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Harikanth Lingutla

AI/ML engineer · veteran · builder

Learning and writing about PyTorch, CUDA, and practical software. Still early — mostly notes as I figure things out.

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Writing

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May 11, 2025

Flash Attention Explained

A practical walkthrough of how Flash Attention reduces memory traffic and speeds up transformer training.

Deep Learning CUDA GPU Kernels
Apr 27, 2025

GPU Kernels — First Notes

Notes from learning CUDA memory hierarchy, occupancy, and writing my first custom kernels.

CUDA GPU Kernels PyTorch

Projects

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  • Vireeel AI UGC ad generator for short-form video marketing.
  • MandiLedger Offline-first farm accounting app for mandi and field operations.
  • FarmDots Digital twin for farms — spatial data, field boundaries, and operational overlays.

Harikanth Lingutla

AI/ML Engineer · Veteran · Builder

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