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…
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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…
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…
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…
# 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…
Ааа, всё пропало! AI создаёт дырявый код! Что же делать?
Сегодня за утренним кофе прочитал статью “70% разработчиков считают ИИ-код дырявым, при этом 30% всех опрошенных деплоят его в прод”. Внезапного для…
Integrating Generative AI Into an Enterprise E-Learning Authoring Tool — What I Actually Learned
After 11 years building e-learning software at a major enterprise, here’s what surprised me when we started shipping GenAI features to real users. T…
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…
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…