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Articles by Kishor P Patil
Node and Capacity Spillover: What Happens When Kubernetes Runs Out of Room
A pod stuck in Pending is one of the most misleading states in Kubernetes. Nothing looks wrong. There's no error banner, no red text screaming at you. The scheduler just quietly gave up finding a home for it and is waiting for the world to change. I've stared at that status more times than I'd like to admit, usually at the worst possible hour, usually while someone in a chat window is asking why traffic isn't going through.
India’s ER&D Ecosystem
WHO ARE WE India is emerging as a global hub for full-lifecycle product innovation. With deep strengths in digital engineering, domain expertise, and product realization (DDP), we enable scalable, end-to-end R&D for global enterprises. The ecosystem brings together global capability centers, service providers, startups, and academia. R&D exports are projected to reach $56B in FY25, up from $33B in FY19, growing at 9.5% CAGR.
Digitaler Wandel: „Die Zukunft der Mobilität entsteht zwischen Europa und Indien“
Zum Inhalt springen Zur Navigation springen Zur Navigation springen Zum Footerbereich springen Künstliche Intelligenz (KI) und Elektrifizierung definieren das Automobil neu. Im selben Zuge verändern sich Wertschöpfungsketten und Partnerschaften. Daher widmet sich der VDI-Kongress ELIV in diesem Jahr unter anderem dem Tech-Standort Indien und seiner Bedeutung für diesen Wandel.
Token Intelligence: What Actually Moves the Needle When You’re Paying for Every Word
Somewhere around the third time I watched a token usage dashboard spike overnight for no obvious reason, I stopped treating prompt design as an afterthought. It’s easy to build an LLM-powered feature that works fine in a demo and then watch the bill quietly triple once real traffic and real conversations show up. Tokens are the actual unit of cost and latency in these systems, and most teams don’t think about them until the invoice forces the conversation.
Token Intelligence: What Actually Moves the Needle When You’re Paying for Every Word
Somewhere around the third time I watched a token usage dashboard spike overnight for no obvious reason, I stopped treating prompt design as an afterthought. It’s easy to build an LLM-powered feature that works fine in a demo and then watch the bill quietly triple once real traffic and real conversations show up. Tokens are the actual unit of cost and latency in these systems, and most teams don’t think about them until the invoice forces the conversation.
Kishor Patil
About the Author: Kishor Patil Kishor Patil is a Senior Engineering Manager for Cloud Platform Engineering at Best Buy, where he leads teams building large-scale cloud and machine learning platforms. He specializes in Google Cloud architectures, zero-trust security, and distributed systems reliability, and has co-authored technical case studies with Google Cloud engineering, including a piece on Workforce Identity Federation published on the official Google Cloud Blog.
Autoscaling AI Workloads on Kubernetes With KEDA and What it Means for Agentic Systems
CPU and memory are often the wrong scaling signals for bursty AI workloads. Queue depth can reveal demand before serving pods become resource constrained. KEDA scales Kubernetes workloads from external event sources, making it well suited to inference queues and agent task backlogs. Thresholds and cold starts matter. Teams need to tune scaling against real traffic and may want a warm minimum replica to absorb sudden bursts.
Why the next phase of India’s engineering story can’t be about cost
AI Generated by Fortune India Why the next phase of India’s engineering story can’t be about costAugust 6, 2026, 19:06 IST Loading AI Hub... Disclaimer : Certain content on this page, including summaries, timelines, FAQs, glossaries, highlights, insights, and other supplementary informational features, maybe generated or assisted by artificial intelligence tools.
Software Defined Vehicle : Bereit für die KI-definierte Ära
So entsteht ein geschlossener Intelligenzkreislauf über den gesamten Fahrzeuglebenszyklus, in dem Betriebsdaten in KI-Modelle einfließen und Modellverbesserungen wiederum die Fahrzeugleistung erhöhen. In diesem Paradigma wird KI zu einer zentralen Differenzierungsquelle für OEMs – sie ermöglicht höhere Autonomiegrade, vorausschauende Funktionen und stärker personalisierte Erlebnisse im Innenraum. Fahrzeuge werden so zunehmend zu adaptiven, software- und datengetriebenen Mobilitätsplattformen.
How Energy-Efficient HVAC Solutions are Balancing Carbon and Compliance in Pharma
Few industries demand precision like pharmaceuticals. Yet, the same systems that guarantee compliance and product safety also drive some of the highest energy consumption rates. As sustainability expectations intensify, the sector confronts a challenge: how to meet rigorous standards while reducing carbon emissions.
I Created 4 Learning Channels - In Public, Using AI
I Created 4 Learning Channels — In Public, Using AI This year, I gave myself a challenge: Can I build a ₹10 lakh/month business using just AI, discipline, and daily action? No funding. No team. Just consistent work — shared publicly. 🧠 What is GooRooCool? It’s a learning system I’m building in public.
I’m Building GooRooCool - A Learning Empire With AI (Week 1 Vlog)
📅 Week 1 – Raw, Real, and Ruthless Execution Begins This week marks the official start of building GooRooCool — a brand, a platform, a movement to teach and earn using AI. I’m not chasing virality. I’m chasing daily consistency, deep learning, and long-term results. 🧠 What is GooRooCool?
It’s Not the Video That Makes Money. It’s the Attention.
By Someone Who’s Not Selling You Dreams Let’s stop pretending. If you think content creators are making money just by “uploading videos,” you’ve already misunderstood the game. Money doesn’t come from videos. Money comes from attention. Let me break it down for you. You Only Make Money Online in Two Ways: 1. You Sell Something Directly: A course. A product. A service. Something people pay for. 2. Or You Sell Space Around Your Content: You entertain, educate, or trigger people into staying.
Remote IT Support Solutions for Remote Workers: A Business Opportunity for the Remote Era
Kishor Patil · Follow 5 min read · -- Remote IT Support Solutions for Remote Workers: A Business Opportunity for the Remote Era With more companies shifting to remote work, a new set of challenges has emerged for employees and employers alike. One significant issue that has risen to the forefront is tech support.
Here is how I am upgrading myself
Kishor Patil · Follow Just now -- Here is how I am upgrading myself by spending 30 mins daily A platform to learn deep learning absolutely free I am spending almost 4 to 5 hours every day to find out the resources or something that helps me grow. Check out DeepLearning.AI, a platform offering a collection of free courses on deep learning. Whether you’re a beginner or a professional in the tech industry, there’s something for everyone! Boost your skills with expert-led courses and stay ahead in AI.
How I Spammed People with AI Content-And Why I Regret It. I recently fell into the trap of employing AI to mass-produce content, believing it would save time and increase engagement. The text flowed… - Kishor Patil - Medium
How I Spammed People with AI Content—And Why I Regret It. I recently fell into the trap of employing AI to mass-produce content, believing it would save time and increase engagement. The text flowed easily, yet it lacked genuineness. As I leaned more on AI, I found that the posts weren’t significant or even genuine. They were only noise. My audience eventually noticed. Engagement decreased, individuals unfollowed, and trust plummeted.
India's ER&D Sector: A hotbed of opportunity in a disruptive world
The Indian ER&D ecosystem can play a role. By Kishor Patil The global landscape is undergoing a series of major disruptions, particularly in the engineering, research, design and development (ER&D) sector. These disruptions, encompassing clean tech and sustainability, AI and autonomy, and global supply chain shifts, present significant challenges and unprecedented opportunities for India.
Sustainable data centres: Innovative cooling solutions and refrigerant integration
In the digital era, data centres play a crucial role, quietly supporting the internet amidst the surge in data volumes and growing environmental concerns. The industry is undergoing a transformation with a strong emphasis on energy-efficient designs and the latest sustainability trends.
Unlocking the Power of AI with Prompt Engineering: An Introduction
Unlocking the Power of AI with Prompt Engineering: An Introduction Hey everyone, Have you ever interacted with an AI system, only to find that it doesn't quite understand what you're trying to say? Or have you ever wished an AI system could perform a specific task more efficiently? If so, you may be interested in learning about prompt engineering. Prompt engineering is the process of designing prompts to guide the behavior of an AI system and make it more effective in a specific task.
Lessons from High...
Credit: Niklas Christ via https://www.youtube.com/c/NiklasChristl Have you heard about dopamine? No, it's not some new street drug. It's a chemical in your brain that makes you feel good. And let's be honest, who doesn't want to feel good? That's why we're always on the hunt for that next hit of dopamine - whether it's scrolling through social media, binge-watching Netflix, or even just indulging in a guilty pleasure snack. Right.? But wait.
Different uses of Reducer function in a JavaScript
In this post, we will cover the different uses of the reducer function in JavaScript. The reducer function in JavaScript is a powerful tool that can be used for a variety of tasks, including: Accumulating values: The reducer function can be used to iterate over an array and accumulate a single value, such as the sum or product of all elements in the array. Grouping data: The reducer function can be used to group data based on a certain criteria.
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