Jeevan Joshi

Independent AI Researcher, Neuromorphic Researcher and System Architect

[Jeevan Joshi @TSFMaster2]

We've published our preprint on Zenodo and are submitting to arXiv (https://t.co/wfY7rDtCgo): https://t.co/ok0nHbEylE

Open-source and reproducible under MIT License. Check it out and let me know your thoughts!
Cc: @EleutherAI @ggerganov @swyx @rohanpaul_ai @Raff_Edward

[Jeevan Joshi @TSFMaster2]

How do we bypass the quadratic KV-cache memory bottleneck on consumer GPUs?
I built Symphony: a constant-memory sequence modeling engine that processes a 43k+ context payload on an 8GB RTX 4060 with a flat, bounded VRAM footprint of 5.49GB (7B-4bit).
https://t.co/5WEhAdEcdX

[Jeevan Joshi @TSFMaster2]

2/ Symphony HEP-DNA: A recurrent coordinate pointer network. It tracks rare, high-value tokens (like API keys, variable names, and specific values) in the compressed space and executes exact token copy-paste retrieval.
Result: 100% exact retrieval accuracy with only a ~15% PPL

[Jeevan Joshi @TSFMaster2]

@nothing @nothing Yes.I am waiting for this phone

[Nothing @nothing]

Bold. Warm. Full of soul.

A return to instinct.

This is phone (1).

Tune in on 12 July to hear all about it: https://t.co/FEJL4Jb2Aw

[Jeevan Joshi @TSFMaster2]

@Punam1313 😘😘😘😘😘😘

[Jeevan Joshi @TSFMaster2]

@subedibinu Wow

[Jeevan Joshi @TSFMaster2]

@devkota919 hi

[Jeevan Joshi @TSFMaster2]

If you can't make it good, at least make it look good.

[Jeevan Joshi @TSFMaster2]

@SumanSu79899710 Yes

[Jeevan Joshi @TSFMaster2]

@YouTube Me

[Jeevan Joshi @TSFMaster2]

@radhika7786 Give me your Facebook id plz

[Jeevan Joshi @TSFMaster2]

School memories

[Jeevan Joshi @TSFMaster2]

@LifeNiraula hello

[Jeevan Joshi @TSFMaster2]

@BishnuP02354730 hi

[Jeevan Joshi @TSFMaster2]

@Pantpuran1 hi

[Jeevan Joshi @TSFMaster2]

@elonmusk Hi

[Jeevan Joshi @TSFMaster2]

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