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
7.2k Points177 Badges10 Connections10 Followers11 Following

Comments by Nikhilesh Tayal

Jun 24 Articles 1 min read
Frameworks -> LangGraph, CrewAI, AutoGen Harnesses -> Claude Code, Cursor, Codex A framework helps “you” build agents. A harness runs them. Frameworks provide building blocks for creating AI Agents, like Tool calling, Memory management, Mu...
May 26 Articles 1 min read
NVIDIA GPUs helped train LLMs that are now helping design the next generation of NVIDIA GPUs. Yes, there is something recursive happening here. Nvidia trained internal LLMs: ChipNeMo and BugNeMo on decades of proprietary chip-design data. T...
May 19 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...
May 16 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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May 15 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....
May 7 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...
Apr 17 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...
Apr 12 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...
Feb 12 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...
Feb 10 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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Jan 29 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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Jan 28 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.” ...
Jan 22 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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Jan 21 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...
Jan 20 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...
Jan 14 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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Jan 13 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...
Jan 9 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...
Jan 8 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...
Jan 6 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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