{"version":1,"type":"story","url":"https://digestai.news/story/karpathy-shares-how-to-make-ai-outputs-like-aircraft-manuals","json":"https://digestai.news/story/karpathy-shares-how-to-make-ai-outputs-like-aircraft-manuals.json","markdown":"https://digestai.news/story/karpathy-shares-how-to-make-ai-outputs-like-aircraft-manuals.md","slug":"karpathy-shares-how-to-make-ai-outputs-like-aircraft-manuals","headline":"Karpathy shares how to make AI outputs like aircraft manuals","summary":"Karpathy, a former OpenAI member now at Anthropic, posted on X about using language models to generate text in **ASD-STE100**, a controlled English standard for aircraft maintenance manuals. He found the format—with its strict rules and limited vocabulary—produces clearer, more structured output than unconstrained writing. The standard, maintained by European aerospace firms, restricts writing to about **900 approved words** and enforces rules like short sentences and active voice, though Karpathy sometimes relaxes the constraints to **80%** compliance.\n\nKarpathy also suggested alternative formats for model outputs: diagrams, HTML pages, and custom explainer videos. He highlighted the potential of videos, referencing the style of **3Blue1Brown** math tutorials, and noted that narration could be generated via **ElevenLabs** or free local alternatives. His post emphasized shifting focus from manual output generation to oversight and higher-level tasks as AI handles more routine work.","keyPoints":["Karpathy tested ASD-STE100, a strict English standard for technical manuals, to improve AI output clarity","Open-source tool applies STE rules but lacks the full dictionary, per its GitHub README","Karpathy recommends diagrams, HTML, and explainer videos as clearer AI output formats"],"whyItMatters":"Structured AI outputs could reduce errors in technical fields like aerospace, where clarity and precision are critical. Karpathy’s methods—controlled language, visuals, and videos—offer practical ways to improve AI-generated content for industries beyond marketing.","category":{"slug":"research","name":"Research","url":"https://digestai.news/category/research"},"entities":{"companies":["OpenAI","Anthropic","ASD"],"models":[],"people":["Andrej Karpathy","Thariq Shihipar"]},"firstPublishedAt":"2026-10-02T15:49:43Z","updatedAt":"2026-10-02T15:49:43Z","sourceCount":1,"hasPrimarySource":false,"sources":[{"outlet":"Search Engine Journal","title":"OpenAI Founding Member: Make LLMs Write Like An Aircraft Manual via @sejournal, @MattGSouthern","url":"https://searchenginejournal.com/karpathy-llm-aircraft-manual-writing/591813","publishedAt":"2026-10-02T15:49:43Z","type":"press","primary":false,"lead":true}],"sourceNotes":null,"discussions":[],"thread":null,"cite":{"text":"Digest AI, \"Karpathy shares how to make AI outputs like aircraft manuals\", 2 October 2026, https://digestai.news/story/karpathy-shares-how-to-make-ai-outputs-like-aircraft-manuals","publisher":"Digest AI","title":"Karpathy shares how to make AI outputs like aircraft manuals","datePublished":"2026-10-02T15:49:43Z","url":"https://digestai.news/story/karpathy-shares-how-to-make-ai-outputs-like-aircraft-manuals"},"generatedBy":"Written by Digest AI's editorial model from the linked sources; the sources are the record.","license":"Headlines, digests and key points are written by Digest AI and may be quoted with a link to the story page. Linked articles belong to their publishers. Terms: https://digestai.news/terms#reuse"}