Just shipped the URL indexing handler for my RAG project ๐
Built a recursive crawler that scrapes all pages under a domain, chunks the content, embeds it locally with Ollama, and stores it in Qdrant ๐ก
#BuildInPublic#Typescript#NextJS#WebScraping
Working on Raggify โ a RAG app for PDFs & Websites ๐
Set up the frontend + PDF indexing today. Now tackling website indexing โ scraping all routes on a domain is no joke ๐
Cooking up the logic rn!
#BuildInPublic#RAG#AI
๐ Building a Full-Stack RAG app that handles Text ๐, PDFs ๐ & Website URLs ๐ โ with persistent chat history for each!
Stack:
Next.js โฒ
React 19 โ๏ธ
TypeScript ๐ท
Docker ๐ณ
PostgreSQL ๐
Qdrant ๐ต
Langchain.js ๐ฆ
Ollama ๐ฆ
Journey has begun! ๐๐ฅ
Today I built my first RAG pipeline from scratch! ๐
Kept it local using Node.js, LangChain, and Ollama.
Once you understand what a Vector Database actually does, the whole concept of Retrieval-Augmented Generation just falls perfectly into place.
#RAG#AI#SoftwareDev
didn't write a single line of code today
spent the day researching offer letter red flags and remote work scams. stuff nobody teaches freshers before their first job
some days the best thing you build isn't code โ it's awareness ๐
Built a Vibe Coding CLI โ type what you want to build, get a full Next.js + TypeScript app. ๐
Learned more about LLMs, prompt engineering and parsing outputs in this one project than months of reading docs. ๐ง
Shipping > studying. ๐คทโโ๏ธ
๐ NextCode is ready โ a CLI that builds Next.js + TypeScript apps from your description.
However, burnt through Gemini's free quota and couldn't justify paying for a small project ๐
Migrating to Gemma 3 (Ollama), should be done in 1-2 days ๐ป
#AI#Ollama#BuildInPublic
Day 4 and I watched $7 vanish with ONE prompt ๐
Never testing with the big models again. Haiku exists for a reason โ learn from my pain ๐
But NextCode is looking clean right now. Like actually cooked clean ๐จโ๐ณ
Tomorrow we ship ๐
Finally done designing the system prompt for NextCode, a vibe coding CLI tool.
I will be posting daily updates on X and github:
https://t.co/L4fmNYz485
They are slowly releasing the Epstein files and I am slowly feeling like I am in some fictional world.
Like this shit really happening?!?
Can't trust any authoritative or popular figure anymore cos 90% of them are in dem files lol
Started building a Vibe Coding CLI like Claude Code โก
The catch: itโs only for React / Next.js projects
This needs 2โ3 days of pure planning ๐ง , before the coding bit.
Using Claude to deeply understand the core concepts behind an app like this
Will share an update tomorrow ๐
built 2 more AI CLI apps:
๐ฆ๏ธ Weather Agent โ give it a location, it fetches weather and returns a one-line summary
๐จโ๐ป GitHub Agent โ ask about any user in plain English, it semantically extracts the right fields from their profile
#BuildInPublic#OpenAI#Anthropic
Built a cool AI Calculator CLI that simplifies math expressions into simple forms and describes it's thought process as it is calculating the result
Further added a second LLM as the Judge to validate if the thought process of the first LLM is correct at every step
#LearntALot
Built a cool little AI chat bot platform for the last two days. It has three bots impersonating @elonmusk, @jordanbpeterson and @MrBeast with a lot of context about of each of them.
It was a good learning experience in the sense of how we integrate gen AI with web apps.
I have decided to challenge myself to do 1 hour of mindfulness meditation every day for 30 days.
In this age it's just you vs your mind and we might not win the battle and get rid of all the bad habits at once but we definitely gonna win the war.