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Name: How Attention Actually Works: Math, GPU Memory, and Systems
Uploaded: 2026-10-06T14:57:16+00:00
Channel: Sahil Gangurde

First-principles breakdowns of deep learning architectures, GPU execution limits, and systems craft on @sahilgangurdetech ↗.

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Oct 2026 · 7 chapters

How Attention Actually Works: Math, GPU Memory, and Systems

A complete, first-principles breakdown of the Attention mechanism from "Attention Is All You Need"—moving past surface-level intuition down to the linear algebra, GPU execution, and real production bottlenecks.

Attention
GPU Systems
Deep Learning
AgentDiff

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Coming up on the channel

FlashAttention
KV caching
Systems-level LLM optimisation

@sahilgangurdetech

Sahil Gangurde Tech

First-principles deep dives into Autonomous AI Agents, Production LLM Systems, High-Throughput Backends (Go & Python), and GPU Memory Systems.

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