Remove artificial phrasing from text using a structured two step edit
This technique cleans up robotic writing patterns and simplifies overly wordy sentences. It helps you restructure complex paragraphs into clear statements while keeping every fact intact.
Try it yourself
- 1Paste your complete draft directly into the clarification prompt.
- 2Review the generated text and manually edit the three sentences flagged for containing too many ideas.
- 3Read the final draft aloud to make sure the phrasing sounds natural while preserving your core voice.
Copy this prompt
Rewrite this draft for plain clarity. Keep every fact, figure, name, qualification, and source detail completely unchanged. Use active voice where accurate, restrict each sentence to one main idea, replace vague terms with concrete actors and actions, and remove redundant conclusions or filler transitions. Do not add any new facts, humor, or extra claims. Following the rewritten text, list three sentences that still combine too many ideas. [PASTE DRAFT]
The Blend
A new software tool aims to strip away the distinctive, robotic habits of modern artificial intelligence writing. Built on suggestions from computer scientist Andrej Karpathy, the project uses a two stage process to refine generated text. It first removes obvious chatbot cliches, then restructures the remaining sentences using principles borrowed from technical aerospace manuals.
This process matters because people increasingly spend their workdays reading material generated by automated assistants. AI responses frequently contain filler words, passive voice, and overly complex sentence structures that slow down reading. By converting this text into short, active statements that focus on one idea at a time, the approach makes technical explanations easier to digest.
The project focuses strictly on human clarity rather than trying to evade software that detects AI content. However, it remains uncertain whether stripping away conversational elements will leave documents feeling overly rigid and dry. It also raises the question of whether future language models will eventually learn to communicate plainly on their first try, eliminating the need for separate cleanup tools entirely.
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Ingredients
- GitHub - Dodaios/ste80-humanizer: STE80 Humanizer: agent skill that removes AI tells and rewrites text 80% of the way to ASD-STE100 (Simplified Technical English), the method Andrej Karpathy shared. · GitHub
A new open source editing tool applies aerospace writing standards to remove robotic phrasing and simplify text generated by artificial intelligence.