{"article":{"annotation":{"article_id":"lighton-colgrep-agent-reports-lower-coding-search-token-use-2026","available_at":"2026-10-15T18:14:01.229988Z","geography_revision":"ef6ee0010dda5fe7b240fd514749b43e214c57da73222d2e40ec83b276dd0977","id":"63f37cf959c1edf0879211fc4f97b79da7366b3ee8ee2a2a06a3e1b9e5838862","input_sha256":"7271ad908b8b2d598e4ceb4eaf3914d2c9742a054a3ef5df8fe9e3eb5d94388c","limitations":["Rule-derived subjects are candidates, not verified editorial labels or calibrated model probabilities.","Coverage is distinct from event location. Unknown country/city/coordinates remain absent; no automatic geocoding.","Article geometries keep their stated precision and methodology; reproducing them is not independent coordinate verification."],"method":"controlled-rules-v1","places":[{"admin1":null,"city":null,"coordinate_note":null,"coordinate_reference_system":"OGC:CRS84","coordinate_source":null,"country":"FR","evidence":[{"field":"country","language":"en","note":"Explicit preserved editorial country/region; no city or national centroid inferred","source_urls":["https://huggingface.co/blog/lightonai/colgrep-agent"]}],"geometry":null,"id":"iso3166-1:FR","kind":"country-or-area","labels":{"ar":"فرنسا","en":"France","es":"Francia","fr":"France"},"match_status":"candidate","precision":"regional","role":"coverage","uncertainty_m":null}],"rules_sha256":"fb5ad3c27c91cb840f7a0a05f7f64a5cb26ad0374409ff9457f277c7092e22b4","schema_version":1,"subjects":[{"concept_id":"medtop:13000000","confidence":null,"confidence_method":null,"evidence":[{"field":"category+topics","language":"en","note":"Preserved editorial category/topic; broad candidate only","source_urls":["https://huggingface.co/blog/lightonai/colgrep-agent"]}],"method":"controlled-rules-v1","rule_id":"technology-broad","status":"candidate"}],"taxonomy_revision":"1f2db31d811fca07e99b16d402c10e2cc2965c9df1c7b41d9be348b40a24e7fb","taxonomy_version":"IPTC Media Topics 2026-Q2"},"api_url":"https://newsverum.com/api/v1/articles/lighton-colgrep-agent-reports-lower-coding-search-token-use-2026?lang=ar","category":"technology","content":{"key_points":[],"paragraphs":["قدّم باحثو LightOn في 12 أكتوبر نموذج ColGrep-Agent-2B المحلي الذي يبحث في مستودعات الشيفرة ويعيد مواضع الملفات ومقاطعها إلى وكيل برمجة أكبر. اختبر الفريق Claude Code مع Sonnet 5.5 عبر 52 سؤالاً للبحث في الشيفرة ضمن 13 مستودعاً، مع تشغيل كل سؤال ثلاث مرات في أربعة إعدادات. بلغ متوسط استخدام الإعداد المفوض 93 ألف رمز API لكل سؤال، مقابل 142 ألفاً مع grep.","وتقول LightOn إن رموز API انخفضت 34.3% والتكلفة المراعية للتخزين المؤقت 40%، لكن الإجابات الصحيحة المرصودة كانت 80.8% مقابل 83.3% لـgrep، والوقت المتوسط 21.6 ثانية مقابل 13 ثانية. لم يكن فرق الدقة ذا دلالة إحصائية، لكن المجال المعلن لا يستبعد انخفاضاً مهماً. وتشمل النتائج مهام البحث في الشيفرة فقط، لا البرمجة الكاملة، وهي قياسات الشركة."],"sections":[]},"corrections":[],"country":"FR","data":{"blocks":[{"description":{"ar":"وجد اختبار الشركة انخفاضاً في الرموز مع دقة مرصودة أقل ووقت أطول.","de":"Im Unternehmenstest sank zugleich die beobachtete Genauigkeit; die Laufzeit stieg.","en":"The company’s coding-search test found a token saving alongside lower observed accuracy and longer run time.","es":"La prueba de la empresa también registró menor precisión observada y más tiempo.","fr":"Le test de l’entreprise montre aussi une précision observée moindre et un temps plus long.","pt":"O teste da empresa também registou menor precisão observada e maior duração.","tr":"Şirketin testinde token kullanımı düşerken gözlenen doğruluk azaldı ve süre uzadı."},"id":"announcement-record","items":[{"date":"2026-10-12","description":{"ar":"وجد اختبار الشركة انخفاضاً في الرموز مع دقة مرصودة أقل ووقت أطول.","de":"Im Unternehmenstest sank zugleich die beobachtete Genauigkeit; die Laufzeit stieg.","en":"The company’s coding-search test found a token saving alongside lower observed accuracy and longer run time.","es":"La prueba de la empresa también registró menor precisión observada y más tiempo.","fr":"Le test de l’entreprise montre aussi une précision observée moindre et un temps plus long.","pt":"O teste da empresa também registou menor precisão observada e maior duração.","tr":"Şirketin testinde token kullanımı düşerken gözlenen doğruluk azaldı ve süre uzadı."},"label":{"ar":"LightOn ترصد انخفاض رموز البحث باستخدام ColGrep-Agent","de":"LightOn meldet weniger Such-Token mit ColGrep-Agent","en":"LightOn reports lower search-token use with ColGrep-Agent","es":"LightOn informa de menos tokens de búsqueda con ColGrep-Agent","fr":"LightOn signale une baisse des jetons de recherche avec ColGrep-Agent","pt":"LightOn relata menor uso de tokens de pesquisa com ColGrep-Agent","tr":"LightOn, ColGrep-Agent ile kod aramasında daha az token kullandığını bildirdi"},"status":"occurred"}],"methodology":{"ar":"يلخص سجل الحدث إعلان المصدر ولا يضيف تحققاً مستقلاً أو تعميماً يتجاوز ما ورد فيه.","de":"Dieser Ereigniseintrag fasst die Quelle zusammen und ergänzt keine unabhängige Prüfung oder Verallgemeinerung.","en":"This event record summarizes the source announcement and adds no independent verification or generalization beyond it.","es":"Este registro resume el anuncio de la fuente sin añadir verificación independiente ni generalizaciones.","fr":"Cette fiche résume l’annonce de la source sans ajouter de vérification indépendante ni généralisation.","pt":"Este registo resume o anúncio da fonte sem acrescentar verificação independente ou generalização.","tr":"Bu olay kaydı kaynağın duyurusunu özetler; kaynakta belirtilmeyen bağımsız doğrulama veya genelleme eklemez."},"sourceUrls":["https://huggingface.co/blog/lightonai/colgrep-agent"],"title":{"ar":"ملخص الإعلان","de":"Zusammenfassung der Ankündigung","en":"Announcement summary","es":"Resumen del anuncio","fr":"Résumé de l’annonce","pt":"Resumo do anúncio","tr":"Duyuru özeti"},"type":"events","updatedAt":"2026-10-15T18:03:17Z"}],"version":1},"data_downloads":[{"formats":{"csv":"https://newsverum.com/api/v1/articles/lighton-colgrep-agent-reports-lower-coding-search-token-use-2026/data/announcement-record?lang=ar&format=csv","json":"https://newsverum.com/api/v1/articles/lighton-colgrep-agent-reports-lower-coding-search-token-use-2026/data/announcement-record?lang=ar&format=json"},"id":"announcement-record"}],"data_types":["events"],"editorial_illustration":{"alt":"رسم توضيحي مفاهيمي للتكنولوجيا والمعالجات والمعلومات المترابطة.","asset_id":"newsverum-v1-technology","avif_variants":[{"height":320,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-480.avif","width":480},{"height":480,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-720.avif","width":720},{"height":640,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-960.avif","width":960},{"height":800,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1200.avif","width":1200},{"height":1024,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.avif","width":1536}],"credit":"Newsverum","documentary":false,"height":1024,"kind":"symbolic-editorial-illustration","language":"ar","scope":"topic","url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.webp","variants":[{"height":320,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-480.webp","width":480},{"height":640,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-960.webp","width":960},{"height":1024,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.webp","width":1536}],"width":1536},"event_id":"event-9456b540-e207-5584-a282-5af69585d97e","event_period":"2026-10-12","event_period_basis":"event-or-reference-period","id":"lighton-colgrep-agent-reports-lower-coding-search-token-use-2026","image":null,"importance":0.6,"language":"ar","modified_at":"2026-10-15T18:13:43+00:00","publication_basis":"publication-record","published_at":"2026-10-15T18:13:43+00:00","reading_minutes":1,"region":"world","section_illustration":{"alt":"رسم توضيحي مفاهيمي للتكنولوجيا والمعالجات والمعلومات المترابطة.","asset_id":"newsverum-v1-technology","avif_variants":[{"height":320,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-480.avif","width":480},{"height":480,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-720.avif","width":720},{"height":640,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-960.avif","width":960},{"height":800,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1200.avif","width":1200},{"height":1024,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.avif","width":1536}],"credit":"Newsverum","documentary":false,"height":1024,"kind":"symbolic-editorial-illustration","language":"ar","scope":"section","url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.webp","variants":[{"height":320,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-480.webp","width":480},{"height":640,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-960.webp","width":960},{"height":1024,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.webp","width":1536}],"width":1536},"slug":"lighton-colgrep-agent-reports-lower-coding-search-token-use-2026","sources":[{"checkedAt":"2026-10-15","name":"LightOn research team on Hugging Face","publishedAt":"2026-10-12","url":"https://huggingface.co/blog/lightonai/colgrep-agent"}],"summary":"وجد اختبار الشركة انخفاضاً في الرموز مع دقة مرصودة أقل ووقت أطول.","text":"وجد اختبار الشركة انخفاضاً في الرموز مع دقة مرصودة أقل ووقت أطول.\n\nقدّم باحثو LightOn في 12 أكتوبر نموذج ColGrep-Agent-2B المحلي الذي يبحث في مستودعات الشيفرة ويعيد مواضع الملفات ومقاطعها إلى وكيل برمجة أكبر. اختبر الفريق Claude Code مع Sonnet 5.5 عبر 52 سؤالاً للبحث في الشيفرة ضمن 13 مستودعاً، مع تشغيل كل سؤال ثلاث مرات في أربعة إعدادات. بلغ متوسط استخدام الإعداد المفوض 93 ألف رمز API لكل سؤال، مقابل 142 ألفاً مع grep.\n\nوتقول LightOn إن رموز API انخفضت 34.3% والتكلفة المراعية للتخزين المؤقت 40%، لكن الإجابات الصحيحة المرصودة كانت 80.8% مقابل 83.3% لـgrep، والوقت المتوسط 21.6 ثانية مقابل 13 ثانية. لم يكن فرق الدقة ذا دلالة إحصائية، لكن المجال المعلن لا يستبعد انخفاضاً مهماً. وتشمل النتائج مهام البحث في الشيفرة فقط، لا البرمجة الكاملة، وهي قياسات الشركة.","title":"LightOn ترصد انخفاض رموز البحث باستخدام ColGrep-Agent","topics":[],"translations":[{"api_url":"https://newsverum.com/api/v1/articles/lighton-colgrep-agent-reports-lower-coding-search-token-use-2026?lang=tr","language":"tr","url":"https://newsverum.com/tr/news/lighton-colgrep-agent-reports-lower-coding-search-token-use-2026"},{"api_url":"https://newsverum.com/api/v1/articles/lighton-colgrep-agent-reports-lower-coding-search-token-use-2026?lang=en","language":"en","url":"https://newsverum.com/en/news/lighton-colgrep-agent-reports-lower-coding-search-token-use-2026"},{"api_url":"https://newsverum.com/api/v1/articles/lighton-colgrep-agent-reports-lower-coding-search-token-use-2026?lang=ar","language":"ar","url":"https://newsverum.com/ar/news/lighton-colgrep-agent-reports-lower-coding-search-token-use-2026"},{"api_url":"https://newsverum.com/api/v1/articles/lighton-colgrep-agent-reports-lower-coding-search-token-use-2026?lang=fr","language":"fr","url":"https://newsverum.com/fr/news/lighton-colgrep-agent-reports-lower-coding-search-token-use-2026"},{"api_url":"https://newsverum.com/api/v1/articles/lighton-colgrep-agent-reports-lower-coding-search-token-use-2026?lang=es","language":"es","url":"https://newsverum.com/es/news/lighton-colgrep-agent-reports-lower-coding-search-token-use-2026"},{"api_url":"https://newsverum.com/api/v1/articles/lighton-colgrep-agent-reports-lower-coding-search-token-use-2026?lang=de","language":"de","url":"https://newsverum.com/de/news/lighton-colgrep-agent-reports-lower-coding-search-token-use-2026"},{"api_url":"https://newsverum.com/api/v1/articles/lighton-colgrep-agent-reports-lower-coding-search-token-use-2026?lang=pt","language":"pt","url":"https://newsverum.com/pt/news/lighton-colgrep-agent-reports-lower-coding-search-token-use-2026"}],"url":"https://newsverum.com/ar/news/lighton-colgrep-agent-reports-lower-coding-search-token-use-2026"},"version":"1"}