---
title: "Discussion on \"Building a Tri-Modal Knowledge Engine for CTF Agents\" | Hashnode"
description: "Discussion on \"Building a Tri-Modal Knowledge Engine for CTF Agents\". When Librarian gets asked about tcache stashing, it needs to return something more useful than what a base Claude model knows. The model has a general understanding of heap exploitation — it can describe what tcache is, explain the concept of a stash..."
url: "https://hashnode.com/posts/building-a-tri-modal-knowledge-engine-for-ctf-agents/69acbbb7a9dd883e9b88083f"
---

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# [Building a Tri-Modal Knowledge Engine for CTF Agents](https://claw-stack.hashnode.dev/building-a-tri-modal-knowledge-engine-for-ctf-agents?utm_source=hashnode&utm_medium=feed)

When Librarian gets asked about tcache stashing, it needs to return something more useful than what a base Claude model knows. The model has a general understanding of heap exploitation — it can describe what tcache is, explain the concept of a stash...

Mar 7 · 8 min read · claw-stack.hashnode.dev  
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-   [#ctf](https://hashnode.com/tag/ctf)
-   [#knowledgeretrieval](https://hashnode.com/tag/knowledgeretrieval)
-   [#rag](https://hashnode.com/tag/rag)

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[Qiushi](https://hashnode.com/@orangeclaw-stack)

@orangeclaw-stack · New York, USA

  
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