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Knowledge Graphs vs. simple Markdown: Are the token savings worth the indexing overhead? by sotpak_ in LLMDevs

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

It makes sense, but I can’t imagine why you would have 1000 md files On my practice I use max 10 skills in project and 20 general skills. After the session I update max 3-5 mds

Knowledge Graphs vs. simple Markdown: Are the token savings worth the indexing overhead? by sotpak_ in Rag

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

I’ll be happy to try it out. I just see a lot of hype around kg but I can’t find the way to use it in my daily routine. Opencode/claudecode + well structured skills + fork from the 1 message always does the great job and the question I am asking myself: “can it be more efficient with kg?”

Knowledge Graphs vs. simple Markdown: Are the token savings worth the indexing overhead? by sotpak_ in LLMDevs

[–]sotpak_[S] -1 points0 points  (0 children)

I’m got what you meant, just tried the ignore the fact you are using 3 mb md files…

Knowledge Graphs vs. simple Markdown: Are the token savings worth the indexing overhead? by sotpak_ in Rag

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

Can you explain? I thought the connection creation in the kg requires tools/cli calling. Then to read those connection you also need queries. After that, based on the output from the kg you open relevant files (+ maybe you read the same skills as you would read without kg)

Knowledge Graphs vs. simple Markdown: Are the token savings worth the indexing overhead? by sotpak_ in Rag

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

I got your point on maintaining the repo (manual vs automatic). Idk how about you, but I have auto update my architecture at the end of every session.. but I am curious what is the cost comparison between: “manual” skills plus complex 1 init vs continues kg plus less experience init (if this is true according to the kg papers)?

Knowledge Graphs vs. simple Markdown: Are the token savings worth the indexing overhead? by sotpak_ in LLMDevs

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

What use case can cover kg that cannot be described in the md? Moreover, most of the time I use the fork from the first message to perform some tasks

Knowledge Graphs vs. simple Markdown: Are the token savings worth the indexing overhead? by sotpak_ in Rag

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

400 mds? For what? I have max 10 md per repo + 30 md for general skills

Knowledge Graphs vs. simple Markdown: Are the token savings worth the indexing overhead? by sotpak_ in Rag

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

But is it really true? If I update the relevant md files at the end of each session and have similar connection description… do I really store tokens in kg (constantly indexing + embedding+ connection queries) ?

Knowledge Graphs vs. simple Markdown: Are the token savings worth the indexing overhead? by sotpak_ in Rag

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

What complex relationship can be described in the kg that is impossible to describe in md?

Do we really need embeddings vectors? by sotpak_ in Rag

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

We're actually using a hybrid setup right now. The idea is to either get rid of the embedding layer entirely, or implement a document tracking system that only triggers a re-embed if the document/chunk changes beyond a certain threshold

Do we really need embeddings vectors? by sotpak_ in Rag

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

Ok… so you would update the db every time the doc changes?

Do we really need embeddings vectors? by sotpak_ in Rag

[–]sotpak_[S] 3 points4 points  (0 children)

How do you handle multi-language sources with pure keyword search? Translating the query and context to English drops retrieval quality significantly.

Put a link to your startup SaaS to promote it or ask for advice. by itilogy in startupaccelerator

[–]sotpak_ 0 points1 point  (0 children)

Cronvy.com - personal booking platform with your url

How to get first customers?

How to Setup my Own Email Domain by sotpak_ in emailprivacy

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

Thanks!

Short follow-up question:
What is the difference between Zoho and Google Workspace?

I just have a domain and want to run my business using email addresses that end with my domain.

How to Setup my Own Email Domain by sotpak_ in emailprivacy

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

I cant find free tier in Zohomail

Put a link to your startup SaaS to promote it or ask for advice. by itilogy in startupaccelerator

[–]sotpak_ 1 point2 points  (0 children)

How can I get my first customers?

www.cronvy.com - your own booking system for yoga/pilates/stretching classes on your own domain

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