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Loves playing with data.
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Articles by Nishant
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Build a Gmail Agent with Scalekit, LangChain, Flask, & Claude
Build a Gmail Agent with Scalekit, LangChain, Flask, & Claude
I built an agent, and thought, why not publish an unfiltered guide to building agents with real errors, real fixes, and…
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Nishant Choudhary shared thisMulti-step agent tool calling isn’t just another credential-piping problem: "does the same token flow through?" The real problem for multi-step tool calling is about identity contract integrity across a stateful execution graph. When Tool B's decision logic depends on Tool A's output, and Tool C's auth scope depends on the runtime context established by A and B, you're not managing tokens; you're managing a trust chain through a non-atomic, partially durable state machine. The auth layer must be resilient to non-deterministic execution paths for an effective execution identity continuity: the guarantee that the same authorization principal, with the same delegated scopes, resolves consistently across every step of an agent loop. #Agent #Auth #AI
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Nishant Choudhary posted thisOverheard someone who works in 'operations' say, "Bhai, Claude ne mujhe developer bana diya hai."
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Nishant Choudhary shared this"What changes at the second customer isn't the complexity of the code. What changes is that "valid credential" is no longer the same as "authorized to act." Every layer of the auth stack that relied on those being identical now has to enforce the difference explicitly..." 🤖 Full insight on Scalekit's Blog. #EnterpriseTech #AI #Agent #AgentAuth #Scalekit
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Nishant Choudhary shared thisEvery agent that touches an external system has to answer one question first: whose credential is this tool call going out on? Scalekit.com solves this Agent Auth problem for you so that you channel all your resources towards building the agent logic. #scalekit #AgenticAI #AI #AgentDevelopment #AgentAuth
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Nishant Choudhary shared thisI built an AI agent for managing my Gmail ✨, and because my LinkedIn Articles section has been lying dormant for long, thought, why not publish an unfiltered guide to building agents with real errors, real fixes, and every concept in-between explained. Read the article. (If you find any gaps in the content for beginner agent developers, please do point out in the comments, I’ll fix it.) #AIAgent #AgenticAI #AI #Agents #AgenticAIBuild a Gmail Agent with Scalekit, LangChain, Flask, & ClaudeBuild a Gmail Agent with Scalekit, LangChain, Flask, & Claude
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Nishant Choudhary shared thisI built a simple Gmail AI agent with conversational interface, and thought, why not publish an unfiltered guide to 'building agents' with real errors, real fixes, and every concept explained :D especially because my Medium account has been lying dormant for long. Here you go: https://lnkd.in/g9CCpzVA (If you find any gaps in the content for beginner agent developers, please do point out in the comments on Medium, I’ll fix it.) Gmail Agent Stack Used: · Python 3.13 · LangChain 1.2 · Scalekit (AgentKit) · Flask · Claude Sonnet 4Build a Gmail Agent with Scalekit, LangChain, Flask, & ClaudeBuild a Gmail Agent with Scalekit, LangChain, Flask, & Claude
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Nishant Choudhary shared thisThis is what Claude suggested, when I asked about popular "Agent Stack." How distant is this from the real-world in-production projects?
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Nishant Choudhary reposted thisNishant Choudhary reposted thisI don't use net banking apps on my phone because the mandatory permissions they ask for make no sense. Why does a banking app need access to my SMS, phone, contacts, etc., in the name of security, when not seeking invasive device permissions is, in fact, the global benchmark for cybersecurity. This is called the Principle of Least Privilege (PoLP). “Don't do unto others what you don't want done unto you” has been at the heart of the Zerodha philosophy. This is exactly why we've built Zerodha the way we have. Kite asks for ZERO permissions on mobile, for instance, and this is one of the big reasons why millions of people trust us. What has enabled us is SEBI's mandatory strong two-factor authentication framework strike the right balance between security and privacy.
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Nishant Choudhary reacted on thisNishant Choudhary reacted on this45 minutes of debate. One word from Rex. Marcus still asked about business class.
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Nishant Choudhary liked thisNishant Choudhary liked thisLast night my mother threw me a surprise 30th birthday party. What you don’t see in this picture. This cake is the second cake she made. 24 hours before, she made the exact same cake. It takes about 6-8 hours to make. She left it in a cool (or so she thought!) spot in the house and came back before she went to bed. Disaster. It had all melted and was ruined. So she did what an epic mother would; stayed up, all through the night to remake the cake, to perfection. This to me summarises what our parents do for us. The stress, the anguish, the tireless work we never see so we have everything perfect on the day. The cake was perfect and as always she made my party incredible. Please please, call your mama today, no matter where she is in the world, tell her what she means to you. You will never regret that call. #Founder #funding #business #investing #vc #venturecapital #entrepreneur #startup
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Nishant Choudhary liked thisNishant Choudhary liked thisThis isn’t new information. but seeing it in data feels different. we all know asia is the largest continent. we all know india and china are heavily populated. nothing surprising! but today i worked with the data myself. i was learning how to fetch data from an API, convert it into a pandas dataframe, and actually work through it. and when you calculate things on your own, the same “known facts” start looking different. asia isn’t just “most populated” → ~59% of the world lives there india + china aren’t just “high population countries” → ~35% of the entire world population and inside asia itself → ~60% of asia = just india + china → ~42% of asia = southern asia alone none of this is new. but building it, calculating it, seeing it inside your own dataframe — that changes how you understand it....... and this wasn’t the only thing. there were many small insights like this that only made sense once i explored the data myself. also turned this into my first kaggle notebook 🥹 if you want to explore all the insights, i’ve uploaded everything on kaggle - https://lnkd.in/g7ZdSXjh same facts. different lens. that’s what data does. what’s something basic that felt different once you saw it in data? 👀
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Nishant Choudhary liked thisNishant Choudhary liked thisScreen time = toxic? Ya phir hum bas blame shift kar rahe hain? 👀 Everyone says Gen Z is addicted to phones. So I decided to actually test it with data. I analyzed a dataset on teen smartphone usage to answer 2 simple questions: → Kya educational usage sach mein less harmful hai? → Kya zyada screen time = zyada anxiety? Reality check: • Education ≠ low stress (almost same anxiety as social media) • High screen time ≠ always high stress • It’s not about time… it’s about behavior Full notebook here 👇 https://lnkd.in/ga_q5PFv Hot take — problem phones nahi, patterns hain.
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Nishant Choudhary liked thisNishant Choudhary liked this"Guys, I got a backlog in my first year." Yeah, that's a sentence I never thought I'd be writing. If someone had told me a few months ago that I'd end up with a backlog in my first year of engineering, I would've laughed and said, "Nah, not happening." Well... plot twist. My second semester exams started, and so did my villain arc. For almost two weeks, I was having fever on and off. The fever would come. Then disappear. Then come back again. Meanwhile, my parents had started their daily subscription service: "Go get a checkup." "Get tested." "Stop ignoring it." And honestly, they were right. But there was one tiny problem. I was scared of needles :) Imagine studying engineering, learning ML, surviving assignments, and then being absolutely terrified of a blood test. Peak performance. So while everyone was trying to figure out what was wrong, I was busy pretending everything was under control. Spoiler alert: Everything was not under control. On the day of my Mathematics exam, I was running a high-grade fever of 103.6°F. Standing up felt like a side quest. Writing a 3-hour exam felt like the final boss battle. A few tests later, the result came back: ........Typhoid....... Needless to say, I couldn't appear for the exam. And just like that, I got a backlog. The funny thing about a backlog is that nobody sees the story behind it. The marksheet won't say "Typhoid." It'll just say: "Backlog." And that's what makes it scary. Because someday, when companies look at my resume, they won't see the fever, the medical reports, or the diagnosis. They'll just see the backlog. Because let's be honest, some companies—especially MNCs—have eligibility criteria that require students to have no active or previous backlogs. So yes, I know this might create challenges for me in the future. I know there may be opportunities that become harder to access because of this. And honestly, that thought hurts. But what is done is done. Nd as students, we're constantly chasing internships, projects, skills, and the next opportunity. Somewhere in that race, we forget the one thing running the entire system: OUR HEALTH Honestly, I do take responsibility for this situation. Had I paid attention to my symptoms earlier, maybe things would've been different....... But regret doesn't clear backlogs. And unfortunately, neither does staring at the ceiling at 2 AM and replaying every life decision. To everyone reading this: Please don't wait until your body forces you to rest...... Because if you don't prioritize your health, life has a very interesting way of teaching the lesson. Mine came with Typhoid and a backlog. Not exactly the achievement I was planning to unlock in my first year. Anyway, second year awaits. Time to recover, clear the backlog, and maybe start listening to my parents for once. 💀
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Nishant Choudhary liked thisNishant Choudhary liked thisWe keep hearing this is India's deep tech decade. I led 46 investments at a global fund, and I do not see it happening. I spent three years at Entrepreneurs First, leading our India practice and writing cheques to early-stage founders. Many of them were building in deep tech, especially in AI, before AI became a dinner table conversation. Voice AI clones in 2021. An Indian-built Suno equivalent that lets you generate your own music. Ideas on par with what we were funding out of London, Paris, or San Francisco. The talent was never the gap. So why are most of those founders today registered in Delaware, not Bangalore? Because deep tech in India runs into the same wall every time, and the wall is not made of founders. It is made of money and customers. → Deep tech needs roughly five years of work before it shows a single rupee. → Indian VC funds work on seven-to-ten-year LP timelines and need to return 4-5x to raise their next fund. Five years of zero signal is not a story they can tell their LPs. So the cheques are smaller and pulled toward categories that can show traction in 18 months. B2B SaaS. Consumer. Anything but the long arc. The customer side is just as broken. → Indian enterprises love a free POC. They almost never love a paid contract. → A deep tech founder ends up trapped in pilot purgatory, and then quietly redirects sales to American or European companies that will pay. At which point, why stay registered in India? The third missing piece is patient capital itself. → In other geographies, deep tech is carried by corporate venture arms, large government programs, and funds that can afford to take bolder, longer bets. → India does not really have any of these at scale yet. What is one piece of the Indian deep tech ecosystem you think will move first?
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Nishant Choudhary reacted on thisNishant Choudhary reacted on thisNitin ran a Xerox shop and internet cafe in a quiet town called Haveri. A profitable business, a settled life. But he dreamt bigger. He wanted to step out and explore the world of design. 10 years into that journey with Codewave, in his own words. And there's one thing in his story money genuinely can't buy. #Codewave #DesignThinking #ProductThinking #Innovation #WorkplaceCulture #EmployeeExperience #DesignLeadership #PeopleBehindTheWork
Experience & Education
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DataFlirt
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Licenses & Certifications
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The Online Marketing Fundamentals
the Digital Garage
Issued
Volunteer Experience
Projects
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AEPC Scraping
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A textile exporter wanted to scrape the contact details of 7000 apparel manufacturers and suppliers in the country. I helped the entrepreneur with my web scraping skills to get it done in 4 hours. He could have hired someone to manually scrape it, as the quantity of deets wasn't too high. But for a single person, this might have taken 3 week or so. I got it done in mere $200. So, it didn't just save money, but time too. Web scraping unlocked high-efficiency in terms of time for his fabric…
A textile exporter wanted to scrape the contact details of 7000 apparel manufacturers and suppliers in the country. I helped the entrepreneur with my web scraping skills to get it done in 4 hours. He could have hired someone to manually scrape it, as the quantity of deets wasn't too high. But for a single person, this might have taken 3 week or so. I got it done in mere $200. So, it didn't just save money, but time too. Web scraping unlocked high-efficiency in terms of time for his fabric sourcing executives. Thus enabling the entrepreneur to continue with his sourcing needs without any bottleneck.
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Business Writing
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Worked on personal content projects where I wrote about startups and marketing. Took care of SEO, ads, content writing, and content distribution.
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eCommerce Web scraping
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Scraped 40k+ products data from 10 websites on daily basis and stored it in cloud databases.
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Hotel & restaurant website data scraping
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Scraped website data of 1M+ hotels, restaurants, and luxury stays
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Technical Content Writing
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Worked as a freelance technical writer for a number of tech organisations and wrote content for their blogs to help them better promote their business and attract leads.
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Web scraping online directories for lead generation
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Wrote python web scraping scripts to scrape valuable data for sales teams. A total of 70k+ leads contact data was scraped from relevant websites.
Languages
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English
Native or bilingual proficiency
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Hindi
Native or bilingual proficiency
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