What Is Agentic AI and How Do AI Agents Work?

What Is Agentic AI and How Do AI Agents Work?

“Agentic AI” is the most-discussed term of 2026, and most of what gets written about it looks at the same angle: enterprise transformation, productivity gains, automated customer service. All true, and none of it answers the question a developer actually has: how does this thing work? This post takes that angle. How the loop turns, which component actually executes tool code, why memory became its own architectural layer in 2026, and where these systems break 🤖 ...

August 2, 2026 ·  9 min ·  1766 words
Claude Code Skills, Subagents and Hooks Explained

Claude Code Skills, Subagents and Hooks Explained

If you have been using Claude Code for a while you have definitely run into three terms: skill, subagent and hook. All three live under “customizing Claude Code” and at first glance they look like they do the same job. They don’t. Each solves a different problem, and picking the wrong one means either needless complexity or a setup that never fires 🛠️ The Short Answer The decision rule Skill: when you keep writing the same instructions over and over Subagent: when a job produces so much output it floods your main conversation Hook: when you need a rule to hold without exception Slash Commands Are Skills Now The biggest change first, because most older guides miss it: custom slash commands have been merged into skills. ...

August 2, 2026 ·  9 min ·  1876 words
Extended Thinking vs Adaptive Thinking Explained

Extended Thinking vs Adaptive Thinking Explained

If you have hit extended thinking and adaptive thinking back to back in Claude’s docs and wondered whether they are the same thing, you are not alone. Short answer: they are not, and you are almost certainly using adaptive thinking already without realizing it 🧠 What Is “Thinking” in Claude? Before answering, Claude can use a scratchpad to reason through the problem on its own. It works step by step, rules out possibilities, does the math, then delivers the final answer. ...

August 1, 2026 ·  8 min ·  1569 words
Claude Opus 5 Released: Anthropic's New Flagship Model

Claude Opus 5 Released: Anthropic's New Flagship Model

Anthropic today announced Claude Opus 5, the new flagship of the Claude family. The model brings a major jump over Opus 4.8 in agentic coding, knowledge work, computer use, and scientific research. Best of all, these gains ship at the same price. Let’s look at what the new model offers and where it stands against its rivals 🚀 What Is Claude Opus 5? Opus 5 is Anthropic’s most capable general-access model to date. Replacing Opus 4.8, it shines especially in complex, long-horizon agentic tasks. ...

July 24, 2026 ·  7 min ·  1321 words
Claude Fable 5 Is Back! US Restrictions Lifted

Claude Fable 5 Is Back! US Restrictions Lifted

The news everyone was waiting for is here! Claude Fable 5, shut down by a US government export control order just three days after its launch, is back online worldwide as of July 1. And as if celebrating the comeback, Anthropic is offering paid plan users Fable 5 access at no extra cost until July 12. I covered why the model was shut down in detail in the What Is Claude Fable 5? post. Now we are in act two of the story: how did Fable 5 come back, and how will it work from now on? ...

July 8, 2026 ·  6 min ·  1144 words