Posts by Nikhilesh Tayal

@Nikhilesh Tayal

Nikhilesh Tayal

Nikhilesh is an entrepreneur, teacher and tech nerd He is an IIT Kharagpur alumn...
India aimletc.com Joined August 2025
6.2k Points159 Badges9 Connections9 Followers10 Following

Posts by Nikhilesh Tayal

Nikhilesh Tayal in Articles 1 min read
Because learning is rarely a linear process It is more like layering. The more we revisit a topic, the more it sinks in. The first time we learn something, it’s just an introduction. The second time, patterns start becoming visible. The third...
Nikhilesh Tayal in Videos 1 min read
You decide it’s time to “do something with AI.” A use case is found. A team is formed. Budgets are locked. Timelines approved. And then someone asks: “Who’s going to manage this project?” Let's discuss it in this video. Watch the complete v...
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Nikhilesh Tayal in Articles 1 min read
Hiring Agentic AI Engineers? This one question you could ask to separate the real talent from others. Agentic AI engineering isn’t just about calling APIs or writing flashy prompts. It’s about building real solutions that work for real users....
Nikhilesh Tayal in Videos 1 min read
We will learn How tokenisation works Why Transformers changed the game of NLP What “Attention Is All You Need” actually means Why LLMs feel human How models like GPT and LLaMA are trained ...
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Nikhilesh Tayal in Articles 1 min read
I am an accidental teacher. About 3 years ago, I discovered I have a knack for teaching, and since then, I have been teaching. Over this time period, I realised there’s one highly underrated trait: Asking questions. Not to test learners. No...
Nikhilesh Tayal in Articles 1 min read
What if one AI model could simulate all fluids, from ocean currents to plasma in space? The problem: Simulating liquids and gases has always been slow and expensive. And that's the reason current AI models are limited to one specific use case...
Nikhilesh Tayal in Articles 1 min read
AI Agent logs into humanity: Humans: 10 prompts to survive AI job loss, Learn AI in 9 Rs, AI-powered therapists, AI-driven car washing, AI-enabled pillow…. AI Agent: “Thinking…. Thinking hard….” Starts googling how to undeploy itself...
Nikhilesh Tayal in Articles 1 min read
Last week, I wrote about Anthropic’s most advanced model - Mythos Preview - https://lnkd.in/gw9RzATj This week, Anthropic made a rare move of holding it back Not because it isn’t ready… but because it may be too capable. Specifically, disc...
Nikhilesh Tayal in Articles 1 min read
An educational video on a technical topic like AI Agent, and approximately 9 minutes in duration. In a world full of 15-second entertaining videos, Everything was against this format. And yet… it worked. It’s a validation that if we make ...
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Nikhilesh Tayal in Articles 1 min read
Most teams do. Because realistically: You don’t have time to review every edge case Security audits are expensive and slow And if something really critical existed… surely someone would’ve caught it by now Right? Here’s the uncomfortab...
Nikhilesh Tayal in Articles 1 min read
Let an AI agent work on your machine and things can go wrong fast: Accessing files it shouldn’t Leaking secrets Running destructive commands Modifying things you never intended So teams do the obvious thing: Add guardrails But Guardrails insi...
Nikhilesh Tayal in Articles 1 min read
Multimodal AI has a hidden problem. Images → one tokenizer Videos → another 3D → completely different setup And it gets worse: Models that generate visuals don’t really understand them Models that understand visuals can’t generate them wel...
Nikhilesh Tayal in Articles 1 min read
As companies deploy more AI agents, new problems appear: Who controls them? Who decides what data they can access? What happens when multiple agents start overlapping or conflicting? OpenAI is trying to solve this with a new platform called Fro...
Nikhilesh Tayal in Videos 1 min read
AI Leadership Playbook In this episode, Jigyaasu and Saral would explore: Why is AI implementation not a weekend hackathon project? For AI implementation, do we need a product manager or a product manager? Why do some AI products become so succes...
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Nikhilesh Tayal in Articles 1 min read
Will we eventually design two versions of the internet? One for humans. One optimised for AI agents. AI agents read the web differently from humans. And that's the reason Cloudflare just introduced “Markdown for Agents.” When an AI agent r...
Nikhilesh Tayal in Videos 1 min read
Let's build an AI Agent for email assistance using LangGraph. LangGraph is different from other frameworks like Autogen or CrewAI. Firstly, the Agent can identify whether the incoming email requires a reply or its just for the information. If ...
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Nikhilesh Tayal in Articles 1 min read
Can Local AI Replace the Cloud? For the last 2-3 years, the AI conversation has been dominated by one assumption: AI = massive cloud data centres. But a new study suggests something interesting: Your laptop may soon handle a large portion ...
Nikhilesh Tayal in Videos 1 min read
This is one of my most watched videos on YouTube It seems people want to learn how to deploy Gen AI or Agentic AI applications on the cloud. In this video we will discusss how to deploy a Gen AI application on Azure cloud easily. It woul...
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Nikhilesh Tayal in Articles 1 min read
If you are running LLMs in production, you have probably seen this: Models slowing down when reasoning gets deep Fewer users per server than expected GPU bills rising fast The problem isn’t compute. It’s memory. When models “think” step by...
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