Writing Archive

Research Notes and Technical Essays

Writing

Implementing Transformer Attention from Scratch

A practical guide to reproducing attention kernels and validating correctness.

2026-01-20

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Writing

Failure Modes in RAG Systems

Why retrieval quality and ranking calibration dominate downstream generation quality.

2025-10-06

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