{"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=es","category":"technology","content":{"key_points":[],"paragraphs":["Los investigadores de Cohere publicaron un estudio controlado que compara formas de organizar equipos de agentes de programación. En 200 tareas de ProgramBench, un equipo asíncrono GPT-5.6 Sol que delegó solo la planificación obtuvo un 63,6 % de recompensa por 249 dólares; un equipo GPT-5.6 Sol que delegó todas las etapas logró un 63,2 % por 510 dólares. Ambas cifras son promedios de tres ejecuciones.","Un líder GPT-5.6 Sol que coordinó 16 agentes planificadores GPT-5.6 Luna obtuvo un 61,8 % por 155 dólares, frente al 63,6 % por 249 dólares del equipo de planificación formado solo por Sol. Esta configuración fija de 16 agentes se ejecutó una sola vez. Cohere señala que los resultados son propios de su entorno de pruebas; algunas comparaciones tuvieron un único ensayo y no demuestran el rendimiento general de los agentes."],"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 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las pruebas ProgramBench de Cohere, los equipos centrados en planificación lograron puntuaciones similares con menor coste declarado.","text":"En las pruebas ProgramBench de Cohere, los equipos centrados en planificación lograron puntuaciones similares con menor coste declarado.\n\nLos investigadores de Cohere publicaron un estudio controlado que compara formas de organizar equipos de agentes de programación. En 200 tareas de ProgramBench, un equipo asíncrono GPT-5.6 Sol que delegó solo la planificación obtuvo un 63,6 % de recompensa por 249 dólares; un equipo GPT-5.6 Sol que delegó todas las etapas logró un 63,2 % por 510 dólares. Ambas cifras son promedios de tres ejecuciones.\n\nUn líder GPT-5.6 Sol que coordinó 16 agentes planificadores GPT-5.6 Luna obtuvo un 61,8 % por 155 dólares, frente al 63,6 % por 249 dólares del equipo de planificación formado solo por Sol. Esta configuración fija de 16 agentes se ejecutó una sola vez. Cohere señala que los resultados son propios de su entorno de pruebas; algunas comparaciones tuvieron un único ensayo y no demuestran el rendimiento general de los agentes.","title":"Cohere compara estrategias de equipos de agentes de programación","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/es/news/cohere-study-finds-agent-team-planning-efficiency"},"version":"1"}