{"@context":"https://schema.org","@type":"NewsArticle","generatedAt":"2026-08-11T09:21:12.743Z","headline":"烧了5亿token后，我给Codex和Claude Code做Skill上下文瘦身的新技巧","description":"作者为Codex和Claude Code中300多个Skill做上下文瘦身，发现每次新会话仅Skill列表就占约9.9k token，按7月使用强度粗算，多余Skill列表约吃掉4到5亿token的上下文空间。","url":"https://www.aioga.com/news/cmsfx3ska0ihjrochi0a0tv71/","mainEntityOfPage":"https://www.aioga.com/news/cmsfx3ska0ihjrochi0a0tv71/","datePublished":"2026-08-05T06:46:00.000Z","dateModified":"2026-08-05T06:46:00.000Z","inLanguage":"zh-CN","publisher":{"@type":"NewsMediaOrganization","name":"Aioga","url":"https://www.aioga.com"},"citation":["https://mp.weixin.qq.com/s?__biz=Mzg3MTk3NzYzNw%3D%3D&idx=1&mid=2247509161&sn=bd9aa077bbc46a6049ad66af6d15af0f","https://aihot.virxact.com/items/cmsfx3ska0ihjrochi0a0tv71"],"canonicalUrl":"https://www.aioga.com/news/cmsfx3ska0ihjrochi0a0tv71/","directAnswer":{"@type":"Answer","text":"作者针对Codex和Claude Code中的300多个Skill进行上下文瘦身，并称新会话仅加载Skill列表就约占9.9k 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the Skill context for Codex and Claude Code","summary":"The author slimmed down the context for over 300 Skills in Codex and Claude Code and found that the Skill list alone takes up about 9.9k tokens in each new session. Based on the usage intensity in July, roughly, the extra Skill list consumed about 400 to 500 million tokens of context space.","category":"Insights","source":"公众号：卡尔的AI沃茨","aggregationSource":"公众号：卡尔的AI沃茨","pageTitle":"After burning 500 million tokens, I came up with a new technique to slim down the Skill context for Codex and Claude Code - Aioga AI News","description":"The author slimmed down the context for over 300 Skills in Codex and Claude Code and found that the Skill list alone takes up about 9.9k tokens in each new session. Based on the us...","url":"https://www.aioga.com/en/news/cmsfx3ska0ihjrochi0a0tv71/","contentTranslated":true,"sourceHash":"bd770639fc3c5c43","translatedAt":"2026-08-05T11:03:56.177Z"},"ja":{"title":"5億トークンを消費した後、私はCodexとClaude Codeにスキルのコンテキストを軽量化する新しいテクニックを教えた","summary":"作者はCodexとClaude Codeの300以上のスキルの文脈を整理したところ、毎回新しい会話ではスキルのリストだけで約9.9kトークンを占めることがわかりました。7月の使用頻度で概算すると、余分なスキルリストは約4から5億トークンの文脈スペースを消費しています。","category":"ヒントと視点","source":"公众号：卡尔的AI沃茨","aggregationSource":"公众号：卡尔的AI沃茨","pageTitle":"5億トークンを消費した後、私はCodexとClaude Codeにスキルのコンテキストを軽量化する新しいテクニックを教えた - Aioga AIニュース","description":"作者はCodexとClaude Codeの300以上のスキルの文脈を整理したところ、毎回新しい会話ではスキルのリストだけで約9.9kトークンを占めることがわかりました。7月の使用頻度で概算すると、余分なスキルリストは約4から5億トークンの文脈スペースを消費しています。","url":"https://www.aioga.com/ja/news/cmsfx3ska0ihjrochi0a0tv71/","contentTranslated":true,"sourceHash":"bd770639fc3c5c43","translatedAt":"2026-08-05T11:04:06.361Z"},"ko":{"title":"5억 토큰을 태운 후, 나는 Codex와 Claude Code의 Skill 컨텍스트를 줄이는 새로운 기술을 만들었다","summary":"저자는 Codex와 Claude Code의 300개 이상의 Skill에 대해 문맥을 줄이는 작업을 했으며, 매번 새 세션마다 Skill 목록만으로 약 9.9k 토큰을 차지하는 것을 발견했습니다. 7월 사용 강도로 대략 계산하면, 불필요한 Skill 목록이 약 4억에서 5억 토큰의 문맥 공간을 차지합니다.","category":"인사이트","source":"公众号：卡尔的AI沃茨","aggregationSource":"公众号：卡尔的AI沃茨","pageTitle":"5억 토큰을 태운 후, 나는 Codex와 Claude Code의 Skill 컨텍스트를 줄이는 새로운 기술을 만들었다 - Aioga AI 뉴스","description":"저자는 Codex와 Claude Code의 300개 이상의 Skill에 대해 문맥을 줄이는 작업을 했으며, 매번 새 세션마다 Skill 목록만으로 약 9.9k 토큰을 차지하는 것을 발견했습니다. 7월 사용 강도로 대략 계산하면, 불필요한 Skill 목록이 약 4억에서 5억 토큰의 문맥 공간을 차지합니다.","url":"https://www.aioga.com/ko/news/cmsfx3ska0ihjrochi0a0tv71/","contentTranslated":true,"sourceHash":"bd770639fc3c5c43","translatedAt":"2026-08-05T11:05:03.552Z"},"es":{"title":"Después de quemar 500 millones de tokens, desarrollé una nueva técnica para reducir el contexto de habilidades en Codex y Claude Code","summary":"El autor redujo el contexto de más de 300 habilidades en Codex y Claude Code, y descubrió que cada nueva sesión solo la lista de habilidades ocupa aproximadamente 9.9k tokens. Según la intensidad de uso de julio, a grandes rasgos, la lista de habilidades adicional consume alrededor de 400 a 500 millones de tokens de espacio de contexto.","category":"Ideas","source":"公众号：卡尔的AI沃茨","aggregationSource":"公众号：卡尔的AI沃茨","pageTitle":"Después de quemar 500 millones de tokens, desarrollé una nueva técnica para reducir el contexto de habilidades en Codex y Claude Code - Aioga Noticias de IA","description":"El autor redujo el contexto de más de 300 habilidades en Codex y Claude Code, y descubrió que cada nueva sesión solo la lista de habilidades ocupa aproximadamente 9.9k tokens. Segú...","url":"https://www.aioga.com/es/news/cmsfx3ska0ihjrochi0a0tv71/","contentTranslated":true,"sourceHash":"bd770639fc3c5c43","translatedAt":"2026-08-05T11:04:58.937Z"},"fr":{"title":"Après avoir brûlé 500 millions de jetons, j'ai développé une nouvelle technique pour réduire le contexte des compétences de Codex et Claude Code","summary":"L'auteur a allégé le contexte de plus de 300 compétences dans Codex et Claude Code, et a découvert que chaque nouvelle session, seule la liste des compétences occupait environ 9,9k tokens. En se basant sur l'intensité d'utilisation de juillet, la liste de compétences superflue consommerait environ 400 à 500 millions de tokens d'espace de contexte.","category":"Analyses","source":"公众号：卡尔的AI沃茨","aggregationSource":"公众号：卡尔的AI沃茨","pageTitle":"Après avoir brûlé 500 millions de jetons, j'ai développé une nouvelle technique pour réduire le contexte des compétences de Codex et Claude Code - Aioga Actualités IA","description":"L'auteur a allégé le contexte de plus de 300 compétences dans Codex et Claude Code, et a découvert que chaque nouvelle session, seule la liste des compétences occupait environ 9,9k...","url":"https://www.aioga.com/fr/news/cmsfx3ska0ihjrochi0a0tv71/","contentTranslated":true,"sourceHash":"bd770639fc3c5c43","translatedAt":"2026-08-05T11:05:53.095Z"},"de":{"title":"Nachdem ich 500 Millionen Tokens verbrannt habe, habe ich neue Techniken entwickelt, um den Skill-Kontext für Codex und Claude Code zu verschlanken","summary":"Der Autor hat den Kontext für über 300 Skills in Codex und Claude Code reduziert und festgestellt, dass allein die Skill-Liste bei jeder neuen Sitzung etwa 9,9k Token einnimmt. Bei der Nutzungshäufigkeit im Juli gerechnet, verschlingt die überflüssige Skill-Liste etwa 400 bis 500 Millionen Token an Kontextspeicher.","category":"技巧观点","source":"公众号：卡尔的AI沃茨","aggregationSource":"公众号：卡尔的AI沃茨","pageTitle":"Nachdem ich 500 Millionen Tokens verbrannt habe, habe ich neue Techniken entwickelt, um den Skill-Kontext für Codex und Claude Code zu verschlanken - Aioga KI-News","description":"Der Autor hat den Kontext für über 300 Skills in Codex und Claude Code reduziert und festgestellt, dass allein die Skill-Liste bei jeder neuen Sitzung etwa 9,9k Token einnimmt. Bei...","url":"https://www.aioga.com/de/news/cmsfx3ska0ihjrochi0a0tv71/","contentTranslated":true,"sourceHash":"bd770639fc3c5c43","translatedAt":"2026-08-05T11:05:48.142Z"},"pt-BR":{"title":"Depois de gastar 500 milhões de tokens, eu criei uma nova técnica para reduzir o contexto de habilidades do Codex e do Claude Code","summary":"O autor fez uma redução de contexto para mais de 300 Skills no Codex e Claude Code, descobrindo que, a cada nova sessão, apenas a lista de Skills ocupa cerca de 9,9 mil tokens. Segundo uma estimativa baseada na intensidade de uso de julho, a lista de Skills excedente consome aproximadamente 400 a 500 milhões de tokens de espaço de contexto.","category":"技巧观点","source":"公众号：卡尔的AI沃茨","aggregationSource":"公众号：卡尔的AI沃茨","pageTitle":"Depois de gastar 500 milhões de tokens, eu criei uma nova técnica para reduzir o contexto de habilidades do Codex e do Claude Code - Aioga Notícias de IA","description":"O autor fez uma redução de contexto para mais de 300 Skills no Codex e Claude Code, descobrindo que, a cada nova sessão, apenas a lista de Skills ocupa cerca de 9,9 mil tokens. Seg...","url":"https://www.aioga.com/pt-BR/news/cmsfx3ska0ihjrochi0a0tv71/","contentTranslated":true,"sourceHash":"bd770639fc3c5c43","translatedAt":"2026-08-05T11:06:51.106Z"},"ru":{"title":"После сжигания 500 миллионов токенов я придумал новый метод сокращения контекста навыков для Codex и Claude Code","summary":"Автор сократил контекст для более чем 300 навыков в Codex и Claude Code и обнаружил, что каждый новый сеанс занимает приблизительно 9,9 тысяч токенов только для списка навыков. Согласно расчетам на основе интенсивности использования в июле, лишний список навыков потребляет около 400–500 миллионов токенов контекстного пространства.","category":"技巧观点","source":"公众号：卡尔的AI沃茨","aggregationSource":"公众号：卡尔的AI沃茨","pageTitle":"После сжигания 500 миллионов токенов я придумал новый метод сокращения контекста навыков для Codex и Claude Code - Aioga Новости ИИ","description":"Автор сократил контекст для более чем 300 навыков в Codex и Claude Code и обнаружил, что каждый новый сеанс занимает приблизительно 9,9 тысяч токенов только для списка навыков. Сог...","url":"https://www.aioga.com/ru/news/cmsfx3ska0ihjrochi0a0tv71/","contentTranslated":true,"sourceHash":"bd770639fc3c5c43","translatedAt":"2026-08-05T11:06:47.256Z"},"ar":{"title":"بعد حرق 500 مليون رمز، وجدت تقنية جديدة لتقليص سياق المهارات لكل من Codex وClaude Code","summary":"قام المؤلف بتقليص السياق لأكثر من 300 مهارة في Codex وClaude Code، ووجد أن كل جلسة جديدة تشغل قائمة المهارات وحدها حوالي 9.9 ألف رمز، وبحسب كثافة الاستخدام في يوليو، فإن قائمة المهارات المفرطة تستهلك حوالي 400 إلى 500 مليون رمز من مساحة السياق.","category":"技巧观点","source":"公众号：卡尔的AI沃茨","aggregationSource":"公众号：卡尔的AI沃茨","pageTitle":"بعد حرق 500 مليون رمز، وجدت تقنية جديدة لتقليص سياق المهارات لكل من Codex وClaude Code - Aioga أخبار الذكاء الاصطناعي","description":"قام المؤلف بتقليص السياق لأكثر من 300 مهارة في Codex وClaude Code، ووجد أن كل جلسة جديدة تشغل قائمة المهارات وحدها حوالي 9.9 ألف رمز، وبحسب كثافة الاستخدام في يوليو، فإن قائمة المه...","url":"https://www.aioga.com/ar/news/cmsfx3ska0ihjrochi0a0tv71/","contentTranslated":true,"sourceHash":"bd770639fc3c5c43","translatedAt":"2026-08-05T11:07:47.095Z"},"hi":{"title":"5亿 टोकन जलाने के बाद, मैंने Codex और Claude Code के लिए Skill संदर्भ को छोटा करने की नई तकनीक बनाई","summary":"लेखक ने Codex और Claude Code में 300 से अधिक कौशलों के लिए संदर्भ को कम किया, और पाया कि हर नए सत्र में केवल कौशल सूची लगभग 9.9k टोकन लेती है। जुलाई के उपयोग की तीव्रता के हिसाब से, अतिरिक्त कौशल सूची लगभग 4 से 5 अरब टोकन के संदर्भ स्थान को खा जाती है।","category":"技巧观点","source":"公众号：卡尔的AI沃茨","aggregationSource":"公众号：卡尔的AI沃茨","pageTitle":"5亿 टोकन जलाने के बाद, मैंने Codex और Claude Code के लिए Skill संदर्भ को छोटा करने की नई तकनीक बनाई - Aioga AI समाचार","description":"लेखक ने Codex और Claude Code में 300 से अधिक कौशलों के लिए संदर्भ को कम किया, और पाया कि हर नए सत्र में केवल कौशल सूची लगभग 9.9k टोकन लेती है। जुलाई के उपयोग की तीव्रता के हिसाब से...","url":"https://www.aioga.com/hi/news/cmsfx3ska0ihjrochi0a0tv71/","contentTranslated":true,"sourceHash":"bd770639fc3c5c43","translatedAt":"2026-08-05T11:07:50.883Z"},"it":{"title":"Dopo aver bruciato 500 milioni di token, ho creato una nuova tecnica per snellire il contesto delle skill su Codex e Claude Code","summary":"L'autore ha ridotto il contesto per oltre 300 Skill in Codex e Claude Code, scoprendo che ogni nuova sessione solo con l'elenco delle Skill occupa circa 9,9k token; calcolando approssimativamente in base all'intensità d'uso di luglio, l'elenco delle Skill in eccesso consuma circa 400-500 milioni di token di spazio di contesto.","category":"技巧观点","source":"公众号：卡尔的AI沃茨","aggregationSource":"公众号：卡尔的AI沃茨","pageTitle":"Dopo aver bruciato 500 milioni di token, ho creato una nuova tecnica per snellire il contesto delle skill su Codex e Claude Code - Aioga Notizie IA","description":"L'autore ha ridotto il contesto per oltre 300 Skill in Codex e Claude Code, scoprendo che ogni nuova sessione solo con l'elenco delle Skill occupa circa 9,9k token; calcolando appr...","url":"https://www.aioga.com/it/news/cmsfx3ska0ihjrochi0a0tv71/","contentTranslated":true,"sourceHash":"bd770639fc3c5c43","translatedAt":"2026-08-05T11:08:41.271Z"},"nl":{"title":"Na het verbranden van 500 miljoen tokens, heb ik nieuwe technieken ontwikkeld om de Skill-context van Codex en Claude Code te verkleinen","summary":"De auteur voert contextreductie uit voor meer dan 300 Skills in Codex en Claude Code, en ontdekt dat alleen de Skill-lijst bij elke nieuwe sessie ongeveer 9,9k tokens in beslag neemt. Volgens een ruwe berekening op basis van het gebruik in juli, neemt de overtollige Skill-lijst ongeveer 400 tot 500 miljoen tokens aan contextruimte in beslag.","category":"技巧观点","source":"公众号：卡尔的AI沃茨","aggregationSource":"公众号：卡尔的AI沃茨","pageTitle":"Na het verbranden van 500 miljoen tokens, heb ik nieuwe technieken ontwikkeld om de Skill-context van Codex en Claude Code te verkleinen - Aioga AI-nieuws","description":"De auteur voert contextreductie uit voor meer dan 300 Skills in Codex en Claude Code, en ontdekt dat alleen de Skill-lijst bij elke nieuwe sessie ongeveer 9,9k tokens in beslag nee...","url":"https://www.aioga.com/nl/news/cmsfx3ska0ihjrochi0a0tv71/","contentTranslated":true,"sourceHash":"bd770639fc3c5c43","translatedAt":"2026-08-05T11:08:45.183Z"},"tr":{"title":"5 milyar token yaktıktan sonra, Codex ve Claude Code için Skill bağlamını inceltmek için yeni bir teknik geliştirdim","summary":"Yazar, Codex ve Claude Code'daki 300'den fazla Beceri için bağlamı küçülttü ve her yeni oturumda yalnızca Beceri listesinin yaklaşık 9,9k token tuttuğunu fark etti; Temmuz kullanım yoğunluğuna göre kaba hesapla, fazladan Beceri listesi yaklaşık 400 ila 500 milyon token'lık bağlam alanını yiyor.","category":"技巧观点","source":"公众号：卡尔的AI沃茨","aggregationSource":"公众号：卡尔的AI沃茨","pageTitle":"5 milyar token yaktıktan sonra, Codex ve Claude Code için Skill bağlamını inceltmek için yeni bir teknik geliştirdim - Aioga AI Haberleri","description":"Yazar, Codex ve Claude Code'daki 300'den fazla Beceri için bağlamı küçülttü ve her yeni oturumda yalnızca Beceri listesinin yaklaşık 9,9k token tuttuğunu fark etti; Temmuz kullanım...","url":"https://www.aioga.com/tr/news/cmsfx3ska0ihjrochi0a0tv71/","contentTranslated":true,"sourceHash":"bd770639fc3c5c43","translatedAt":"2026-08-05T11:09:40.705Z"},"vi":{"title":"Sau khi đốt 500 triệu token, tôi đã tìm ra kỹ thuật mới để thu gọn ngữ cảnh kỹ năng cho Codex và Claude Code","summary":"Tác giả đã thu gọn ngữ cảnh cho hơn 300 kỹ năng trong Codex và Claude Code, phát hiện rằng mỗi phiên trò chuyện mới chỉ riêng danh sách kỹ năng đã chiếm khoảng 9,9k token, theo cường độ sử dụng vào tháng 7 ước tính, danh sách kỹ năng dư thừa đã tiêu tốn khoảng 400 đến 500 triệu token dung lượng ngữ cảnh.","category":"技巧观点","source":"公众号：卡尔的AI沃茨","aggregationSource":"公众号：卡尔的AI沃茨","pageTitle":"Sau khi đốt 500 triệu token, tôi đã tìm ra kỹ thuật mới để thu gọn ngữ cảnh kỹ năng cho Codex và Claude Code - Tin tức AI Aioga","description":"Tác giả đã thu gọn ngữ cảnh cho hơn 300 kỹ năng trong Codex và Claude Code, phát hiện rằng mỗi phiên trò chuyện mới chỉ riêng danh sách kỹ năng đã chiếm khoảng 9,9k token, theo cườ...","url":"https://www.aioga.com/vi/news/cmsfx3ska0ihjrochi0a0tv71/","contentTranslated":true,"sourceHash":"bd770639fc3c5c43","translatedAt":"2026-08-05T11:09:38.027Z"},"id":{"title":"Setelah membakar 500 juta token, saya membuat teknik baru untuk menyingkat konteks Skill di Codex dan Claude Code","summary":"Penulis melakukan penyusutan konteks untuk lebih dari 300 Skill di Codex dan Claude Code, menemukan bahwa setiap sesi baru hanya daftar Skill sudah memakan sekitar 9,9k token, menurut perkiraan kasar berdasarkan intensitas penggunaan bulan Juli, daftar Skill yang berlebih memakan sekitar 400 hingga 500 juta token ruang konteks.","category":"技巧观点","source":"公众号：卡尔的AI沃茨","aggregationSource":"公众号：卡尔的AI沃茨","pageTitle":"Setelah membakar 500 juta token, saya membuat teknik baru untuk menyingkat konteks Skill di Codex dan Claude Code - Berita AI Aioga","description":"Penulis melakukan penyusutan konteks untuk lebih dari 300 Skill di Codex dan Claude Code, menemukan bahwa setiap sesi baru hanya daftar Skill sudah memakan sekitar 9,9k token, menu...","url":"https://www.aioga.com/id/news/cmsfx3ska0ihjrochi0a0tv71/","contentTranslated":true,"sourceHash":"bd770639fc3c5c43","translatedAt":"2026-08-05T11:10:44.697Z"},"th":{"title":"หลังจากเผาโทเค็นไป 5 ร้อยล้านครั้ง ฉันก็มีเทคนิคใหม่ในการย่อบริบท Skill สำหรับ Codex และ Claude Code","summary":"ผู้เขียนได้ปรับบริบทของ Skill กว่า 300 รายการใน Codex และ Claude Code พบว่าในการสนทนาใหม่แต่ละครั้ง รายการ Skill เพียงอย่างเดียวใช้พื้นที่ประมาณ 9.9k token หากคำนวณคร่าวๆ จากความถี่การใช้งานในเดือนกรกฎาคม รายการ Skill ที่เกินมานี้ใช้พื้นที่บริบทไปประมาณ 400 ถึง 500 ล้าน token","category":"技巧观点","source":"公众号：卡尔的AI沃茨","aggregationSource":"公众号：卡尔的AI沃茨","pageTitle":"หลังจากเผาโทเค็นไป 5 ร้อยล้านครั้ง ฉันก็มีเทคนิคใหม่ในการย่อบริบท Skill สำหรับ Codex และ Claude Code - ข่าว AI Aioga","description":"ผู้เขียนได้ปรับบริบทของ Skill กว่า 300 รายการใน Codex และ Claude Code พบว่าในการสนทนาใหม่แต่ละครั้ง รายการ Skill เพียงอย่างเดียวใช้พื้นที่ประมาณ 9.9k token หากคำนวณคร่าวๆ จากความถี...","url":"https://www.aioga.com/th/news/cmsfx3ska0ihjrochi0a0tv71/","contentTranslated":true,"sourceHash":"bd770639fc3c5c43","translatedAt":"2026-08-05T11:10:46.072Z"},"pl":{"title":"Po spaleniu 500 milionów tokenów, wprowadziłem nową technikę redukcji kontekstu umiejętności dla Codex i Claude Code","summary":"Autor dokonał redukcji kontekstu dla ponad 300 umiejętności w Codex i Claude Code, odkrywając, że każda nowa sesja to lista umiejętności zajmująca około 9,9 tys. tokenów. Szacując według intensywności użytkowania w lipcu, nadmiarowa lista umiejętności zużywa około 400 do 500 milionów tokenów przestrzeni kontekstowej.","category":"技巧观点","source":"公众号：卡尔的AI沃茨","aggregationSource":"公众号：卡尔的AI沃茨","pageTitle":"Po spaleniu 500 milionów tokenów, wprowadziłem nową technikę redukcji kontekstu umiejętności dla Codex i Claude Code - Aioga Wiadomości AI","description":"Autor dokonał redukcji kontekstu dla ponad 300 umiejętności w Codex i Claude Code, odkrywając, że każda nowa sesja to lista umiejętności zajmująca około 9,9 tys. tokenów. Szacując...","url":"https://www.aioga.com/pl/news/cmsfx3ska0ihjrochi0a0tv71/","contentTranslated":true,"sourceHash":"bd770639fc3c5c43","translatedAt":"2026-08-05T11:11:45.443Z"}}}}