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Essays & Guides

Writing

Technical deep-dives and build logs, published on Medium.

Jun 24, 2026

Do LLMs Actually Think Before They Answer?

I ran a small experiment to find out. The results were not what I expected.

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Jun 1, 2026

Building a Sparse Autoencoder on GPT-2 from Scratch: A Mechanistic Interpretability Investigation

What happens when you wiretap a language model’s brain

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Apr 8, 2026

Implementing a GCN (Graph Convolutional Network) from Scratch

Read for free here.

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Mar 26, 2026

Mechanistic Interpretability: From Memorization to Steering in GPT-2

This project demonstrates how to artificially induce memorization in a small LLM like GPT-2 Small, localize the memory circuits using…

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Mar 20, 2026

Getting Started (in depth )with Local LLMs-and how to set them up

You can read the blog for free here.

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Mar 5, 2026

RAGAS-Validated NL-to-SQL on Postgres — Final Chapter

Not a member? Read it here for free.

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Mar 4, 2026

RAGAS‑Validated Natural Language Interface for SQL on Postgres — Day 2 Build Log​

Not a medium member? Read here for free.

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Mar 2, 2026

RAGAS‑Validated Natural Language Interface for SQL Queries on Postgres — Day 1 Build Log

Not a medium member? Read here for free.

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Feb 21, 2026

Where can you ACTUALLY contribute to ML/DS?

Not a Medium member? Read here.

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Jan 17, 2026

Building a Real-Time Fraud Detection System: Monitoring (Part 6/6)

The SRE Phase : From “It works” to “It’s healthy”.

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