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For the past year, I worked on something amazing. We built an AI Product for one of our client that creates virtual experts on demand. Here's how it works, You give it a business problem. The system automatically creates specialised AI agents to solve it. Need market research?

People calling AI startups "ChatGPT wrappers" completely miss the point. Look at Perplexity, Replit, Lovable, Langchain, and Devin. All billion dollar companies. None have their own foundational models. Building an LLM from scratch costs hundreds of millions just to start,

Prompt engineering is evolving into something far more powerful, Context Engineering. Instead of writing clever prompts, we're now building dynamic systems that feed LLMs exactly the right information at the right time. Think of it like this, when your AI assistant fails to

This physicist literally dropped the coldest truth about life

AI agents with knowledge graphs just made therapy apps work like real human coaches. Recently, we worked a mental wellness and professional companion app that changes how AI supports people. Instead of giving generic advice, it remembers context from your conversations,

Soon, every company will face this AI security risk. Last week, researchers hacked Microsoft's AI agents with just words. No special tools needed. No malware. They simply asked the AI to share private customer data by asking something around other way, and it did. The response

LMCache makes AI models 8x faster by giving them smart memory. Thread👇

The real value of AI is not in being AI-ready. It is in doing AI enablement every day. Thread 👇

Very soon, search will not look like the search we know today. In the coming year, most people will not just search for information, they will ask AI to create, explain, and decide for them. Thread 👇 Image by Profound

I found something weird....

Some memes don’t just make you laugh, they hit a little too close to the truth. 😅

Get your agent's fundamental systems right before fine-tuning the language interface

Are you asking your LLM for confidence scores? You might be falling for fake numbers. Thread👇

ततोऽद्रिकूटाचलमेघसन्निभं। महाविमानोपमवेश्मसंयुतम्।। श्रीराम का महल ऐसे प्रतीत हो रहा था मानो बादलों से ढका हुआ पर्वत शिखर हो और रमणीय प्रासादों से अलंकृत कोई विशाल विमान। ~वाल्मीकि रामायण 2.15.49 The palace of Shri Ram looked like a mountain peak covered by a cloud and a great

Building a therapy app on top of Graph. Structured retrieval, semantic context and graph-driven reasoning. No more flat chunks. Just rich and traversable memory graphs.

Linux just nailed it🤣

Chaotic times need simple ideas.

⁦IndusInd Bank⁩ Why should I take an action even if I didn't applied for a loan. I didn't applied either made an interest, why are you sending messages like this? ⁦ReserveBankOfIndia⁩

People don’t betray you out of malice, they betray you out of self-preservation. When survival collides with loyalty, loyalty dies first. Understand this and you’ll stop being shocked by human behavior.

I just deployed an AI system where 23 agents share one brain to find what humans missed.