general-ai
What is the cheapest architectural style to build?
I got the question wrong for years. Thought monoliths were the cheapest. Turns out — that’s only true if you ignore everything that happens after launch....
Complexity check using a cheap classifier
I spent 2019 building a data pipeline that kept dying at 50,000 events per second. We threw hardware at it — doubled the cluster, tripled the budget. Costs...
What Is the Salary of an AI Agent? (It's Not What You Think)
July 23, 2026 A client called me last month. They'd deployed an AI agent to handle customer returns. Three weeks in, the agent was processing 12,000 requests...
Which 3 Jobs Will Survive AI? A Practical Guide for 2026
A client asked me last week: "Nishaant, my kid wants to study computer science. Will there be any jobs left by the time she graduates?" Fair question. We're ...
Which Color Is Azure? A Practical Guide to the Hue (and What It Teaches Us About AI Efficiency)
A client once asked me: “which color is azure?” They’d seen it in a design mockup for a data dashboard. Blue, I said. They pushed back — “But it’...
Does Azure Mean Cloud? AI, Agents, and the Platform Shift of 2026
I sat down with a CTO last month. She’d just spent six months rewriting her company’s data infrastructure on Azure. “But what does ‘azure’ even mea...
How Do You Pronounce Azure Color? A Pragmatic Guide to Ambiguity in Tech Naming
You're on a client call. The VP of Engineering just said "we're migrating everything to AY-zure." You freeze. Do you correct them? Do you say "AZH-er" back a...
Is There a Cheaper Alternative to an Architect?
Two years ago I had a problem. A client — mid‑sized logistics company — wanted to build a real‑time tracking system. They couldn't afford a $350k/yea...
What Are the 4 Stages of RAG? A Practitioner's Guide to Building Production Retrieval Systems
I spent six months in 2024 building what I thought was a perfect RAG pipeline. It failed in production within 48 hours. The context window was too small. The...
What GCP Means? A Practitioner’s Guide to Google Cloud Platform in 2026
I’ll never forget the day a client asked me: “What GCP means, really? Is it just Google’s version of AWS?” The question felt naive at first. Then I r...
What Is AI Agent Orchestration? A Practitioner’s Guide
I built my first multi‑agent system in 2022. It was a mess. Three agents, no coordination, no shared state, and a single monolithic prompt that broke every...
Is ChatGPT an AI Agent? The Honest Answer
April 2025. I'm sitting in a customer meeting in Bangalore. The CTO leans forward. "Just tell me," he says. "Is ChatGPT an AI agent or not? Because my team k...
Is ChatGPT an AI Agent? The Real Answer Changes Everything
I'll keep it simple: ChatGPT is not an AI agent — but it can act like one, and that distinction is costing companies real money. Here's the problem. In 202...
Is ChatGPT an AI Agent? The Real Answer, From a Builder
No. But also yes. And the difference matters more than most people realize. I've spent the last seven years building production AI systems at SIVARO. We proc...
Is ChatGPT an AI Agent? The Real Answer (From Someone Who Builds This Stuff)
I get asked this question at least twice a week. Usually from a CTO who just watched a demo. Or a founder who heard "AI agent" at a conference and now wants ...
is chatgpt an ai agent? The Real Answer Might Surprise You
I remember the exact moment I stopped caring about the terminology. It was March 2024, and I was staring at a production pipeline that kept hallucinating inv...
Is ChatGPT an AI Agent? The Real Answer (That Most People Get Wrong)
Every week, someone asks me: "is chatgpt an ai agent?" Usually it's a founder trying to decide what to build. Or an engineer who's been told to "build an AI ...
Is ChatGPT an AI Agent? The Truth About What It Actually Does
You're reading this because you've heard "AI agent" thrown around every other day in 2024. OpenAI launches something called "ChatGPT agent." Everyone nods al...
What Does an AI Agent Do Exactly?
Every week, a founder pitches me their "AI agent" startup. And every week, I ask them the same question: "What does an AI agent do exactly?" Most can't answe...
What Does an AI Agent Do Exactly? A Practical Guide
Let me tell you a story. In 2023, a client came to me — let's call them FinFlow, a payments startup processing $2B annually. They'd built a chatbot using G...
What Does an AI Agent Do Exactly? A Practitioner's Guide
I’ve spent the last six years building data infrastructure and AI systems. In 2022, a client asked me if their chatbot was “an agent.” I gave a long, r...
What Exactly Does Azure Do? (A Practitioner's Guide)
You're building something. Maybe it's a data pipeline that needs to handle 50 million events a day. Maybe it's an AI system that has to make real-time decisi...
What Is Azure? A Practitioner's Guide to Microsoft's Cloud
You're building something. Maybe it's a data pipeline. Maybe an AI system that needs to scale. And someone says "just use Azure." But what is Azure? Really? ...
What is Azure? A Practitioner’s Guide to Microsoft’s Cloud
Most people think Azure is just Microsoft’s answer to AWS. They’re wrong. Azure is Microsoft’s cloud computing platform—over 200 products and service...
What Is Azure and Databricks? A Practitioner's Guide to the Modern Data Stack
I spent three years building data pipelines for a logistics company that shall remain nameless. We'd ingest 50GB of telemetry data daily from 12,000 IoT devi...
What is Azure and Databricks? A Practitioner’s Guide to Modern Data Infrastructure
Back in 2018, I was at a client site in Bangalore, staring at a cluster of Spark jobs that took 14 hours to run. The team had built everything on-prem — 20...
What Is the 10 20 70 Rule for AI? The Only Framework That Actually Works
I spent 18 months watching companies burn cash on AI. Not because the technology failed. Because they got the allocation wrong. They'd pour 90%% of their budg...
What Is the 30%% Rule for AI? A Practitioner's Guide to Real ROI
You've heard the hype. AI will transform everything. But here's what I learned the hard way building production systems at SIVARO since 2018: most AI project...
What is the 30%% Rule for AI? A Practitioner's Guide
You're building an AI system. You've got the models. You've got the data. And you're watching your accuracy metrics climb — 70%%, 80%%, 90%%. Feels good. Then...