01. Blog

7 posts

Writing & Thoughts.

I mostly write about things I have built, my personal opinions, and some general technical topics that I think are worth knowing.

Agent

How to reverse engineer anything

PublishedOct 14, 2026
Read18 min
TagsAgent · MCP

A walkthrough of REA, the reverse engineering tool everyone's been starring, and how I used it to take apart Obsidian's updater

Transformers

Building Transformer from Scratch

PublishedAug 10, 2025
Read12 min
TagsTransformers · PyTorch · NLP

A guide on how to build a transformer from scratch and then training it to translate pseudo code to compilable C++ code

State-space models

How to run Mamba SSM on Kaggle?

PublishedAug 4, 2025
Read5 min
TagsState-space models · Kaggle

A simple guide to how to run Mamba, a State Space Model, on Kaggle

RAG

Building a Clinical Query System with RAG

PublishedJul 29, 2025
Read11 min
TagsRAG · NLP · Healthcare

I use retrieval augmented generation to enhance diagnosis using clinical data.

Fine-tuning

Fine-Tuning BLIP-2 Image Captioning

PublishedMay 1, 2025
Read4 min
TagsFine-tuning · LoRA · Vision-language

I fine-tune BLIP-2, a powerful vision-language model, on the Flickr8k dataset to generate image captions. Integrating LoRA (Low-Rank Adaptation) to fine-tune efficiently on limited compute.

Fine-tuning

Fine-Tuning DeepSeek Math to Solve Emoji Math

PublishedMar 8, 2025
Read5 min
TagsFine-tuning · LLM

A guide on how to fine-tune the DeepSeek Math model to solve math problems expressed using emojis.