Modular AI chatbot platform
A series of chatbots, each a step further: from a basic prototype to one with memory, tools and a database behind it.
What makes a chatbot useful is memory and tools, not the model alone.
Senior Product Manager at ORO Labs, owning supplier experience in enterprise procurement. Co-founded Bunawat and took a 40-year-old apparel business online before that.
What Junisha wrote about the course after Cohort 08. These are real people with real portfolios, not marketing copy. Want to talk to Junisha? I’ll intro you.
It helped me grasp concepts that were otherwise floating around in conversations, and gave me a real grip on the world of AI by actual hands-on building.
I truly appreciate the high-touch model you followed to get things built, and hence understood.
The best compliment I received recently? “Oh, you’ve become technical so fast! I’ll need more time even if I’m vibe coding. What have you been up to?”
✓✓Concepts that were floating around, grasped.
A real grip on AI, by building.
“Technical so fast”, said a colleague.
OST Simple Token
Bunawat
ORO Labs
Cohort 08, August 2026
A series of chatbots, each a step further: from a basic prototype to one with memory, tools and a database behind it.
What makes a chatbot useful is memory and tools, not the model alone.
Semantic search over a thousand podcast episodes, then the same engine exposed over the Model Context Protocol so an AI assistant can search, keep notes and run research briefs.
An MCP endpoint is a live API: ship it with auth.
One agent loop that searches and reads the web, remembers you between sessions, runs a job search from your resume and answers the phone, with chat and voice sharing one memory.
The assistant grows by registering tools, not by adding branches.
The hardest product problems arrived as requests for another workflow or dashboard; underneath was almost always a decision about who gets what.
Consumer products, a retail business, enterprise procurement: organisations rarely lack ideas, they drown in complexity that builds up slowly.
Co-founding Bunawat and taking a 40-year-old apparel business omnichannel: the goal was never just a website.
Junisha
Shivaprasad Patil
Nishant Pandita
Sidhartha Pooboni
Sunil S Sakri
Saurav Sarkar
Prabhakar Arya A
Raunak Pandey
Ranjith Kurukkath
Vinit Gujarathi
Pradeep Reddy
Vidhika Chakravarti
Lokesh Leel
Karine Majdalani
Guru Prasad
Neeharika Parasa
Every face has a story. Tap one to read it.
Eight weekends of building real AI products with a small group of PMs. You leave with a portfolio like Junisha’s.
Real testimonials, not marketing copy. Want to talk to any of them? I’ll intro you.