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⚡ AI Lessons

Dev.to · Alankrit Verma
📐 ML Fundamentals
⚡ AI Lesson
2mo 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
2mo 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
2mo 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
2mo 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...

Dev.to · Alankrit Verma
3mo ago
Synthetic Population Testing for Recommendation Systems
Offline evaluation is necessary for recommender systems. It is also not a full test of recommender...

Dev.to · Alankrit Verma
📐 ML Fundamentals
⚡ AI Lesson
3mo ago
Why Offline Evaluation Is Not Enough for Recommendation Systems?
Why Offline Evaluation Is Not Enough for Recommendation Systems Offline evaluation is...

Dev.to · Alankrit Verma
4mo ago
How GenAI Genesis Began
TL;DR Alankrit Verma came to the University of Toronto as a shy, math-driven student on scholarship...
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