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1 contribution to Claude Learning Skool
๐ŸŽ New Cheat Sheet Drop: How to Use Less Token
Tokens = Money. Most people burn 3โ€“5ร— more than they need on Claude without realizing it. I put together a 2-page cheat sheet covering everything I wish someone had handed me when I started: Page 1 โ€” the essentials - Pricing per 1M tokens (Opus, Sonnet, Haiku) - The Savings Stack (these multiply, not add โ€” 80โ€“95% cuts are normal) - The 5 core tactics: right-sizing the model, prompt caching, shorter prompts, output control, context trimming - Common token wasters to stop doing today Page 2 โ€” the deep dive - Claude Code in the terminal: slash commands, CLI flags, how to slim your CLAUDE.md - Prompt caching full Python example (what to cache, what the response tells you) - Prefill tricks that kill the "Sure, here you go..." preamble - Model decision tree (when Haiku, Sonnet, Opus each) - Real-world recipes: cheap classifier, long-doc Q&A, cost-capped agent loops, batch evals - A pre-ship checklist you can run through before deploying ๐Ÿ“Ž Attached: Token_Saving_Cheat_Sheet Drop a comment with the one tip that surprised you most, or your own token-saving trick. Vincent
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Aakash Choudhary
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5points to level up
@aakash-choudhary-2634
Just Learner and exploring AI to ge high paying jobs specially in automation and security field

Active 2h ago
Joined May 3, 2026