{"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=en","category":"technology","content":{"key_points":[],"paragraphs":["Liquid AI released LFM2.5-24B-A2B on October 13 as an open-weight reasoning model for local agents. The mixture-of-experts model has 24 billion total parameters and activates two billion per token. Liquid AI says its context window grew from 32,768 to 131,072 tokens, vocabulary from 65,000 to 128,000, and pretraining from 17 trillion to 33 trillion tokens versus its predecessor.","The company reports 184 generated tokens per second on an Apple M5 Max and more than 21,000 output tokens per second on one NVIDIA B300. The latter is a high-concurrency sustained-load result, not a single-user rate; both figures come from Liquid AI’s benchmarking setup. Its benchmark table shows mixed results, with the model ahead or tied on five of eight tool-use tests but behind larger models on several knowledge and coding tests."],"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=en&format=csv","json":"https://newsverum.com/api/v1/articles/liquid-ai-releases-lfm25-24b-a2b-on-device-model-2026/data/announcement-record?lang=en&format=json"},"id":"announcement-record"}],"data_types":["events"],"editorial_illustration":{"alt":"Conceptual illustration of technology, processors and connected information.","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":"en","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":"en","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":"Conceptual illustration of technology, processors and connected information.","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":"en","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":"The company says two billion parameters are active per token and reports device-specific results.","text":"The company says two billion parameters are active per token and reports device-specific results.\n\nLiquid AI released LFM2.5-24B-A2B on October 13 as an open-weight reasoning model for local agents. The mixture-of-experts model has 24 billion total parameters and activates two billion per token. Liquid AI says its context window grew from 32,768 to 131,072 tokens, vocabulary from 65,000 to 128,000, and pretraining from 17 trillion to 33 trillion tokens versus its predecessor.\n\nThe company reports 184 generated tokens per second on an Apple M5 Max and more than 21,000 output tokens per second on one NVIDIA B300. The latter is a high-concurrency sustained-load result, not a single-user rate; both figures come from Liquid AI’s benchmarking setup. Its benchmark table shows mixed results, with the model ahead or tied on five of eight tool-use tests but behind larger models on several knowledge and coding tests.","title":"Liquid AI releases 24-billion-parameter LFM2.5 model","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/en/news/liquid-ai-releases-lfm25-24b-a2b-on-device-model-2026"},"version":"1"}