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
Here are a few "hype-free" practical differences: 1. Run multiple AI agents at the same time Say: “Clean the backend, improve UI, and write tests.” Antigravity spins up several agents that actually execute these tasks side-by-side. VS Cod...
Nikhilesh Tayal in Articles 1 min read
The Problem Most language models accidentally memorise private data - even if it appears only once. A phone number buried in a blog post, a home address mentioned in a forum, a unique email ID in a dataset… once a model sees it, it can quietl...
Nikhilesh Tayal in Videos 1 min read
We know that LLMs are pre-trained models and therefore have a knowledge cut-off. And that's the reason they can't answer current affairs questions. So, let's build an AI Search Agent that can access Google Search using the API for current af...
post-cover-7423
Nikhilesh Tayal in Articles 1 min read
Building an AI product ≠ Using AI in a product. One means AI is the heart of the solution. The other just adds AI to something that already works. You can know everything about models, prompts, benchmarks, inference speed But if you can’t fram...
Nikhilesh Tayal in Articles 1 min read
Not many companies reveal the environmental impact of their AI models But French AI startup Mistral has disclosed the full environmental footprint of its flagship model, Mistral Large 2 123B parameters. Training the model emitted 20,400 metric...
Nikhilesh Tayal in Articles 1 min read
For years, AI model creators treated the internet like an open buffet - a limitless source of data to train their models. But now, that buffet is closing. Publishers are blocking AI crawlers and demanding payment for access. Why? Wikipe...
Nikhilesh Tayal in Videos 1 min read
Let us learn "AI Agent Evaluation" with humour. AI Agents can plan, reason, and act - but how do we know if they’re doing it correctly? What if you wanted to book a ticket to London, but the AI Agent booked one to Lisbon? We have to evaluate...
post-cover-7026
Posted in AI group
Nikhilesh Tayal in Articles 1 min read
After 3.5 years of building, teaching, and breathing AI, I hit pause. Not because AI isn’t exciting anymore But because I am curious about what else the future is cooking. So I have started exploring some mind-bending frontiers of technology...
Nikhilesh Tayal in Videos 1 min read
What makes an AI Agent truly personalised? Memory. In this episode of educational web series, Jigyaasu and Saral explore how AI Agents remember, learn, and personalise over time Next episode: Evaluation of AI Agents Previous episodes: What ...
post-cover-6466
Nikhilesh Tayal in Articles 1 min read
AI agents can buy things on your behalf, right? but would you trust them enough to do so? The challenge: today’s payment systems assume a human is clicking “buy.” With agents in the loop, how do we make sure payments are: Authorized – Di...
Nikhilesh Tayal in Articles 1 min read
Meta just launched LlamaFirewall – an open-source security system for AI agents. The goal is to protect agents from three big threats: 1️. Jailbreaking – malicious prompts that bypass safeguards 2️. Goal Hijacking – tricking an agent into foll...
post-cover-5747
Nikhilesh Tayal in Videos 1 min read
Let us learn Multi-AI Agent systems with humour. Key takeaways: What Multi-AI Agent systems are How they work together step by step Real-world examples travel planning, customer support, content creation Next episode: AI Agents' Memory Previou...
post-cover-5537
Nikhilesh Tayal in Videos 1 min read
Previous video was an experiment. This is actually the first episode of the "AI Agent" course. Hope it's worth your time! Next episode would be on - Multi AI Agents....
post-cover-5368
Nikhilesh Tayal in Videos 1 min read
The problem with current educational content is that mostly its lecture style videos - one person is teaching, and then there are graphics around. I want to break away from that style and want to make educational content more fun and engaging. ...
post-cover-5249
Nikhilesh Tayal in Articles 1 min read
Already in 20,000+ repos, it’s basically the README.md for AI coding agents. README.md → for humans intro, contribution guide, quick start AGENTS.md → for AI setup commands, testing workflows, coding style, PR rules By separating this con...
Nikhilesh Tayal in Articles 1 min read
For Example: Traditional Phishing: “Dear Customer, your bank account is locked. Click here to reset.” Targeted phishing: “Hi Nikhilesh, this is Rahul from Winsaga Edutech’s partner team. Here’s the updated contract you requested yesterday, plea...
Nikhilesh Tayal in Articles 1 min read
And building an AI tool isn’t simply throwing GPT at a problem. Yet inside companies, this is happening most of the time: Business says yes to an AI idea Tech rushes to build Misalignment begins Because later, every “Can you just add this...
Nikhilesh Tayal in Articles 1 min read
The biggest problem with AI coding assistants is that they create a lot of “buggy code”. So, what’s the solution? Make AI learn to fix its own mess Alibaba built SWE-smith: an automatic bug generator + fixer that: Creates real bugs in GitHub...
Nikhilesh Tayal in Articles 1 min read
Most companies are architecting multi-agent AI systems based on human teams. But then the problem with this approach is Agents skip asking for help when confused Roles get forgotten mid-task Communication breaks down Tasks get marked “done” wi...
Nikhilesh Tayal in Articles 1 min read
Real-life use cases of AI other than Chatbots Imagine this: A drone flies over a farm and spots exactly where pests are located. A robotic sprayer then treats only those specific spots. No blanket spraying. No chemical overload. Just preci...
chevron_left

Latest Jobs

View all jobs →