After this, the AI's output drops roughly 75% — articles, pleasantries, and filler gone — while code, errors, and answers stay exact. For developers running long sessions where output tokens are a real budget. Before: "Why is this test failing?" "Great question! Let me take a careful look at this test. Based on what I can see, it appears that the test might be failing due to a few possible reasons. The first thing to check would be... [800 words]" After: "Why is this test failing?" "Line 47: expectedCount = 5, actual = 4. Off-by-one in the loop on line 23. Change `i < arr.length - 1` to `i < arr.length`." Use when long runs are getting expensive the user says "be brief" or "cut the filler" token budgets need real cuts, not 5% trims Three ways to use this Paste it (any AI, 30 seconds, no install)Open the .md file, copy contents, paste into Claude / ChatGPT / Cursor / Perplexity with: "Read this and apply it whenever the task it describes comes up in our conversation." Done. Install it (Claude Code / Cursor users)Drop the unzipped folder into ~/.claude/skills/ (Claude Code), .cursor/skills/ (Cursor), or your IDE's equivalent. Auto-loads next session. New to AI assistants? Get Claude free at claude.ai, then use Option 1. €7