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iAkashPaul

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Multidisciplinary engineer

youtube.com/@iakashpaul github.com/iakashpaul

akash at akashpaul.com

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Can't wait to get this & have TrueNAS+Jellyfin up & running on it, certainly beats having to buy so many addons for the Pi & still not have a super reliable build.

One quick way to improve results greatly is to ask questions with 2/3 chunks & in the lookup for these chunks mention the IDs of the other chunks, qdrant allows for easy metadata addition. So just generate a synthetic question bank & then do vSearch against the same instead of hoping for the chunks to match up with user questions.

Heavily,

Call summarisation at scale, for further insights of key topics/sentiments for diarized & fused channel call data

Lead mining quality improvement by asking questions instead of merely classification

Internal simple RAG chatbot across ~1000 PDFs, not yet down the GraphRAG route

Better chatbot experience over RASA

Contract mining for speeding up mundane governance tasks

JM2C

1. Langchain not being used in production?

How out of touch is that remark? Hard pressed to find agentic framework implementation outside of Langchain/Llamaindex.

2. Outlines is not expected to work with OpenAI API because it wasn't created to do that.

Samsung & Transcend SD/mSD have always errored/failed on me with power outages on Pi without additional power management hardware & software.

Having push to eject NVMEs brings forth a future where you can swap out LLMs/brains in K2SO type droid