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System prompt toolkit that removes AI slop and makes any LLM respond like a normal person — concise, direct, no filler.
talk-normal Skill by ara.so — Daily 2026 Skills collection. talk-normal is a system prompt (plus a shell-script helper) that strips AI slop — bullet-point padding, hollow affirmations, corporate filler — from any LLM while preserving all useful information. Tested at ~73% character reduction on GPT-4o-mini and GPT-5.4 with no information loss. How it works The project is a single prompt.md file (the system prompt) plus optional shell helpers. You copy the prompt text into the "System" field of any LLM interface or API call. repo layout ├── prompt.md ← the system prompt (main artifact) ├── CHANGELOG.md ← rule history ├── CONTRIBUTING.md ← how to add rules └── TEST_RESULTS.md ← before/after comparisons
don't have the plugin yet? install it then click "run inline in claude" again.