Linux and coffee

Joined April 2024
My dad had a problem with managing quotations so I built an app for it. lowkey, a simple little thing.. but makes the work easier.. also shoutout to @ChaiCodeHQ and @surajtwt_ for the mobile dev cohort ๐Ÿ™Œ๐Ÿป
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At Devfest 2026 Crazy event by @gdg_noida Last time I was here as a newbie, this time as a Developer .. ! Lessgoo #devfest #gdgnoida #gdgcloudnoida
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I was always wondering.. that okay graphs are made for so many things by LLM, but how does it find the stuff.. SQL query? No SQL? Isn't it slow? Then , I got introduced to GraphDB It was a fun class Notes : inapp.app/sudo/gen-notes Huge shoutout to @piyushgarg_dev #chaicode
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I Built AI applications before I truly understood what was happening inside an LLM AI jargons were familiar but not clear to me So I sat down , connected all the dots and here's byproduct of my understanding A video - Me & canvas youtu.be/l7vLKUevapg?si=6ossโ€ฆ #BuildInPublic
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Did you know? That LLMs can also dream? Yes they can When you're building a memory engine for ur ai application. It's crazy how close the system tries to mimic human brain. Here's my notes from "Memory Engine" class by @piyushgarg_dev PDF : inapp.app/sudo/gen-notes #chaicode
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RAG RAG RAG , AI AI AI enough! I also wanna play presenting DOX - connect your documents, research notes, and creative thoughts @piyushgarg_dev sir told me to build this , in our recent class . I said why not check it out : dox.sud-o.app #chaicode @ChaiCodeHQ
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anyone can write code that works. the fun begins when you start asking why it's slow. understanding system design, batching, parallelism, and bottlenecks turned today's pipeline into ๐Ÿฐ๐˜… ๐—ณ๐—ฎ๐˜€๐˜๐—ฒ๐—ฟ embeddings and ๐Ÿฒ๐˜… ๐—ณ๐—ฎ๐˜€๐˜๐—ฒ๐—ฟ chunking optimization is a different skill
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Hardest part of building a gud RAG system? ZIP - preserve structure PDF/IMGS - ocr when needed Webpages - clean extraction YT - transcript SRT/VTT - timestamp aware chunks Every source needs its own extraction+chunking+rejecting strategies I learned more today than I expected
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