Your Sandbox Shouldn’t Keep Its Install-Time Network Access
Author(s): Divy Yadav Originally published on Towards AI. Photo from AI Your Sandbox Shouldn’t Keep Its Install-Time Network Access Give setup the access it needs, then lock the sandbox down before untrusted code runs, without restarting it. Your AI agent needed internet …
7 AI Agent Concepts Every AI Developer Must Master
Author(s): Divy Yadav Originally published on Towards AI. Everyone obsesses over which model to pick. The real engineering happens somewhere else entirely, and almost nobody talks about it. I watched Claude write a script, run it, hit an error, read that error, …
LLM Continuous Batching Explained: The Secret Behind Fast LLMs
Author(s): Divy Yadav Originally published on Towards AI. The scheduling trick behind every fast LLM response, and the real reason your Claude replies don’t crawl. Right now, thousands of people are asking the same AI questions you are. Photo from AIThe article …
Where Sandbox Ingress Speed Actually Comes From
Author(s): Divy Yadav Originally published on Towards AI. Photo from AI Where Sandbox Ingress Speed Actually Comes From Tensorlake rebuilt its sandbox ingress path and expected the kernel TLS trick to be the reason it got faster. The numbers said otherwise. A …
I’ll Make You Pro at Claude in 8 Minutes
Author(s): Divy Yadav Originally published on Towards AI. Most people use maybe three of Claude’s features and never touch the rest. Here’s what separates a casual user from someone who gets real work done. I’ve spent 100+ hours using Claude Code and …
9 Agentic Harness Architectures Every AI Developer Must Know
Author(s): Divy Yadav Originally published on Towards AI. There are nine ways to wire an AI agent together, explained in plain English, with visuals. Every AI agent you’ve ever used runs on one of nine wiring diagrams. Photo from AIThe article explains …
Ralph Loop: The $297 AI Coding Trick Anthropic Just Made Official
Author(s): Divy Yadav Originally published on Towards AI. Named after Homer Simpson’s least competent son, built as an offhand joke, and now the technique behind some of the most reliable autonomous coding agents running today. The most reliable way to get an …
7 AI Agent Cost Optimization Strategies That Cut LLM Bills by Up to 90%
Author(s): Divy Yadav Originally published on Towards AI. Fixes that bring an AI agent’s bill down in production AI got 80% cheaper this year. Photo from AIAfter the lead, the article explains why cheaper token pricing doesn’t guarantee cheaper agent systems: agents …
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 …
Building Long-Running Claude Managed Agents: Why State Matters More Than Compute
Author(s): Divy Yadav Originally published on Towards AI. Photo from AI At 9:03 am on a Tuesday, my research agent said hello and stared at an empty /workspace/. Six hours of analysis from the night before. Gone. The cloned repository. The installed …
Harness Engineering Explained: The One Layer Behind Every AI Agent That Actually Works
Author(s): Divy Yadav Originally published on Towards AI. Most AI agents are built with the smart part but not the safe part. Here is what the missing layer is, why it exists, and what breaks without it. A company built an AI …
I Tried 100+ Claude Skills. These 6 Actually Changed How I Work.
Author(s): Divy Yadav Originally published on Towards AI. After testing more than 100 Claude Code skills, only six became part of my daily workflow. Here is what each one does. I built more than 100 Claude Code skills. Photo from AIThe author …
5 Python Frameworks That Put You Ahead of 90% of AI Beginners
Author(s): Divy Yadav Originally published on Towards AI. Not a list to memorize. The 5 real gaps that decide whether your AI project ships, or dies on your laptop. A beginner spent three weekends building an AI app that summarized PDFs. It …
6 AI Terms Everyone Uses Right Now, But Almost Nobody Can Actually Explain
Author(s): Divy Yadav Originally published on Towards AI. Understanding these six concepts puts you ahead of most people learning AI in 2026. Most people can use words like RAG, embeddings, and context window in a sentence. Photo from ChatGPTThe article argues that …
AgentOps: Your AI Agent Is Already Failing in Production. You Just Can’t See It
Author(s): Divy Yadav Originally published on Towards AI. The practical guide to monitoring, debugging, and governing AI agents before they become a liability You shipped an AI agent. It worked in staging. Photo by authorFollowing the introduction, the article delves into the …
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