18Deepnar

Joined 1 month ago

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Member since

Sep 15

A third-year undergraduate pursuing a Computer Engineering degree specializing in information retrieval and long-term memory in large language models. Single hand author of a local-first LLM memory system and of LSREP, the longitudinal protocol designed to assess the system — made public for free with a finalized manuscript ready for submission to an academic journal. The project comprises constraint solvers, async services and schema design, statistical investigation that concludes if the innovation is worthwhile, and elevator pitch — led teams of six people in local level hackathons and competitions.

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Recent submissions

Comment · 2 days ago

why do i not see as much traction and stirring up on the internet for gemini models as much as claude or gpt even though on bench's they are very much THE frontier. is the reason very limited access early or or just not enough publicity or hype as the other labs do?

Comment · 17 days ago

hey i loved the idea of it being centralized and the mcp to get connected to our own subcription, but what about the local use of it with local ai, also something more than a calendar but more like a P.A. for like making my daily plan for the weeks?

Comment · 1 month ago

yea i see the potential of local slms too, it wont replace the frontier llms but for particular aspects they are generally really good, and at a certain point models like qwen 3.8 if people are able to set up proper api providers for it it can be extremely cheap and helpful. I am also working on trying to fix the memory and low context issue of such slms so they can actually be used locally for real use cases and not just small work

Comment · 1 month ago

how helpful is it for it to be transitioned to rust, how does it help?