Blogs

All posts on ML engineering, LLMs, and AI products.

Date	Title
1/13/26	A Brief Introduction to Claude Agent Skills
1/6/26	Key Insights from DeepSeekMath paper
1/1/26	Understanding GRPO: PPO without the Critic
12/30/25	Deriving the DPO Loss from First Principles
12/25/25	Deriving the PPO Loss from First Principles
12/3/25	What I Learned Building SFT from the Ground Up
9/10/25	A Guide to Building Custom Nodes in ComfyUI
9/8/25	Building GPT from Scratch: Following Karpathy’s Tutorial
9/2/25	Key Takeaways from Lecture 1: LLM Evaluation Lifecycle
7/15/24	Part III: Fine-tuning Llama-3-8B for Structured Functional Representation Extraction
7/9/24	Part II: Comparison of Model Performances on Structured Functional Representation Extraction
7/3/24	Part I: Baseline Evaluation of GPT-4o for Functional Representation Extraction
6/30/24	Step-by-Step Guide to Setup Your Personal GPU Server
5/19/24	Managing multiple CUDA versions using environment modules in Ubuntu