---
title: "Comment by CapeStart on \"Beyond the Context Window: Implementing CoALA for State-Aware Enterprise Agents\" | Hashnode"
description: "The episodic injection idea feels way more grounded than the usual just stuff everything in the prompt approach. Would be interesting to see how this scales onc"
url: "https://hashnode.com/posts/beyond-the-context-window-implementing-coala-for-state-aware-enterprise-agents/69399e5e1c77171a665dee94/comment/693a928111795d900484766d"
---

[Discussion](https://hashnode.com/posts/beyond-the-context-window-implementing-coala-for-state-aware-enterprise-agents/69399e5e1c77171a665dee94)

Comment [Beyond the Context Window: Implementing CoALA for State-Aware Enterprise Agents](https://hashnode.com/posts/beyond-the-context-window-implementing-coala-for-state-aware-enterprise-agents/69399e5e1c77171a665dee94)

[CapeStart](https://hashnode.com/@capestart)

[Dec 11, 2025](https://hashnode.com/posts/beyond-the-context-window-implementing-coala-for-state-aware-enterprise-agents/69399e5e1c77171a665dee94/comment/693a928111795d900484766d)

The episodic injection idea feels way more grounded than the usual just stuff everything in the prompt approach. Would be interesting to see how this scales once you’ve got hundreds of episodes per domain and need smarter routing than semantic similarity alone.