Java Operators in GenAI
Introduction Java operators help developers perform calculations, comparisons, and logical operations. They are useful when building AI-powered appl…
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Day 31: The Transformer Decoder Architecture
What Is a Transformer Decoder? A transformer decoder is a type of neural network for generating sequences, such as sentences, one piece at a time. Y…
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…
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…
A Simple Tool for Finding the Right Open-Source LLM for Your Hardware
I’ve been exploring local AI models lately, and one question keeps coming up: " Which model can actually run on my machine? " With so many options a…
Forecasting the NFL GOAT QB with Artificial Intelligence: The 2026 Update
Last year I wrote an article that used an AI system to research and predict the probability of Patrick Mahomes surpassing Tom Brady as the greatest…
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…
A one-day GenAI workshop syllabus for colleges (hands-on, no fluff)
Colleges ask for GenAI workshops and get slide decks about the history of neural networks. Students should leave a workshop with something running t…
Day 10: Evaluation Metrics for NLP: Precision, Recall, F1, Confusion Matrix
Previously, on Day 9: Explained the fundamentals of text classification, focusing on bag-of-words representations and comparing Naive Bayes and logi…
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…
Why Walk When You Can SKI: Ditching the Type-Wait-Check Loop for Voice Coding
Typing a prompt to an AI coding agent is a lot like walking: controlled, deliberate, one careful step at a time. You form the whole thought in your…
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…
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…
I Built a Custom MCP Server That Publishes My Blogs for Me: A Debugging Log
I Built a Custom MCP Server That Publishes My Blogs for Me Why I Started This I've been deep in AI engineering prep lately — deployed a couple of fu…
Agent Memory & Context Engineering
How agents remember - and why deciding what to forget is the real skill An agent that starts every step with a blank mind cannot really pursue a goa…
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…
We're experimenting with AI-powered anime-style documentation.
Instead of writing long build logs or recording traditional vlogs, my co-founder and I wanted to try something different. We're documenting our star…
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…
DCD: доменно-ориентированная архитектура для построения RAG-систем
Привет! Это Роботы. Недавно мы выпустили статью на arXiv , где представили архитектурный подход DCD (Domain–Collection–Document) для структурировани…
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…
Обзор GPU-облаков в России для обычного пользователя в 2026
Сейчас я учусь на 2 курсе магистратуры МИФИ по ML ( это моё второе высшее образование, по 1 специальности я психолог и TechHR с опытом 17+ лет), и п…