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⚡ AI Lessons

Dev.to · Alankrit Verma
📐 ML Fundamentals
⚡ AI Lesson
3mo ago
The Last Pivot: Why Quality Gates Killed My Final KV-Cache Speedup
I wanted to answer one question: After packed-codebook TurboQuant failed, was there still a...

Dev.to · Alankrit Verma
📐 ML Fundamentals
⚡ AI Lesson
3mo ago
Beating Eager TurboQuant Was Not Enough: Why Dense GPU Attention Still Won
I wanted to answer one question: If I remove eager overhead, can a TurboQuant-style compressed...

Dev.to · Alankrit Verma
🏗️ Systems Design & Architecture
⚡ AI Lesson
3mo ago
When A Good Approximation Still Loses
This is Part 2 of a two-part technical write-up. Part 1 ended with the key architecture lesson: A...

Dev.to · Alankrit Verma
🧠 Large Language Models
⚡ AI Lesson
3mo ago
A Smaller KV Cache Did Not Make Transformers Faster
Long-context generation makes the KV cache hard to ignore. Every generated token reuses keys and...

DeepCamp AI