The ML you need to operate LLMs, not train them
You do not need to understand backpropagation to run a large language model well in production. You need a smaller, more practical thing: the operat…
DevOps
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Agentic AI for Beginners: What Are AI Agents and How Do They Actually Work?
Agentic AI for Beginners: What Are AI Agents and How Do They Actually Work? AI agents are not just chatbots with a fancy name. They can use AI model…
Why Your Enterprise RAG Pipeline Is Failing Before the First Query Runs
Introduction: The Ingestion Layer Is the Real Bottleneck Most teams building Retrieval-Augmented Generation (RAG) systems invest their engineering e…
Day 15: Visualizing Embeddings with t-SNE and PCA
Previously, on Day 14: Explained how word embeddings represent words as vectors, the limitations of classic approaches like one-hot encoding, and ho…
Shipping AI-Generated Features as Stacked PRs: A Complete Spec Kit + gh stack Tutorial
A step-by-step guide to pairing spec-driven development with stacked pull requests — from specify init all the way to a fully merged feature. Why th…
Building SmartContractGuardian: An Agentic AI Approach to Smart Contract Security
Smart contracts are designed to execute financial and business logic automatically, but the same immutability that makes blockchain powerful also ma…
Building an Escalation Root-Cause Agent with Gemini and ADK
Gen AI Academy APAC — Track 1 (AI Agents with Gemini, ADK, and Cloud Run) Why I built this I lead a customer service team of 25 agents at Amazon, ha…
Scaling Infrastructure & the FinOps Governance That Actually Catches the Bill
Reading time : ~16-19 minutes Level : Intermediate What you'll learn : How to apply the Scale and Govern phases of the GCL framework on AWS — batch…
Multimodal AI: how a text model learns to see
A model that only ever read text now looks at a photo of your fridge and suggests a recipe. Nothing about "predicting the next token" obviously expl…
My AI drew the hero as a different man in every scene. It's one guy's life story
I build explainer videos fully automatically. For each scene, a local image-generation AI draws that moment, one frame at a time. I was making one a…
От спанов к сценарию агента: зачем мы добавили GenAI-представление трейса
Трейс ИИ-агента можно открыть в обычном "дереве" и найти медленный вызов или спан с ошибкой. Но по дереву трудно восстановить логику запуска: скольк…
How To Become An AI Engineer in 2026 (Without a CS Degree)
If I had 12 months to become an AI Engineer in 2026, I’d spend less time learning AI and more time learning how to build software around AI. Most pe…
Почему MCP-вызов разрывал сквозной трейс GenAI-приложения в OpenTelemetry Demo 3.0 и как мы это исправили
Для проверки сквозного трейсинга GenAI-приложения мы взяли OpenTelemetry Demo 3.0. В обновлённом стенде уже были сервисы chatbot , agent и mcp , а т…
# Semantic Caching in Enterprise RAG: Production Architectures for Faster, Lower-Cost LLM Systems
Enterprise Retrieval-Augmented Generation (RAG) systems are under increasing pressure to deliver accurate answers with lower latency and sustainable…
Farmer Rank AI: Using Generative AI to Connect Farmers with the Right Buyers
Introduction Hello, I am Shaik Inzamam, a B.Tech Computer Science student and aspiring AI engineer from India. I enjoy building practical AI solutio…
AI Agents vs Automation: What’s the Difference and Which Should You Use?
The key difference in AI agents vs automation is control. Automation executes a path that people define in advance. An AI agent receives a goal, eva…
Stop Learning Machine Learning Before GenAI 🤖
Yes, you read that right. If your goal is to understand Generative AI, build LLM-powered applications, or prepare for a GenAI interview, you don't n…
🚀 The Complete Guide to MCP: Connecting AI Models with Real-World Tools
When I first heard about MCP, everyone kept saying: "MCP stands for Model Context Protocol." Honestly, that definition alone did not help me much. I…
Same Prompt, Four AI Tools, One Cricket Banner: ChatGPT Won the Image, Grok Won the Video, and Claude Built a Website Again
TL;DR — A few weeks ago I tested four AI tools on a build job: a website for my son's cricket academy. This time the job had nothing to do with code…
Your AI Model Is Deployed… Now What? Monitoring, Observability & Why AI Systems Fail Silently
Your AI Model Is Deployed… Now What? Monitoring, Observability & Why AI Systems Fail Silently Most teams think deployment is the finish line. Th…
How I Built a 7-Layer NL2SQL Guardrail Stack for a Fortune 500 Enterprise
The Problem Nobody Talks About Everyone's building Text-to-SQL demos. Feed a question to GPT-4, get a SQL query, run it, return results. It works be…
How to Choose the Right AI Course in Mumbai
* How to Choose the Right AI Course in Mumbai (From Someone Who Teaches One) I know how this looks. * _ A co-founder of an AI training institute wri…
The AI Engineer Portfolio Checklist That Actually Lands Contract Work (Not Just Job Interviews)
Most portfolio guides are written for people chasing full-time jobs. This one is written for AI engineers who want to get paid — contract by contrac…
AI Just Erased the Gap Between Idea and Implementation
The most consequential changes in a technical field rarely arrive as breakthroughs. They arrive as tooling updates, the moment when something that r…
Your AI agent already emits OpenTelemetry. Why aren't you watching it?
TL;DR : Spring AI, LangChain4j, Koog (Kotlin), the Python OpenLLMetry-style instrumentations, and the Go OTel SDKs all emit gen_ai.* spans natively…
The Next Casualty of the GenAI Revolution
I was at an event this morning where someone said something that really resonated with me. "The new programming language is English." And you know w…
Cloud storage credits for Gen-AI startups: what's real, what's not, and what we're offering
If you're building a Gen-AI startup, you've probably already seen the headlines. $100K here, $350K there. Every major cloud has a startup program an…