{"article":{"annotation":{"article_id":"liquid-ai-releases-lfm25-24b-a2b-on-device-model-2026","available_at":"2026-10-15T18:14:01.782491Z","geography_revision":"ef6ee0010dda5fe7b240fd514749b43e214c57da73222d2e40ec83b276dd0977","id":"fc00b9fb1b70fff584df95da592331955484418a21eaeb43b862ea2cdd042041","input_sha256":"f8fc10f1163fc03025a9c4076202ec405e25a6c01edf3f56a60879f60b514265","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":"US","evidence":[{"field":"country","language":"en","note":"Explicit preserved editorial country/region; no city or national centroid inferred","source_urls":["https://www.liquid.ai/blog/lfm2-5-24b-a2b"]}],"geometry":null,"id":"iso3166-1:US","kind":"country-or-area","labels":{"ar":"الولايات المتحدة الأمريكية","en":"United States of America","es":"Estados Unidos de América","fr":"États-Unis d’Amérique"},"match_status":"candidate","precision":"regional","role":"coverage","uncertainty_m":null}],"rules_sha256":"fb5ad3c27c91cb840f7a0a05f7f64a5cb26ad0374409ff9457f277c7092e22b4","schema_version":1,"subjects":[{"concept_id":"medtop:20001298","confidence":null,"confidence_method":null,"evidence":[{"field":"en.title+en.summary","language":"en","note":"Subject suggested from the title or summary: AI","source_urls":["https://www.liquid.ai/blog/lfm2-5-24b-a2b"]}],"method":"controlled-rules-v1","rule_id":"artificial-intelligence","status":"candidate"}],"taxonomy_revision":"1f2db31d811fca07e99b16d402c10e2cc2965c9df1c7b41d9be348b40a24e7fb","taxonomy_version":"IPTC Media Topics 2026-Q2"},"api_url":"https://newsverum.com/api/v1/articles/liquid-ai-releases-lfm25-24b-a2b-on-device-model-2026?lang=tr","category":"technology","content":{"key_points":[],"paragraphs":["Liquid AI, yerel ajanlar için açık ağırlıklı bir akıl yürütme modeli olan LFM2.5-24B-A2B’yi 13 Ekim’de yayımladı. Uzman karışımı model toplam 24 milyar parametreye sahip ve her token için iki milyarını etkinleştiriyor. Liquid AI, önceki sürüme kıyasla bağlam penceresinin 32.768’den 131.072 tokena, sözlüğün 65.000’den 128.000’e ve ön eğitimin 17 trilyondan 33 trilyon tokena çıktığını söylüyor.","Şirket Apple M5 Max’te saniyede 184 üretilen token, tek NVIDIA B300’de ise saniyede 21.000’in üzerinde çıktı tokenı bildirdi. İkinci değer, tek kullanıcı hızı değil, yüksek eşzamanlılıkta sürdürülen yük ölçümüdür; iki sonuç da Liquid AI’ın kıyaslama düzeninden geliyor. Şirketin tablosunda model sekiz araç kullanımı testinin beşinde önde veya eşitken bazı bilgi ve kodlama testlerinde daha büyük modellerin gerisinde."],"sections":[]},"corrections":[],"country":"US","data":{"blocks":[{"description":{"ar":"تقول الشركة إن ملياري معلمة تنشطان لكل رمز، مع نتائج تختلف بحسب الجهاز.","de":"Laut Unternehmen sind je Token zwei Milliarden Parameter aktiv; die Werte hängen von der Hardware ab.","en":"The company says two billion parameters are active per token and reports device-specific results.","es":"La empresa dice que activa 2.000 millones por token y publica resultados por dispositivo.","fr":"Selon l’entreprise, deux milliards de paramètres sont actifs par jeton; les résultats dépendent du matériel.","pt":"Segundo a empresa, dois mil milhões ficam ativos por token; os resultados variam conforme o equipamento.","tr":"Şirkete göre token başına iki milyar parametre etkin; hız sonuçları donanıma göre değişiyor."},"id":"announcement-record","items":[{"date":"2026-10-13","description":{"ar":"تقول الشركة إن ملياري معلمة تنشطان لكل رمز، مع نتائج تختلف بحسب الجهاز.","de":"Laut Unternehmen sind je Token zwei Milliarden Parameter aktiv; die Werte hängen von der Hardware ab.","en":"The company says two billion parameters are active per token and reports device-specific results.","es":"La empresa dice que activa 2.000 millones por token y publica resultados por dispositivo.","fr":"Selon l’entreprise, deux milliards de paramètres sont actifs par jeton; les résultats dépendent du matériel.","pt":"Segundo a empresa, dois mil milhões ficam ativos por token; os resultados variam conforme o equipamento.","tr":"Şirkete göre token başına iki milyar parametre etkin; hız sonuçları donanıma göre değişiyor."},"label":{"ar":"Liquid AI تطلق نموذج LFM2.5 بعدد 24 مليار معلمة","de":"Liquid AI veröffentlicht das 24-Milliarden-Parameter-Modell LFM2.5","en":"Liquid AI releases 24-billion-parameter LFM2.5 model","es":"Liquid AI lanza el modelo LFM2.5 de 24.000 millones de parámetros","fr":"Liquid AI lance le modèle LFM2.5 de 24 milliards de paramètres","pt":"Liquid AI lança o modelo LFM2.5 com 24 mil milhões de parâmetros","tr":"Liquid AI, 24 milyar parametreli LFM2.5 modelini yayımladı"},"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://www.liquid.ai/blog/lfm2-5-24b-a2b"],"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/liquid-ai-releases-lfm25-24b-a2b-on-device-model-2026/data/announcement-record?lang=tr&format=csv","json":"https://newsverum.com/api/v1/articles/liquid-ai-releases-lfm25-24b-a2b-on-device-model-2026/data/announcement-record?lang=tr&format=json"},"id":"announcement-record"}],"data_types":["events"],"editorial_illustration":{"alt":"Teknoloji, işlemci ve bağlantılı bilginin kavramsal illüstrasyonu.","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":"tr","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-3a3cc495-3284-535b-9397-6d57c35d94f4","event_period":"2026-10-13","event_period_basis":"event-or-reference-period","id":"liquid-ai-releases-lfm25-24b-a2b-on-device-model-2026","image":null,"importance":0.6,"language":"tr","modified_at":"2026-10-15T18:13:44+00:00","publication_basis":"publication-record","published_at":"2026-10-15T18:13:44+00:00","reading_minutes":1,"region":"world","section_illustration":{"alt":"Teknoloji, işlemci ve bağlantılı bilginin kavramsal illüstrasyonu.","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":"tr","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":"liquid-ai-releases-lfm25-24b-a2b-on-device-model-2026","sources":[{"checkedAt":"2026-10-15","name":"Liquid AI","publishedAt":"2026-10-13","url":"https://www.liquid.ai/blog/lfm2-5-24b-a2b"}],"summary":"Şirkete göre token başına iki milyar parametre etkin; hız sonuçları donanıma göre değişiyor.","text":"Şirkete göre token başına iki milyar parametre etkin; hız sonuçları donanıma göre değişiyor.\n\nLiquid AI, yerel ajanlar için açık ağırlıklı bir akıl yürütme modeli olan LFM2.5-24B-A2B’yi 13 Ekim’de yayımladı. Uzman karışımı model toplam 24 milyar parametreye sahip ve her token için iki milyarını etkinleştiriyor. Liquid AI, önceki sürüme kıyasla bağlam penceresinin 32.768’den 131.072 tokena, sözlüğün 65.000’den 128.000’e ve ön eğitimin 17 trilyondan 33 trilyon tokena çıktığını söylüyor.\n\nŞirket Apple M5 Max’te saniyede 184 üretilen token, tek NVIDIA B300’de ise saniyede 21.000’in üzerinde çıktı tokenı bildirdi. İkinci değer, tek kullanıcı hızı değil, yüksek eşzamanlılıkta sürdürülen yük ölçümüdür; iki sonuç da Liquid AI’ın kıyaslama düzeninden geliyor. Şirketin tablosunda model sekiz araç kullanımı testinin beşinde önde veya eşitken bazı bilgi ve kodlama testlerinde daha büyük modellerin gerisinde.","title":"Liquid AI, 24 milyar parametreli LFM2.5 modelini yayımladı","topics":[],"translations":[{"api_url":"https://newsverum.com/api/v1/articles/liquid-ai-releases-lfm25-24b-a2b-on-device-model-2026?lang=tr","language":"tr","url":"https://newsverum.com/tr/news/liquid-ai-releases-lfm25-24b-a2b-on-device-model-2026"},{"api_url":"https://newsverum.com/api/v1/articles/liquid-ai-releases-lfm25-24b-a2b-on-device-model-2026?lang=en","language":"en","url":"https://newsverum.com/en/news/liquid-ai-releases-lfm25-24b-a2b-on-device-model-2026"},{"api_url":"https://newsverum.com/api/v1/articles/liquid-ai-releases-lfm25-24b-a2b-on-device-model-2026?lang=ar","language":"ar","url":"https://newsverum.com/ar/news/liquid-ai-releases-lfm25-24b-a2b-on-device-model-2026"},{"api_url":"https://newsverum.com/api/v1/articles/liquid-ai-releases-lfm25-24b-a2b-on-device-model-2026?lang=fr","language":"fr","url":"https://newsverum.com/fr/news/liquid-ai-releases-lfm25-24b-a2b-on-device-model-2026"},{"api_url":"https://newsverum.com/api/v1/articles/liquid-ai-releases-lfm25-24b-a2b-on-device-model-2026?lang=es","language":"es","url":"https://newsverum.com/es/news/liquid-ai-releases-lfm25-24b-a2b-on-device-model-2026"},{"api_url":"https://newsverum.com/api/v1/articles/liquid-ai-releases-lfm25-24b-a2b-on-device-model-2026?lang=de","language":"de","url":"https://newsverum.com/de/news/liquid-ai-releases-lfm25-24b-a2b-on-device-model-2026"},{"api_url":"https://newsverum.com/api/v1/articles/liquid-ai-releases-lfm25-24b-a2b-on-device-model-2026?lang=pt","language":"pt","url":"https://newsverum.com/pt/news/liquid-ai-releases-lfm25-24b-a2b-on-device-model-2026"}],"url":"https://newsverum.com/tr/news/liquid-ai-releases-lfm25-24b-a2b-on-device-model-2026"},"version":"1"}