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
7.9k Points197 Badges12 Connections12 Followers13 Following

Posts by Nikhilesh Tayal

Nikhilesh Tayal in Articles 1 min read
One common mistake I see is people using these terms interchangeably.  Memory is information retained from past interactions.  Context is information inside the model's current context window.  Let's simplify it with an example. Suppose yo...
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Nikhilesh Tayal in Articles 1 min read
One empathetic activity AI trainers or speakers can do during an AI tool demo is: talk about AI tool’s “limitations” Most AI demos focus only on capabilities. The audience subconsciously walks away thinking: "If AI can do all of this... whe...
Nikhilesh Tayal in Articles 1 min read
A year ago, the question was: "How do we build AI Agents?" Today, it's: "How do we justify what we have built?" Many organisations have moved beyond AI prototypes.  The challenge is no longer building an AI agent, it's proving that it cre...
Nikhilesh Tayal in Articles 1 min read
It seems nowadays every CXO presentation has a "Let's build an AI agent." slide But before you start doing that, let's understand how you should build it with an example Imagine your Organisation wants to build an AI Recruitment Agent  Ho...
Nikhilesh Tayal in Videos 1 min read
Code walkthrough video - AI Search Agent using Gemini & Langchain Explaining AI concepts thorugh storytelling video is one thing but the bigger challenge is to explain code through the same style - one of the feedbacks we received. So, we accep...
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Nikhilesh Tayal in Articles 1 min read
For the last 3.5+ years, AI has been projected as productivity flex.  Therefore organizations started asking: Which AI tools should we buy?  How do we get people to adopt AI tools?  How do we make sure we don’t fall behind? And in the FOM...
Nikhilesh Tayal in Articles 1 min read
1. Compact Context While Claude Code automatically manages context as conversations grow. But we can manually compact the conversation at logical milestones using /compact. Example: /compact Keep the API contract, authentication flow, a...
Nikhilesh Tayal in Videos 1 min read
Let's understand the difference by building a Multi AI Agent Customer Support application using Antigravity SDK and Gemini 3.5 Flash At the same time comparing it with CrewAI...
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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 Videos 1 min read
Giving a few AI agents access to a few tools is manageable. But what problems do we face when we try to scale to 100s of agents? That’s where MCP Model Context Protocol matters. In this video, let’s learn MCP through humour, relatable analog...
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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 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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