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Plans for addiing a RAG?

rmoriz
Contributor
July 20, 2025

I see Atlassian is focussed on creating many AI tools but I miss the connection of existing external data, like documents/manuals, datasets.

This is especially relevant for companies that have to deal with tons of red tape and API external specs. Most of them are not public, or at least not available to recent LLM.

So I think Atlassian should build a simple RAG tool that can index PDF/office documents, then the rovodev agent should query the RAG providing the results to the LLM context.

 

[User Input] ──┐
                              │
[Embed & Search Vector Store] ←─── Local RAG (client)
                              │
[Format Prompt with Retrieved Context]
                               │
[Send Prompt to LLM API]
                               │
[LLM Response Output]

 

This would definitely be a USP in the crowded market of coding agents

 

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Jovana Dunisijevic
Atlassian Team
Atlassian Team members are employees working across the company in a wide variety of roles.
August 4, 2025

Hey @rmoriz 

Thank you for your feedback!

We agree that connecting to private documents, manuals, and datasets is crucial, especially for organisations with complex requirements.

Retrieval-Augmented Generation (RAG) is an area we're exploring.

We'll share your input with the product team. Please keep the ideas coming, your feedback helps shape our roadmap!

Kindest regards,

Jovana

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Josh
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August 5, 2025

Hi @Jovana Dunisijevic . I second @rmoriz 's request.

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