Harsh Handa

Just built a working RAG pipeline that understands, retrieves, and answers from a knowledge base. Using LLaMA 3 + vector embedding model + ChromaDB. But it’s only the beginning. Let me show you what I’ve done 🧵👇

How do you handle unstructured tables and images in a RAG pipeline for retrieval and generation?

@expectjeff @mdancho84 Yeah a local option would be great but they have a very generous free tier. Im using that for my RAG pipeline.

@handatalks @mdancho84 Can you run LlamaParse locally? I assumed you had to use their API, but a local option would be great!

🚨 BREAKING: Microsoft launches a free Python library that converts ANY document to Markdown Introducing Markitdown. Let me explain. 🧵

deep

The time and effort it takes to solve a small problem isn’t much different from solving a big one. So think big. Bet on yourself. Do the work. Luck isn’t random — it’s the result of hard work × time. You can work 12 hours a day or give it 10 years. Create your own luck.

Wealth: Wealth is built, not wished for. It all starts with taking action — not just dreaming. Want to get rich? •Start a business •Level up in your career •Invest early and often •Study money, daily •Live below your means Most important: fall in love with work.

Your network is your net worth. Build genuine human connection. Improve relationships by: • Being present • Asking questions, listening more • Giving without expecting returns • Staying consistent Build a circle that supports your mission.

I was reading a book by John D. Rockefeller the other day. He said there are 3 things that matter most in life if you want to be successful and happy: Let’s break down each one in this thread.

Cursor is the modern version of the terminal—contextual, conversational, and embedded in your workflow. It’s not just a tool. It’s a new interface for software development. The more you understand it, the more value you’ll get. Have insights from your own usage? Share below.

Define coding goals before each session Track learnings and reusable patterns in a second brain system Conduct weekly retros on what slowed you down Use project templates or dev logs to reduce context switching Tools help, but systems sustain.

Let’s find out how Cursor works—and use that knowledge to get the most out of it. To understand Cursor, it helps to go back to where programming started: terminals and interactive environments. This is the evolution of that model—on steroids. 🔻🔻🔻🔻🔻🔻🔻🔻🔻🔻🔻🔻🔻

This is my dopamine detox. I’ll share my daily journey while I also build an AI SaaS targeting a multi-billion dollar industry. Mind and mission. Let’s see what happens when your mind works for you—not against you.

Rule 3. Whole foods only. No processed carbs. No sugar bombs. Eat: meat, eggs, vegetables, fruit. This resets your body chemistry. You’ll sleep deeper. Crave less. Think clearer. Perform better. Junk food numbs the mind. This fuels it.

I’m starting a new challenge—a full dopamine detox—to reset my mind, rebuild focus, and stop chasing cheap highs. This isn’t a trend. This is about control. If you feel like your mind’s been hijacked, this is for you. I making 3 changes to fix my mind. Find them👇 Be free ✊