Anthropic

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You can now get 10x more output from Claude without upgrading your plan. Anthropic's rolling 5-hour window system changed how limits work. Combine it with these 10 fixes and you have the complete usage optimization stack: → Context management stops your limit burning on re-reads before you've done any real work → Session architecture keeps Claude running across your full workday Here's how it works: 1. Stop stacking context Click Edit on your original prompt instead of following up. Every follow-up re-reads the entire conversation history. Message 30 costs 31x more than message 1. 2. Reset every 15-20 messages Summarize the chat, copy it, open a new chat, paste as the first message. One developer tracked his usage and found 98.5% of tokens went to re-reading history. 1.5% to actual output. 3. Batch into one prompt 3 separate messages = 3 full context loads. 1 prompt with 3 tasks = 1 context load. Always. 4. Match model to task Haiku for quick tasks. Sonnet for real work. Opus for deep thinking. Most people run Sonnet on everything and waste 50-70% of their budget. Real example: A GTM engineer running Claude across 5 client workflows daily cuts token spend significantly using the model framework, session splits, and peak hour scheduling alone. Comment "CLAUDE" and I'll send you the full breakdown: all 10 fixes, the rolling window explained, and the Haiku vs Sonnet vs Opus model framework.

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Comment "CLAUDE" and I'll send you the full breakdown: all 10 fixes, the rolling window explained, and the Haiku vs Sonnet vs Opus model framework.

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Anthropic made Claude Skills absurdly technical. Here's the guide I wish existed (in just 7 hacks): Hack 1: Use the Skill Creator Open Cowork. Select your folder. Make sure you're on Opus 4.6 + Extended Thinking. Type: "Use the skill-creator to help me build a skill for [your most repeated task]." It interviews you. It builds everything. Hack 2: Negative Triggers Your Skill fires when it shouldn't. You ask a simple question and your LinkedIn Skill activates. The fix: the "Do NOT use for…" line matters more than the "Use when…" line. 80% of a good Skill is what it's NOT for. Most people only write what it IS for. That's why it breaks. Hack 3: Stack Skills with your Voice File Your about-me .md tells Claude who you are. Your Skill tells Claude how to do the job. They fire together. Two layers. Simultaneously. So your LinkedIn Skill doesn't need your rules. Claude already knows your voice from the .md file. To download mine, go here: how-to-ai.guide. Don't pay anything. It's free in the welcome email. Hack 4: Build Skills from past chats Don't start from scratch. You've been giving Claude instructions for months. Those old prompts already contain the process. 1. Click on a Cowork chat session. 2. On the name's arrow. 3. Turn it into a Skill Claude reverse-engineers your workflow. Done. Hack 5: Skills save Tokens (that's money) You'd think 20 installed Skills eat your usage. Opposite. Claude only reads the 3-line header of each Skill. Full instructions load only when a task matches. A task that took 15 prompts & 12,000 tokens without Skills? 2 messages. 6,000 tokens. With one. Hack 6: The Debugging Trick Your Skill doesn't fire and you don't know why. Prompt: "When would you use [skill-name] skill?" It quotes the exact description back to you. You instantly see what's vague. What's missing. Fastest fix for any Skill that won't activate. Hack 7: Skills are Portable Anthropic published Skills as an open standard. The same SKILL .md file works across platforms. Build it for Claude today. If Gemini or ChatGPT support the format tomorrow? It transfers. Same idea as your voice file. Now your workflows are portable too. Where Skills fall short: ✦ Bad description: Skill never fires. Use Hack 6. ✦ Broad description: Skill hijacks all chats. Hack 2. ✦ Skills give you 80%, not 100%. You still review. ✦ Usage still burns fast. If you're using Cowork daily, consider the Max plan ($100/month). The real difference: Most people open Claude, type one prompt, get a mid response, and close the tab. Because they're still prompting. Skills don't prompt. They fire automatically. Build them once. Never re-explain a task again. Download my Skills here: https://lnkd.in/dq6xHS4p

To download mine, go here: how-to-ai.guide. Don't pay anything. It's free in the welcome email.

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