{"article":{"annotation":{"article_id":"cohere-study-finds-agent-team-planning-efficiency","available_at":"2026-10-15T16:53:17.592894Z","geography_revision":"ef6ee0010dda5fe7b240fd514749b43e214c57da73222d2e40ec83b276dd0977","id":"f38323f0922451010df5c1dd640c68623a8d3c9dd7982da2e038736ce66a01be","input_sha256":"44297371eae1dd0cef96a71f5610af93a64dba80ee655e6620cdc5af7656cf99","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":"CA","evidence":[{"field":"country","language":"en","note":"Explicit preserved editorial country/region; no city or national centroid inferred","source_urls":["https://cohere.com/blog/lessons-from-scaling-teams-of-frontier-coding-agents"]}],"geometry":null,"id":"iso3166-1:CA","kind":"country-or-area","labels":{"ar":"كندا","en":"Canada","es":"Canadá","fr":"Canada"},"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://cohere.com/blog/lessons-from-scaling-teams-of-frontier-coding-agents"]}],"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/cohere-study-finds-agent-team-planning-efficiency?lang=de","category":"technology","content":{"key_points":[],"paragraphs":["Cohere-Forschende veröffentlichten eine kontrollierte Studie zu verschiedenen Organisationsformen für Programmieragenten-Teams. Bei 200 ProgramBench-Aufgaben erzielte ein asynchrones GPT-5.6-Sol-Team, das nur die Planung delegierte, 63,6 Prozent Belohnungswert bei 249 US-Dollar; ein GPT-5.6-Sol-Team, das alle Phasen delegierte, erreichte 63,2 Prozent bei 510 US-Dollar. Beide Werte sind Mittelwerte aus drei Durchläufen.","Ein GPT-5.6-Sol-Leiter mit 16 GPT-5.6-Luna-Planungsagenten erreichte 61,8 Prozent bei 155 US-Dollar; das reine Sol-Planungsteam erzielte 63,6 Prozent bei 249 US-Dollar. Diese feste Konfiguration mit 16 Agenten wurde nur einmal ausgeführt. Cohere betont, dass die Ergebnisse für das eigene Testsystem gelten; einige Modellvergleiche umfassten nur einen Versuch und belegen keine allgemeine Agentenleistung."],"sections":[]},"corrections":[],"country":"CA","data":{"blocks":[{"description":{"ar":"تاريخ التطور ونطاقه كما وردا في المصدر الأولي.","de":"Datum und Umfang der Ankündigung laut Primärquelle.","en":"Date and scope of the development reported in the primary source.","es":"Fecha y alcance del anuncio según la fuente primaria.","fr":"Date et portée de l’annonce selon la source primaire.","pt":"Data e escopo do anúncio segundo a fonte primária.","tr":"Kaynağın duyurduğu gelişmenin tarihi ve kapsamı."},"id":"announcement-event","items":[{"date":"2026-10-14","description":{"ar":"في اختبارات ProgramBench، حققت فرق التخطيط درجات متقاربة بتكلفة معلنة أقل.","de":"In Cohere-ProgramBench-Tests erzielten planungsorientierte Teams ähnliche Werte bei geringeren ausgewiesenen Kosten.","en":"In Cohere’s ProgramBench tests, planning-focused teams reached similar scores at lower reported cost.","es":"En las pruebas ProgramBench de Cohere, los equipos centrados en planificación lograron puntuaciones similares con menor coste declarado.","fr":"Dans les tests ProgramBench de Cohere, les équipes centrées sur la planification obtiennent des scores proches à moindre coût déclaré.","pt":"Nos testes ProgramBench da Cohere, equipes focadas em planejamento tiveram pontuações semelhantes com custo informado menor.","tr":"Cohere’nin ProgramBench testlerinde planlama odaklı ekipler daha düşük bildirilen maliyetle benzer puan aldı."},"label":{"ar":"دراسة Cohere تقارن استراتيجيات فرق وكلاء البرمجة","de":"Cohere vergleicht Strategien für Programmieragenten-Teams","en":"Cohere study compares coding agent team strategies","es":"Cohere compara estrategias de equipos de agentes de programación","fr":"Cohere compare les stratégies d’équipes d’agents de programmation","pt":"Cohere compara estratégias de equipes de agentes de programação","tr":"Cohere, kodlama ajanı ekip stratejilerini karşılaştırdı"},"status":"occurred"}],"methodology":{"ar":"سُجل تاريخ الإعلان المنشور في المصدر كحدث واحد.","de":"Das von der Quelle angegebene Ankündigungsdatum ist als ein Ereignis erfasst.","en":"The announcement date published by the source is recorded as one event.","es":"La fecha de publicación indicada por la fuente se registra como un evento.","fr":"La date de publication indiquée par la source est enregistrée comme un événement.","pt":"A data de publicação indicada pela fonte foi registrada como um evento.","tr":"Kaynağın yayımladığı duyuru tarihi tek olay olarak kaydedilmiştir."},"sourceUrls":["https://cohere.com/blog/lessons-from-scaling-teams-of-frontier-coding-agents"],"title":{"ar":"دراسة Cohere تقارن استراتيجيات فرق وكلاء البرمجة","de":"Cohere vergleicht Strategien für Programmieragenten-Teams","en":"Cohere study compares coding agent team strategies","es":"Cohere compara estrategias de equipos de agentes de programación","fr":"Cohere compare les stratégies d’équipes d’agents de programmation","pt":"Cohere compara estratégias de equipes de agentes de programação","tr":"Cohere, kodlama ajanı ekip stratejilerini karşılaştırdı"},"type":"events","updatedAt":"2026-10-15T16:42:34Z"},{"columns":[{"key":"team","label":{"ar":"تكوين الفريق","de":"Teamkonfiguration","en":"Team configuration","es":"Configuración del equipo","fr":"Configuration de l’équipe","pt":"Configuração da equipe","tr":"Ekip yapılandırması"},"language":"en","type":"text"},{"key":"reward","label":{"ar":"درجة المكافأة","de":"Belohnungswert","en":"Reward score","es":"Puntuación de recompensa","fr":"Score de récompense","pt":"Pontuação de recompensa","tr":"Ödül puanı"},"type":"number","unit":"percent"},{"key":"cost","label":{"ar":"إجمالي تكلفة الاستدلال (دولار أمريكي)","de":"Gesamte Inferenzkosten (USD)","en":"Total inference cost (USD)","es":"Coste total de inferencia (USD)","fr":"Coût total d’inférence (USD)","pt":"Custo total de inferência (USD)","tr":"Toplam çıkarım maliyeti (USD)"},"type":"number","unit":"USD"},{"key":"trial_design","label":{"ar":"تصميم التجربة","de":"Versuchsaufbau","en":"Trial design","es":"Diseño del ensayo","fr":"Plan d’essai","pt":"Desenho do ensaio","tr":"Deneme tasarımı"},"language":"en","type":"text"}],"description":{"ar":"نتائج ProgramBench من تقييم Cohere لفرق وكلاء البرمجة؛ عُرضت المكافأة وتكلفة الاستدلال كما وردتا في المصدر.","de":"ProgramBench-Ergebnisse aus Cohere-Bewertung von Programmieragenten-Teams; Belohnung und Inferenzkosten sind laut Quelle angegeben.","en":"ProgramBench results from Cohere’s coding-agent team evaluation; reward and inference cost are reported as stated by the source.","es":"Resultados de ProgramBench de la evaluación de equipos de agentes de programación de Cohere; recompensa y coste se presentan según la fuente.","fr":"Résultats ProgramBench de l’évaluation des équipes d’agents de programmation par Cohere ; score et coût sont rapportés selon la source.","pt":"Resultados do ProgramBench na avaliação de equipes de agentes de programação da Cohere; recompensa e custo são informados conforme a fonte.","tr":"Cohere’nin kodlama ajanı ekiplerini değerlendirdiği ProgramBench sonuçları; ödül puanı ve çıkarım maliyeti kaynakta raporlandığı biçimdedir."},"id":"programbench-team-results","methodology":{"ar":"المكافأة هي متوسط حصة الاختبارات السلوكية المخفية التي اجتازتها الفرق عبر 200 مهمة من ProgramBench. يمثل الإعدادان الأولان غير المتزامنين من GPT-5.6 Sol متوسط ثلاث جولات؛ وشُغّل الإعداد الثابت الذي يضم 16 عاملاً من GPT-5.6 Luna مرة واحدة. النتائج من بيئة اختبار Cohere.","de":"Belohnung ist der mittlere Anteil bestandener verdeckter Verhaltenstests über 200 ProgramBench-Aufgaben. Die ersten beiden asynchronen GPT-5.6-Sol-Konfigurationen mitteln drei Durchläufe; die feste Konfiguration mit 16 GPT-5.6-Luna-Agenten wurde einmal ausgeführt. Ergebnisse aus Cohere-eigenem Testsystem.","en":"Reward is the mean share of hidden behavioral tests passed across 200 ProgramBench tasks. The first two asynchronous GPT-5.6 Sol configurations average three runs; the fixed configuration with 16 GPT-5.6 Luna workers was run once. Results are from Cohere’s own test harness.","es":"La recompensa es la proporción media de pruebas de comportamiento ocultas superadas en 200 tareas de ProgramBench. Las dos primeras configuraciones asíncronas GPT-5.6 Sol promedian tres ejecuciones; la configuración fija con 16 agentes GPT-5.6 Luna se ejecutó una vez. Resultados del entorno de pruebas de Cohere.","fr":"La récompense est la part moyenne des tests comportementaux cachés réussis sur 200 tâches ProgramBench. Les deux premières configurations asynchrones GPT-5.6 Sol sont des moyennes de trois exécutions ; la configuration fixe avec 16 agents GPT-5.6 Luna n’a été exécutée qu’une fois. Résultats issus du banc d’essai de Cohere.","pt":"A recompensa é a proporção média de testes comportamentais ocultos aprovados em 200 tarefas do ProgramBench. As duas primeiras configurações assíncronas GPT-5.6 Sol são médias de três execuções; a configuração fixa com 16 agentes GPT-5.6 Luna foi executada uma vez. Resultados do ambiente de testes da Cohere.","tr":"Ödül, 200 ProgramBench görevi boyunca gizli davranış testlerinden geçen payın ortalamasıdır. İlk iki eşzamansız GPT-5.6 Sol yapılandırması üç çalıştırmanın ortalamasıdır; sabit 16 GPT-5.6 Luna çalışanı yapılandırması yalnızca bir kez çalıştırılmıştır. Sonuçlar Cohere’nin kendi test düzeneğine aittir."},"rowTranslations":[{"team":{"ar":"GPT-5.6 Sol؛ قائد غير متزامن يفوض التخطيط فقط","de":"GPT-5.6 Sol; asynchroner Leiter delegiert nur die Planung","en":"GPT-5.6 Sol; async lead delegates planning only","es":"GPT-5.6 Sol; líder asíncrono delega solo la planificación","fr":"GPT-5.6 Sol ; responsable asynchrone ne délègue que la planification","pt":"GPT-5.6 Sol; líder assíncrono delega apenas o planejamento","tr":"GPT-5.6 Sol; eşzamansız lider yalnızca planlamayı devrediyor"},"trial_design":{"ar":"200 مهمة؛ متوسط 3 جولات","de":"200 Aufgaben; Mittelwert aus 3 Durchläufen","en":"200 tasks; mean of 3 runs","es":"200 tareas; promedio de 3 ejecuciones","fr":"200 tâches ; moyenne de 3 exécutions","pt":"200 tarefas; média de 3 execuções","tr":"200 görev; 3 çalıştırmanın ortalaması"}},{"team":{"ar":"GPT-5.6 Sol؛ قائد غير متزامن يفوض جميع المراحل","de":"GPT-5.6 Sol; asynchroner Leiter delegiert alle Phasen","en":"GPT-5.6 Sol; async lead delegates all stages","es":"GPT-5.6 Sol; líder asíncrono delega todas las etapas","fr":"GPT-5.6 Sol ; responsable asynchrone délègue toutes les étapes","pt":"GPT-5.6 Sol; líder assíncrono delega todas as etapas","tr":"GPT-5.6 Sol; eşzamansız lider tüm aşamaları devrediyor"},"trial_design":{"ar":"200 مهمة؛ متوسط 3 جولات","de":"200 Aufgaben; Mittelwert aus 3 Durchläufen","en":"200 tasks; mean of 3 runs","es":"200 tareas; promedio de 3 ejecuciones","fr":"200 tâches ; moyenne de 3 exécutions","pt":"200 tarefas; média de 3 execuções","tr":"200 görev; 3 çalıştırmanın ortalaması"}},{"team":{"ar":"قائد GPT-5.6 Sol؛ و16 وكيلاً للتخطيط من GPT-5.6 Luna","de":"GPT-5.6-Sol-Leiter; 16 GPT-5.6-Luna-Planungsagenten","en":"GPT-5.6 Sol lead; 16 GPT-5.6 Luna planning workers","es":"Líder GPT-5.6 Sol; 16 agentes planificadores GPT-5.6 Luna","fr":"Responsable GPT-5.6 Sol ; 16 agents de planification GPT-5.6 Luna","pt":"Líder GPT-5.6 Sol; 16 agentes planejadores GPT-5.6 Luna","tr":"GPT-5.6 Sol lider; 16 GPT-5.6 Luna planlama ajanı"},"trial_design":{"ar":"تكوين ثابت من 16 وكيلاً؛ جولة واحدة","de":"Feste Konfiguration mit 16 Agenten; 1 Durchlauf","en":"Fixed 16-worker configuration; 1 run","es":"Configuración fija de 16 agentes; 1 ejecución","fr":"Configuration fixe à 16 agents ; 1 exécution","pt":"Configuração fixa de 16 agentes; 1 execução","tr":"Sabit 16 ajanlı yapılandırma; 1 çalıştırma"}}],"rows":[{"cost":249,"reward":63.6,"team":"GPT-5.6 Sol; async lead delegates planning only","trial_design":"200 tasks; mean of 3 runs"},{"cost":510,"reward":63.2,"team":"GPT-5.6 Sol; async lead delegates all stages","trial_design":"200 tasks; mean of 3 runs"},{"cost":155,"reward":61.8,"team":"GPT-5.6 Sol lead; 16 GPT-5.6 Luna planning workers","trial_design":"Fixed 16-worker configuration; 1 run"}],"sourceUrls":["https://cohere.com/blog/lessons-from-scaling-teams-of-frontier-coding-agents"],"title":{"ar":"نتائج فرق Cohere في ProgramBench","de":"Cohere-Teamresultate auf ProgramBench","en":"Cohere ProgramBench team results","es":"Resultados de equipos de Cohere en ProgramBench","fr":"Résultats des équipes Cohere sur ProgramBench","pt":"Resultados das equipes da Cohere no ProgramBench","tr":"Cohere ProgramBench ekip sonuçları"},"type":"table","updatedAt":"2026-10-15T16:48:43Z"}],"version":1},"data_downloads":[{"formats":{"csv":"https://newsverum.com/api/v1/articles/cohere-study-finds-agent-team-planning-efficiency/data/announcement-event?lang=de&format=csv","json":"https://newsverum.com/api/v1/articles/cohere-study-finds-agent-team-planning-efficiency/data/announcement-event?lang=de&format=json"},"id":"announcement-event"},{"formats":{"csv":"https://newsverum.com/api/v1/articles/cohere-study-finds-agent-team-planning-efficiency/data/programbench-team-results?lang=de&format=csv","json":"https://newsverum.com/api/v1/articles/cohere-study-finds-agent-team-planning-efficiency/data/programbench-team-results?lang=de&format=json"},"id":"programbench-team-results"}],"data_types":["events","table"],"editorial_illustration":{"alt":"Konzeptionelle Darstellung von Technologie, Prozessoren und verbundenen Informationen.","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":"de","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-6c744f87-9671-5a56-b5d2-9b0d05411269","event_period":"2026-10-14","event_period_basis":"event-or-reference-period","id":"cohere-study-finds-agent-team-planning-efficiency","image":null,"importance":0.6,"language":"de","modified_at":"2026-10-15T16:53:08+00:00","publication_basis":"publication-record","published_at":"2026-10-15T16:53:08+00:00","reading_minutes":1,"region":"world","section_illustration":{"alt":"Konzeptionelle Darstellung von Technologie, Prozessoren und verbundenen Informationen.","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":"de","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":"cohere-study-finds-agent-team-planning-efficiency","sources":[{"checkedAt":"2026-10-15","name":"Cohere","publishedAt":"2026-10-14","url":"https://cohere.com/blog/lessons-from-scaling-teams-of-frontier-coding-agents"}],"summary":"In Cohere-ProgramBench-Tests erzielten planungsorientierte Teams ähnliche Werte bei geringeren ausgewiesenen Kosten.","text":"In Cohere-ProgramBench-Tests erzielten planungsorientierte Teams ähnliche Werte bei geringeren ausgewiesenen Kosten.\n\nCohere-Forschende veröffentlichten eine kontrollierte Studie zu verschiedenen Organisationsformen für Programmieragenten-Teams. Bei 200 ProgramBench-Aufgaben erzielte ein asynchrones GPT-5.6-Sol-Team, das nur die Planung delegierte, 63,6 Prozent Belohnungswert bei 249 US-Dollar; ein GPT-5.6-Sol-Team, das alle Phasen delegierte, erreichte 63,2 Prozent bei 510 US-Dollar. Beide Werte sind Mittelwerte aus drei Durchläufen.\n\nEin GPT-5.6-Sol-Leiter mit 16 GPT-5.6-Luna-Planungsagenten erreichte 61,8 Prozent bei 155 US-Dollar; das reine Sol-Planungsteam erzielte 63,6 Prozent bei 249 US-Dollar. Diese feste Konfiguration mit 16 Agenten wurde nur einmal ausgeführt. Cohere betont, dass die Ergebnisse für das eigene Testsystem gelten; einige Modellvergleiche umfassten nur einen Versuch und belegen keine allgemeine Agentenleistung.","title":"Cohere vergleicht Strategien für Programmieragenten-Teams","topics":[],"translations":[{"api_url":"https://newsverum.com/api/v1/articles/cohere-study-finds-agent-team-planning-efficiency?lang=tr","language":"tr","url":"https://newsverum.com/tr/news/cohere-study-finds-agent-team-planning-efficiency"},{"api_url":"https://newsverum.com/api/v1/articles/cohere-study-finds-agent-team-planning-efficiency?lang=en","language":"en","url":"https://newsverum.com/en/news/cohere-study-finds-agent-team-planning-efficiency"},{"api_url":"https://newsverum.com/api/v1/articles/cohere-study-finds-agent-team-planning-efficiency?lang=ar","language":"ar","url":"https://newsverum.com/ar/news/cohere-study-finds-agent-team-planning-efficiency"},{"api_url":"https://newsverum.com/api/v1/articles/cohere-study-finds-agent-team-planning-efficiency?lang=fr","language":"fr","url":"https://newsverum.com/fr/news/cohere-study-finds-agent-team-planning-efficiency"},{"api_url":"https://newsverum.com/api/v1/articles/cohere-study-finds-agent-team-planning-efficiency?lang=es","language":"es","url":"https://newsverum.com/es/news/cohere-study-finds-agent-team-planning-efficiency"},{"api_url":"https://newsverum.com/api/v1/articles/cohere-study-finds-agent-team-planning-efficiency?lang=de","language":"de","url":"https://newsverum.com/de/news/cohere-study-finds-agent-team-planning-efficiency"},{"api_url":"https://newsverum.com/api/v1/articles/cohere-study-finds-agent-team-planning-efficiency?lang=pt","language":"pt","url":"https://newsverum.com/pt/news/cohere-study-finds-agent-team-planning-efficiency"}],"url":"https://newsverum.com/de/news/cohere-study-finds-agent-team-planning-efficiency"},"version":"1"}