{"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=fr","category":"technology","content":{"key_points":[],"paragraphs":["Les chercheurs de LightOn ont présenté le 12 octobre ColGrep-Agent-2B, un modèle local qui recherche dans des dépôts de code et renvoie les fichiers et extraits pertinents à un agent de programmation plus grand. Leur test a utilisé Claude Code avec Sonnet 5.5 pour 52 questions de recherche dans 13 dépôts, chaque question étant exécutée trois fois dans quatre configurations. La configuration déléguée a consommé en moyenne 93 000 jetons API par question, contre 142 000 avec grep.","LightOn rapporte 34,3 % de jetons API en moins et un coût API tenant compte du cache inférieur de 40 %, mais le taux de réponses correctes observé était de 80,8 %, contre 83,3 % pour grep; le temps moyen était de 21,6 secondes contre 13. L’écart de précision n’était pas statistiquement significatif, mais l’intervalle publié n’exclut pas une baisse notable. Ces résultats portent sur la recherche de code, et non sur des tâches complètes de programmation, et proviennent des mesures des auteurs."],"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=fr&format=csv","json":"https://newsverum.com/api/v1/articles/lighton-colgrep-agent-reports-lower-coding-search-token-use-2026/data/announcement-record?lang=fr&format=json"},"id":"announcement-record"}],"data_types":["events"],"editorial_illustration":{"alt":"Illustration conceptuelle de la technologie, des processeurs et des informations connectées.","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":"fr","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":"fr","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":"Illustration conceptuelle de la technologie, des processeurs et des informations connectées.","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":"fr","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":"Le test de l’entreprise montre aussi une précision observée moindre et un temps plus long.","text":"Le test de l’entreprise montre aussi une précision observée moindre et un temps plus long.\n\nLes chercheurs de LightOn ont présenté le 12 octobre ColGrep-Agent-2B, un modèle local qui recherche dans des dépôts de code et renvoie les fichiers et extraits pertinents à un agent de programmation plus grand. 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Ces résultats portent sur la recherche de code, et non sur des tâches complètes de programmation, et proviennent des mesures des auteurs.","title":"LightOn signale une baisse des jetons de recherche avec 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/fr/news/lighton-colgrep-agent-reports-lower-coding-search-token-use-2026"},"version":"1"}