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Eight Principles Straight From Anthropic: If Claude Keeps Getting Worse, the Problem Is Probably How You're Using It  ·  Claude Code Can Now 'Loop' Through Work on Its Own: Anthropic Releases Four Loop Mode Guide That Lets AI Run Entire Processes  ·  Claude Cowork Honest Review: Three Months Later — What Actually Saved Time, What Made Me Regret Automating It  ·  Two Major Stories to Open July: Claude Sonnet 5 Launches, Fable 5 Export Controls Lifted and Globally Restored  ·  What Is RAG: Why Claude Can't Read Your Company Intranet — And How to Fix That  ·  Claude Cowork Advanced Workflows: From 'Hand Off One Task' to 'Run an Entire Process' — Three Real-World Templates
Home  ›  Contributors  ›  Ryan Holt

Ryan Holt

Explores how large language models think, fail, and improve. Focused on practical applications of AI tools for builders and creators.

Articles

fundamentals

What Is RAG: Why Claude Can't Read Your Company Intranet — And How to Fix That

July 02, 2026
fundamentals

Why Does Claude Give Different Answers to the Same Question Every Time? The Real Explanation Behind Temperature and Randomness

June 27, 2026
fundamentals

What Is Claude's Extended Thinking: Why Letting AI Think First Changes the Answer

June 27, 2026
beginners

Five Things You Should Know Before Using Claude for the First Time — Miss These and You'll Keep Using It Wrong

June 26, 2026
fundamentals

The Attention Mechanism: Why Transformers Actually Understand What You Say

June 20, 2026
practice

Four System Prompt Design Patterns That Make Claude Predictable and Repeatable

June 20, 2026
fundamentals

How an LLM Actually Generates Text: A Real Explanation for Non-Engineers

June 17, 2026
fundamentals

Constitutional AI: How Anthropic Trains Values Into Claude

June 16, 2026
reviews

Claude Enterprise vs Team: Which Plan Does Your Company Actually Need? Past This Scale You Must Upgrade

June 11, 2026
reviews

Claude Projects vs Notion AI vs ChatGPT: Which Workspace Should You Choose?

June 08, 2026
reviews

Claude vs ChatGPT: Which Should Beginners Choose? An Honest Comparison

June 08, 2026
fundamentals

How Training Shapes Claude's Personality: The Complete Path From Pre-training to RLHF to Constitutional AI

June 05, 2026
fundamentals

How Claude Actually "Thinks": Transformer and Attention Explained in Plain Terms

June 03, 2026
fundamentals

Why Claude Forgets: A Complete Guide to Context Windows

June 02, 2026