LLM-as-a-Judge: The Complete Guide to Automated Evaluation at Scale with Azure
Author(s): Gaurav Bhardwaj Originally published on Towards AI. LLM-as-a-Judge: The Complete Guide to Automated Evaluation at Scale with Azure The LLM Judge Stack Introduction: Why We Need Automated Judges Every day, AI systems generate billions of outputs — chatbot responses, code suggestions, …
Loop Engineering vs. Harness Engineering: When to Use Each (And Why Most Teams Confuse Them)
Author(s): Divy Yadav Originally published on Towards AI. A practical breakdown of the two disciplines reshaping how production AI agents get built in 2026, plus a framework for figuring out which one your project is missing. An AI agent that spins in …
Write Once, Run on 20+ Agents: I Tested SKILL.md on 4 of Them, and Cursor Collapsed
Author(s): Chew Loong Nian – AI ENGINEER Originally published on Towards AI. Write Once, Run on 20+ Agents: I Tested SKILL.md on 4 of Them, and Cursor Collapsed I took a single 40-line SKILL.md file, copied it into four different AI coding …
How to Deploy AI in Your Business: A Step-by-Step Guide for Startups & Enterprises
Author(s): Anthony Usoro Originally published on Towards AI. From choosing the right LLM to shipping a production RAG pipeline — the practical path, not the demo-day version. Building an AI demo takes an afternoon. Deploying AI that survives real users, real data, …
Why a 3B AI Model Can Beat a 70B One — It’s Not About Model Size Anymore
Author(s): Veera RS Originally published on Towards AI. Why a 3B AI Model Can Beat a 70B One — It’s Not About Model Size Anymore Source: AI-Generated Image Chances are, when you’ve interacted with a chatbot, you’ve seen it pause and say …
Anthropic’s Fable 5 Was The Warning, OpenAI’s GPT 5.6 Was The Confirmation, Will All Frontier Releases Now Be Restricted By The US Goverment?
Author(s): Caspar Bannink Originally published on Towards AI. Anthropic’s Fable 5 Was The Warning, OpenAI’s GPT 5.6 Was The Confirmation, Will All Frontier Releases Now Be Restricted By The US Goverment? Anthropic launched Claude Fable 5 and Mythos 5 on June 9, …
![RAG from Scratch [Part 3]: Chunking — The Decision That Makes or Breaks Your Retrieval](https://miro.medium.com/v2/resize:fit:700/1*FsV0nwaQGlC-Ra14EgqdCw.png "RAG from Scratch [Part 3]: Chunking — The Decision That Makes or Breaks Your Retrieval")
RAG from Scratch [Part 3]: Chunking — The Decision That Makes or Breaks Your Retrieval
Author(s): Sumit Vedpathak Originally published on Towards AI. TL;DR Imagine you’re studying for an exam. You have a 400-page textbook. This post explains why chunking is essential for RAG—because embedding models and LLMs have size limits and retrieval quality depends on how …
I Know Why You Can’t Break Into AI.
Author(s): Anubhav Originally published on Towards AI. It’s not the skills gap. If you have applied to AI roles recently and heard nothing back, here is what is happening on the other side. After the lead, the article argues that the market …
Two Trump Cards Google Played, and Only One Is Getting Talked About
Author(s): Gaurav Shrivastav Originally published on Towards AI. Everyone saw the video model. Almost nobody read the 12-page spec that quietly reshapes how agents get their facts. Google shipped two things in June that could not look more different. Google OKF (Design …
I Benchmarked My AI Coding Agent Against Human-Written Code. It Won Every Metric but One
Author(s): Alp Demirel Originally published on Towards AI. I Benchmarked My AI Coding Agent Against Human-Written Code. It Won Every Metric but One There’s a debate happening in every engineering Slack channel right now: is AI-generated code actually good, or does it …
Agentic AI Governance System Runtime Reference Architecture
Author(s): Maureen Doyle-Spare Originally published on Towards AI. Agentic AI Governance System Runtime Reference Architecture A Runtime Reference Architecture for the Reasoning Layer and the Semantic Control Plane in Regulated Financial Institutions IN BRIEF Agentic AI is changing where operational authority is …
You Can Run a Real AI LLM Model on Your Laptop Tonight — Here’s The 10-Minute Version
Author(s): Ashish Nishad Originally published on Towards AI. No cloud, no API bills, no data leaving your machine. Running an LLM locally went from weekend project to ten-minute setup, and most people haven’t noticed yet. Here’s something that quietly changed while everyone …
AI Ethics & Quality Control— Prompt to Profit · Day 27 of 30
Author(s): Faheem Munshi Originally published on Towards AI. AI Ethics & Quality Control— Prompt to Profit · Day 27 of 30 Scaling your output without scaling your standards is not growth — it is risk accumulation. Here is the quality control system …
Deciphering the Complex Terms in Machine Learning (Gradient Based Optimization, Stochastic Objective Function/ Stochastic Gradient Descent, Moments) — Part 1
Author(s): Sohom Majumder Originally published on Towards AI. Deciphering the Complex Terms in Machine Learning (Gradient Based Optimization, Stochastic Objective Function/ Stochastic Gradient Descent, Moments) — Part 1 In this story I am going to unravel few of the complex jargon terms we naturally …
The 90-Day AI Roadmap— Prompt to Profit · Day 28 of 30
Author(s): Faheem Munshi Originally published on Towards AI. The 90-Day AI Roadmap— Prompt to Profit · Day 28 of 30 A sequenced, week-by-week implementation plan that takes you from where you are today to a fully operational AI-powered practice — in 90 …
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