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
Do you trust AI agents to buy things on your behalf? One concern is obvious that they can make mistakes. But there are also technical issues: the current infrastructure is not built for AI Agents. Every store has its own APIs Every payment syst...
Nikhilesh Tayal in Videos 1 min read
One of the biggest limitations of AI agents today is that they do not have internal memory. We have to manage their memory explicitly. But what if an AI agent could edit, update, and manage its own memory... In this video, let us see how...
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Nikhilesh Tayal in Articles 1 min read
Unless you’ve been completely offline lately, you have probably heard about OpenClaw. For those new to it, OpenClaw is an open-source, configurable agent framework The good thing is it runs locally and gives AI Agents real operational capab...
Nikhilesh Tayal in Videos 1 min read
In this episode, Jigyaasu and Saral explore what practical safeguards actually help: delimiters, proxies, JSON validation, moderation APIs, LlamaGuard, and more > Next episode: The AI Leadership Playbook Previous episodes: 0. Basics of AI - ht...
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Nikhilesh Tayal in Videos 1 min read
While we mostly talk about building AI Agents and LLM applications, not many people talk about - how easy it is to hack these. In this video, I break down what prompt injection is, how it works, and most importantly, how you can protect your AI ...
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Nikhilesh Tayal in Articles 1 min read
There’s a common belief: For AI Agents to be truly personalised, they must know everything about you. But that’s a huge privacy risk, isn’t it? So the real question is: Can an AI Agent work on your data without actually seeing it? And ...
Nikhilesh Tayal in Videos 1 min read
Let's build a fun project to make AI agents do stand-up comedy The idea is to learn "multi agent collaboration" in Autogen. The first AI Agent will crack a joke, and another agent will create a counter-joke on the punchline Let's laugh and...
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Nikhilesh Tayal in Articles 1 min read
OpenAI is trying something very different from traditional search ads. According to Sam Altman, “Ads on search engines make money when a search fails. If search engines gave you the best answer, there’d be no reason to buy an ad above it.” ...
Nikhilesh Tayal in Videos 1 min read
Prompt Caching: Stop paying for the same prompt twice. Problem: A prompt is an integral part of any Gen AI or Agentic AI application. However, the problem occurs when the prompt becomes too large. Bigger prompts = higher cost every single cal...
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Nikhilesh Tayal in Articles 1 min read
The problem Most AI models write text one word at a time. That keeps answers good, but makes them slow. Some models try to write everything at once to be faster. But then: they lose memory efficiency the text feels less connected compute cos...
Nikhilesh Tayal in Videos 1 min read
AI Agents are powerful, but without security, they’re also dangerous. In this episode, Jigyaasu learns why AI Agent security isn’t just a technical concern, but a leadership and business imperative. From prompt injection and hallucinations to dat...
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Nikhilesh Tayal in Articles 1 min read
Over the years, LLMs have become great at understanding training text and images. But things fall apart when we move to new data type. For example, medical scans, or sensor data. Training an LLM on these new data types usually needs thousa...
Nikhilesh Tayal in Articles 1 min read
But what if the next phase of AI doesn’t isolate us? What if it brings us together? Picture this. It’s 3:00 AM. You’re talking to an LLM about a relationship problem that strangely feels like debugging code. The model pauses and asks: “Do...
Nikhilesh Tayal in Videos 1 min read
Through humour, simple analogies, and real-world examples, Jigyasu and Saral explore: What MCP Servers are and who builds them How MCP makes AI Agentic systems scalable, maintainable, and safe What is Google's A2A and more > Next episode: AI Age...
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Nikhilesh Tayal in Videos 1 min read
Let us build a multi-AI agent system that can customize your resume according to the "Job Description." It would also come up with the probable questions that the interviewer might ask based on the JD. All you need to do is upload your basic r...
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Nikhilesh Tayal in Articles 1 min read
Speech isn’t just words. It includes emotion, accent, tone, and identity – all mixed together. Traditional audio tokens try to capture everything. That makes them heavy, complex, and inefficient for language models. For example: Imagine ...
Nikhilesh Tayal in Videos 1 min read
Remember when LLMs could only handle text? Well, those days are long gone. Today’s AI models can see images, watch videos, and even listen to your voice. They’ve evolved into what we now call LMMs - Large Multimodal Models. But how did we g...
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Nikhilesh Tayal in Articles 1 min read
Turns out, models don’t just learn facts. They can pick up traits like cheerfulness, stubbornness… even sycophancy. And fine-tuning can amplify these behaviours quietly Recently, researchers introduced “Persona vectors - numerical patterns” ...
Nikhilesh Tayal in Videos 1 min read
Can AI Agents debate? Let us build a Multi AI Agent Debating System using AutoGen, where AI agents don’t just answer, they argue! Basically, Autogen provides this functionality of "Conversable Agents" and in this video, let us learn how to use th...
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Nikhilesh Tayal in Articles 1 min read
Employees are feeding sensitive data into Copilots and AI tools at massive scale. Most of it happens through unmanaged personal accounts, invisible copy/paste flows, and non-federated logins. Traditional DLP tools don’t even see it. A ne...
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