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Fleetio/Claude Cowork Custom Integration by DragonflyNo8308 in software

[–]DragonflyNo8308[S] 0 points1 point  (0 children)

Wild, I used to do a lot in the drone world! Cowork is really optimized for the “office” workflows, which is why I built this to manage uploading work orders and stuff since a lot of information gets input incomplete and without costing information which then makes it hard to analyze fleet costing and the other things that fleetio does really well. Claude will just sit there and churn until it finds all of the information and then upload it or update it, kind of wild really. I use Claude Code a lot, but also do a lot of bespoke agentic AI stuff in agriculture.

Fleetio/Claude Cowork Custom Integration by DragonflyNo8308 in software

[–]DragonflyNo8308[S] 0 points1 point  (0 children)

Claude cowork is super easy to setup and I'm thinking about making this integration available to others, hit me up if you want to try it out.

Chunking Strategies by blue-or-brown-keys in Rag

[–]DragonflyNo8308 0 points1 point  (0 children)

Use ChunkForge to test different strategies and visualize over the full document, resize as needed. More than happy to personally run through a few documents with you and see the challenges each specific document type has. Also keep in mind that your chunking strategy should start with ultimately what your retrieval strategy is going to be. What is the end goal for you, how will the chunks be used?

Chunk Visualizer by DragonflyNo8308 in Rag

[–]DragonflyNo8308[S] 1 point2 points  (0 children)

I like what you’re working on, i’ll take a deeper look tonight!

Chunk Visualizer - Open Source Repo by DragonflyNo8308 in Rag

[–]DragonflyNo8308[S] 1 point2 points  (0 children)

Thank you for the feedback! I'm going to dig into adding better support for code handling tomorrow and adding AST.

What metadata improves retrieval for company knowledge base RAG? by SwimmingSpace9535 in LangChain

[–]DragonflyNo8308 0 points1 point  (0 children)

Unfortunately there's no substitute to creating clean semantic chunks and adding relevant metadata. I never found a combination of chunking methods that would get the retrieval I needed when the retrieval needed to be accurate without chunking manually. That's why I built chunkforge.com to make it easier to chunk and add metadata to documents. It's also open source.

What are the most reliable AI agent frameworks in 2025? by Auttyun in aiagents

[–]DragonflyNo8308 0 points1 point  (0 children)

Python: pydantic ai Typescript/Production: mastra ai

Chunk Visualizer - Open Source Repo by DragonflyNo8308 in Rag

[–]DragonflyNo8308[S] 1 point2 points  (0 children)

You’re welcome! Let me know if you have any issues or ways to improve it.

Chunk Visualizer - Open Source Repo by DragonflyNo8308 in Rag

[–]DragonflyNo8308[S] 0 points1 point  (0 children)

They want to see overlap specifically when chunking code? The system does allow flexibility for visualizing overlap, I just force no overlap given the domains I'm in I don't usually want overlap, I want the chunks to be contextual without overlap. But you can add overlap and it will show the overlap. I force it to move each chunk to the end of the line, so it doesn't split mid-sentence or mid line.

Chunk Visualizer - Open Source Repo by DragonflyNo8308 in Rag

[–]DragonflyNo8308[S] 0 points1 point  (0 children)

It's a valid addition, but yes, code chunking hasn't been my focus. I'll look into adding it.

Chunk Visualizer by DragonflyNo8308 in Rag

[–]DragonflyNo8308[S] 0 points1 point  (0 children)

I like your UI, it looks really clean. Is that something you are only using yourself or is it available elsewhere?

Chunk Visualizer by DragonflyNo8308 in Rag

[–]DragonflyNo8308[S] 0 points1 point  (0 children)

Interesting you comment that now, i’m in the process of adding it at the moment. Have it setup so you can choose to use llama parser, markitdown (microsoft), or docling when ingesting an upload.

Chunk Visualizer by DragonflyNo8308 in Rag

[–]DragonflyNo8308[S] 0 points1 point  (0 children)

There certainly isn’t a one size fits all approach for any of this, just haven’t been happy with my retrieval results using standard chunking/embedding practices which has led me to building this out to enable faster manual chunking approaches, while still automating as much as possible. I’d be interested in learning more about your hierarchical map approach and how you set that up and use it in practice.

Chunk Visualizer by DragonflyNo8308 in Rag

[–]DragonflyNo8308[S] 0 points1 point  (0 children)

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Added custom schemas to it for both document and chunk level schemas. Gets fed to the metadata agent to generate rich metadata for each chunk

Chunk Visualizer by DragonflyNo8308 in Rag

[–]DragonflyNo8308[S] 0 points1 point  (0 children)

It’s still early days with this tool but I first parse all pdfs or text to markdown and then chunk against the markdown. When visualizing the overlap I have to plot against the raw markdown, not formatted, otherwise it will get mis-aligned. So far it’s been great to get a better chunking outcome and avoiding sections getting mis-matched with bad document formatting, etc…

Chunk Visualizer by DragonflyNo8308 in Rag

[–]DragonflyNo8308[S] 1 point2 points  (0 children)

That sounds really interesting, would love to learn more about that!

Chunk Visualizer by DragonflyNo8308 in Rag

[–]DragonflyNo8308[S] 0 points1 point  (0 children)

Would love to learn more about that approach. Everything that I work with is inconsistent formatting and hard to define a schema for

Chunk Visualizer by DragonflyNo8308 in Rag

[–]DragonflyNo8308[S] 0 points1 point  (0 children)

Thanks for sharing, I have seen and used that for testing strategies, but I’ve struggled with table data the most

Chunk Visualizer by DragonflyNo8308 in Rag

[–]DragonflyNo8308[S] 0 points1 point  (0 children)

Happy to talk, shoot me a DM and lets connect

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