulty range, where a fixed pipeline over-serves easy tasks and under-serves hard ones.

## Basis

## Verified against

- [https://arxiv.org/abs/2509.11079](https://arxiv.org/abs/2509.11079)

The corpus does not rewrite vendor documentation. Where copy is quoted verbatim it is marked as such and attributed to its source.