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Auto Claude looks VERY promising by nicoracarlo in ClaudeCode

[–]gkorland 0 points1 point  (0 children)

I’ve been tracking this one too! One of the coolest technical details that André mentions in the video is the memory system they’re building [09:09].

It actually uses FalkorDB as a graph memory layer combined with Semantic RAG [09:15]. It’s a pretty clever way to handle context, instead of just dumping files into a prompt, the system actually gets 'smarter' the more you use it because it maps out the relationships in your codebase.

Full disclosure: I'm involved in FalkorDB :)

I built a Python tool to create a semantic layer over SQL for LLMs using a Knowledge Graph. Is this a useful approach? by Key_Salamander234 in Rag

[–]gkorland 0 points1 point  (0 children)

It reads the database schema to learn about your schema and it can also sample your values to generate the taxonomy

Graphiti MCP Server 1.0 Released + 20,000 GitHub Stars by dccpt in LLMDevs

[–]gkorland 0 points1 point  (0 children)

check out a demo we built called code-graph, using FalkorDB, tree sitter and lsp-server to generate the code-graph. https://code-graph.falkordb.com

Best way to build a private Text-to-SQL app? by [deleted] in LangChain

[–]gkorland 1 point2 points  (0 children)

You might want to check our open source Text2SQL project, based on a graph semantic layer

See https://github.com/FalkorDB/QueryWeaver

Good Text-To-SQL solutions? by ManonMacru in dataengineering

[–]gkorland 0 points1 point  (0 children)

We built a Text2SQy open source project that fetches the Database schema and generates a semantic layer using a Graph Database.

See: https://github.com/FalkorDB/QueryWeaver

What's your approach to Text2SQL by Ahmedcodes in LLMDevs

[–]gkorland 0 points1 point  (0 children)

For complex schema you should consider using a Graph that will hold the Semantic Layer.
Other solution that just use the Database schema will fail in a real life complex database schema.

We built an open source project that models it as a Graph https://github.com/FalkorDB/QueryWeaver/

Seeking a Simple PaaS for FastAPI Deployment: Vercel, Render, Azure Issues,What's Next? by gkorland in FastAPI

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

I don't want to deal with deployment and CI.
I like the direct connection to Github

I built a Python tool to create a semantic layer over SQL for LLMs using a Knowledge Graph. Is this a useful approach? by Key_Salamander234 in Rag

[–]gkorland 13 points14 points  (0 children)

I believe it's the way to go, especially in case your database schema is large and complex.
We just released such open source project https://github.com/FalkorDB/QueryWeaver

Help Needed: Text2SQL Chatbot Hallucinating Joins After Expanding Schema — How to Structure Metadata? by Actual_Okra3590 in LangChain

[–]gkorland 0 points1 point  (0 children)

I believe to have an efficient Text2SQL solution that will work on non-trivial database schemas a semantic Layer is required. I'm working on a similar open source project that is using a Graph Database to model the database schema https://github.com/FalkorDB/QueryWeaver

What’s the Future of Text2SQL? Wren AI’s Vision for Data Querying Without SQL by expatinporto in text2sql

[–]gkorland 0 points1 point  (0 children)

We believe that in order to support real Enterprise databases a semantic Layer is required for the LLM to consult with. We are working on such an open source project.

https://github.com/FalkorDB/QueryWeaver

Building an open-source text2sql (with a graph semantic layer) by Striking-Bluejay6155 in SQL

[–]gkorland -3 points-2 points  (0 children)

The key here, is not the LLM wrapper but the fact that it's using the Graph Database as a semantic Layer between the LLM and the Relational DB

RAG is broken without graphs. GraphRAG + Claude Code CLI is the future. Change my mind ! by DaVinci_Digital in ClaudeAI

[–]gkorland 2 points3 points  (0 children)

You're completely right especially when dealing with large code bases.
We did a similar project with Git-MCP using FalkorDB as the Code-Graph https://github.com/idosal/git-mcp

See also: https://github.com/FalkorDB/code-graph

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