$ cat /var/log/notes · 006 entries

Field notes.

AI agents that actually work, ML that ships, and what breaks when real users show up.

How I Am Using My Laptop To Host My Personal Projects And 24/7 AI Agents

My personal laptop sits in the hall, lid closed, running my portfolio, dashboards, an email tracker, and a few AI agents that tweet on their own. Here is how the setup works.

HomeserverDevOpsSide ProjectsAI Agents
7 min read
GitHub as a Database

A practical story about using a private GitHub repo, JSON files, and the Contents API as the backend for a tiny personal data vault.

EngineeringSide ProjectsGitHub
6 min read
Running Many Side Projects On One VPS

What I learned while hosting my portfolio, auth gateway, dashboards, VPN, data vault, and app experiments on one Hostinger VPS.

DevOpsDockerSide Projects
7 min read
Why 10x AI agents are a myth

RAG is not magic. Agents start working when your knowledge stops being a messy folder and starts behaving like a real codebase.

AI AgentsRAGEngineering
6 min read
Challenges of building conversational AI

Here is what surprised me while building conversational AI for Indian users.

Conversational AIProduct
15 min read
GSOC 2025: Taxonomic Genomic Classifier

A detailed walkthrough of my Google Summer of Code 2025 project with MalariaGEN, where I developed Random Forest Model for malaria mosquito species classification

GSOCMachine Learning
9 min read