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Prompt Engineering

Claude Token Counting Explained: Estimate API Usage Before Sending

06/06/2026 by 3rk
Claude Token Counting Explained: Estimate API Usage Before Sending featured image

Learn how Claude token counting estimates input tokens before API requests, when to use it, what it supports, and why counts should be treated as estimates.

Categories How-to Tags Anthropic, Claude API, Prompt Engineering, Token Budget, Token Counting

Training vs Fine-Tuning vs Prompting: What Actually Changes an AI Model?

02/06/202601/06/2026 by 3rk
Training vs Fine-Tuning vs Prompting: What Actually Changes an AI Model? featured image

A plain-English comparison of AI training, fine-tuning, prompting, and retrieval: what each changes, when to use each, and why teams often mix them up.

Categories Basics Tags AI Basics, Fine-Tuning, LLMs, Model Training, Prompt Engineering

What Is a Context Window? Why It Changes What AI Can Remember and Use

02/06/202601/06/2026 by 3rk
What Is a Context Window? Why It Changes What AI Can Remember and Use featured image

Learn what an AI context window is, how it differs from memory, and why it affects prompts, long chats, documents, tokens, and AI workflows.

Categories Basics Tags AI Basics, Context Window, LLMs, Prompt Engineering, Tokens

AI Tokens Explained: What They Mean for Prompts, Limits, and Costs

02/06/202601/06/2026 by 3rk
AI Tokens Explained: What They Mean for Prompts, Limits, and Costs featured image

A beginner-friendly guide to AI tokens, how they affect prompts, context limits, outputs, and API costs, and why they matter for everyday AI use.

Categories Basics Tags AI Basics, AI Costs, AI Tokens, Context Window, Prompt Engineering

Prompt Engineering Basics: A Beginner’s Guide to Better AI Results in 2026

02/06/202620/05/2026 by 3rk

Learn prompt engineering basics for beginners with simple formulas, examples, templates, and tips for writing clearer AI prompts in 2026.

Categories Basics Tags AI Basics, AI Beginners, AI Prompts, Generative AI, Prompt Engineering

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