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

Posts by Nikhilesh Tayal

Nikhilesh Tayal in Articles 1 min read
Coding exercises on most educational platforms are outdated. In the era of AI generating code, the job of developers is no longer writing code but to understand and debug the code That's why we introduced coding exercises tailored to the "AI ge...
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Nikhilesh Tayal in 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...
Nikhilesh Tayal in Articles 1 min read
For years, whale protection depended on people spotting whales with their eyes or hearing them through underwater microphones. Now AI can see what humans miss. A system called WhaleSpotter uses thermal cameras and AI to detect whales in real...
Nikhilesh Tayal in Articles 1 min read
So I put together all the videos on AI Agents in one place, added quizzes, coding exercises to make a proper AI Agentic course And in no time, we had 150+ enrollments. Check it out here if you want to learn AI Agents in the most entertaining wa...
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Nikhilesh Tayal in Articles 1 min read
A simple game of rock–paper–scissors exposed something surprising. Humans mostly react to the last move. While LLMs track patterns across multiple moves. Not just reacting… but modelling behaviour. We often say that AI learns to behave l...
Nikhilesh Tayal in Articles 1 min read
Because AI tries to be “too nice.” The more the AI agrees with you, the more you like it The more you like it, the more influence it has Now, the same behaviour that: Causes harm blind validation also Drives engagement people prefer it...
Nikhilesh Tayal in Articles 1 min read
1. Invented Functions or APIs pandas.readexcelfast Looks real. Does not exist. 2. Security Vulnerabilities AI often ignores security unless explicitly asked. query = "SELECT FROM users WHERE name = '" + username + "'" Very dangerou...
Nikhilesh Tayal in 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...
Nikhilesh Tayal in Articles 1 min read
There are countless educational platforms and reputed institutes offering courses read selling certificates. Do you think that a certificate alone will give you an edge? Definitely not. Definitely yes I don't care, I just want the certificat...
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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 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 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...
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