# Sub-agents: splitting context across specialized AI agents

DevFeed: [Sub-agents: splitting context across specialized AI agents](<https://devfeed.tech/articles/sub-agents-splitting-context-across-specialized-ai-agents-4851.md>)

Original publisher: [Read original article](<https://redis.io/blog/sub-agents-splitting-context-specialized-ai-agents/>)

Author: Jim Allen Wallace

Published: 2026-06-22T00:00:00Z

Content type: article

Language: en

Sources: [Redis Blog](<https://devfeed.tech/sources/redis-blog.md>)

Topics: [AI Bots](<https://devfeed.tech/topics/ai-bots.md>), [Language models](<https://devfeed.tech/topics/language-models.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [awareness](<https://devfeed.tech/tags/awareness.md>), [complexity](<https://devfeed.tech/tags/complexity.md>), [cost](<https://devfeed.tech/tags/cost.md>), [crm](<https://devfeed.tech/tags/crm.md>), [memory](<https://devfeed.tech/tags/memory.md>), [model](<https://devfeed.tech/tags/model.md>), [prompt-engineering](<https://devfeed.tech/tags/prompt-engineering.md>), [reasoning](<https://devfeed.tech/tags/reasoning.md>), [redis](<https://devfeed.tech/tags/redis.md>), [retrieval](<https://devfeed.tech/tags/retrieval.md>), [routing](<https://devfeed.tech/tags/routing.md>), [tech-de](<https://devfeed.tech/tags/tech-de.md>), [tool](<https://devfeed.tech/tags/tool.md>), [tools](<https://devfeed.tech/tags/tools.md>), [workers](<https://devfeed.tech/tags/workers.md>)

## AI overview

The article explains how specialized AI sub-agents divide complex work, coordinate through patterns such as orchestrator-worker, supervisor, swarm, and router, and contend with context, stale state, and shared-memory challenges.

## Source excerpt

If you've ever watched a single AI agent lose the plot on a complex task, you've probably wondered whether splitting the work across multiple agents would help. It can. But the split comes with its own headaches. Agents lose track of each other's work...