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Grok 4.7 vs MiMo V2.6: Który z nich wybrać?

Nie mam zweryfikowanych, publicznych danych o konkretnych wersjach „Grok 4.7” i „MiMo V2.6”. Proszę doprecyzować producentów/model lines lub podać dokumentację/linki. Poniżej ramowe porównanie według wskazanych obszarów; pola oznaczone jako „Nieznane” wymagają źródeł. - Kodowanie - Grok 4.7: - Obsługiwane języki i ekosystemy: Nieznane - Funkcje: generowanie testów, refaktoryzacja, wyjaśnianie kodu, repo-level reasoning, funkcje narzędziowe (tool calling), ograniczenia wykonania: Nieznane - Wyniki na benchmarkach kodowych (HumanEval, MBPP, SWE-bench/verified): Nieznane - MiMo V2.6: - Obsługiwane języki i ekosystemy: Nieznane - Funkcje: tool calling, naprawa błędów, wyjaśnienia, praca na repo: Nieznane - Benchmarki kodowe: Nieznane - Agenci (orchestracja zadań i narzędzi) - Grok 4.7: - Function/Tool Calling, planowanie wieloetapowe, pamięć długotrwała, kontrola uprawnień, integracje (HTTP, DB, zapytania do API): Nieznane - MiMo V2.6: - Zakres wsparcia agencji i integracji: Nieznane - Multimodalność - Grok 4.7: - Wejścia/wyjścia: tekst, obraz, audio, wideo; OCR, wykresy/tabele, rozumienie dokumentów; streaming: Nieznane - MiMo V2.6: - Tryby i możliwości multimodalne: Nieznane - Limity kontekstu i pamięć - Grok 4.7: - Okno kontekstu (tokeny), obsługa długich dokumentów, RAG, pamięć sesyjna/persistent, logprobs, constrained decoding: Nieznane - MiMo V2.6: - Okno kontekstu i mechanizmy pamięci: Nieznane - Benchmarki (rozumowanie i wiedza) - Grok 4.7: - MMLU, GPQA, GSM8K, ARC, Big-Bench, multimodalne (MMMU/MMBench): Nieznane - MiMo V2.6: - Wyniki na zestawach standaryzowanych: Nieznane - Cennik - Grok 4.7: - Model rozliczeń (per token wej./wyj., seat, ryczałt), limity przepustowości, stawki enterprise, fine-tuning: Nieznane - MiMo V2.6: - Strukturа cenowa i limity: Nieznane - Opcje wdrożenia - Grok 4.7: - SaaS, VPC/Private, on‑prem, BYOC, edge; wsparcie GPU/akceleratorów; kontenery/serwery inferencyjne; regiony i zgodność (ISO/SOC/HIPAA): Nieznane - MiMo V2.6: - Tryby wdrożenia i zgodność: Nieznane Aby przygotować precyzyjne porównanie, proszę o: - potwierdzenie, czym dokładnie są „Grok 4.7” i „MiMo V2.6” (producent, nazwa usługi/modelu), - linki do dokumentacji/specyfikacji lub kart produktowych, - ewentualne wyniki testów wewnętrznych, jeśli posiadacie (np. na HumanEval/SWE-bench/MMLU), - interesujące Was warianty wdrożenia i model rozliczeń.

CometAPI
AnnaZespół badań AI modeli i API
Zaktualizowano Sep 28, 2026 11 min czyt.
Grok 4.7 vs MiMo V2.6: Który z nich wybrać?
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from openai import OpenAI

client = OpenAI(
    api_key="YOUR_COMETAPI_KEY",
    base_url="https://api.cometapi.com/v1",
)

response = client.chat.completions.create(
    model="gpt-5-mini",
    messages=[{"role": "user", "content": "Build this workflow."}],
)

print(response.choices[0].message.content)

{
"" food production "": "Food Production Services",
"" food production and beverage filling line "": "Food Production Services",
"" food production facility "": "Food Production Services",
"" food safety monitoring "": "Food Safety Services",
"" food service and catering "": "Food Service and Catering",
"" food supplement packaging and formulation "": "Food Production Services",
"" foodservice and catering "": "Food Service and Catering",
"" foot and ankle surgery "": "Foot and Ankle Surgery",
"" foot and ankle surgery ( diabetic foot ulcer"": "Foot and Ankle Surgery",
"" foot and joint surgery "": "Foot and Ankle Surgery",
"" foot care ( podology ) "": "Foot Care Services",
"" foot care / chiropody ( fußpflege ) "": "Foot Care Services",
"" foot care and medical pedicure "": "Foot Care Services",
"" foot drop support as alternative to orthotic brace "": "Foot Care Services",
"" foot misalignment ( flat foot"": "Foot Care Services",
"" foot misalignment correction ( e.g. hallux valgus"": "Foot Care Services",
"" foot misalignment correction ( flat foot"": "Foot Care Services",
"" footcare professional practice "": "Foot Care Services",
"" forensic medicine training "": "Forensic Medicine Education",
"" forensic testing "": "Forensic Services",
"" fractional photothermolysis "": "Dermatological Treatments",
"" fracture care "": "Orthopedic Services",
"" fracture fixation in small animal"": "Veterinary Services",
"" fracture immobilization and orthopedic rehabilitation "": "Orthopedic Rehabilitation Services",
"" fuel and energy complex facility "": "Energy Services",
"" full - arch restoration with multi - unit abutment "": "Dental Restorative Procedures",
"" functional diagnostic department "": "Clinical Diagnostic Services",
"" functional diagnostic room "": "Clinical Diagnostic Services",
"" functional neurosurgery procedure "": "Neurosurgical Services",
"" fundoplication for hiatal hernia "": "General and Abdominal Surgery",
"" fundus examination ( glaucoma"": "Ophthalmology Services",
"" fungal infection treatment "": "Infectious Disease Services",
"" gastro - proctology procedures "": "Gastroenterology Services",
"" gastroenterology ( gastrointestinal procedure ) "": "Gastroenterology Services",
"" gastroenterology and digestive endoscopy "": "Gastroenterology Services",
"" gastroenterology and endoscopy procedure "": "Gastroenterology Services",
"" gastroenterology breath testing "": "Gastroenterology Services",
"" gastrointestinal decompression and enteral feeding "": "Gastroenterology Services",
"" gastrointestinal tract "": "Gastroenterology Services",
"" gender - affirm care "": "Gender-Affirming Healthcare",
"" general and abdominal surgery "": "General and Abdominal Surgery",
"" general and bariatric surgery "": "General and Bariatric Surgery",
"" general and colorectal surgery theatre "": "General and Colorectal Surgery",
"" general and hospital surgery "": "General Surgery Services",
"" general and microsurgery "": "Minimally Invasive Surgery",
"" general and minimally invasive surgery "": "Minimally Invasive Surgery",
"" general and plastic surgery "": "Plastic and Reconstructive Surgery",
"" general and specialist surgery ( neurosurgery"": "Specialized Surgery Services",
"" general and trauma surgery "": "Trauma Surgery Services",
"" general and visceral surgery "": "General and Visceral Surgery",
"" general business washroom and hygiene supply "": "Hygiene Services",
"" general engineering projects "": "Engineering Services",
"" general health and wellness "": "Health and Wellness Services",
"" general hospital "": "Hospital Services",
"" general hospital supply "": "Healthcare Supply Services",
"" general hospital use "": "Hospital Services",
"" general laparoscopic surgery "": "Laparoscopic Surgery Services",
"" general medical examination "": "Medical Examination Services",
"" general nursing"": "Nursing Services",
"" general open surgery "": "General Surgery Services",
"" general ophthalmology surgery "": "Ophthalmic Surgery Services",
"" general practitioner "": "Primary Care Services",
"" general practitioner clinic and specialist practice "": "Primary Care Services",
"" general surgery ( endoscopic vein harvesting ) "": "Surgical Procedures",
"" general surgery ( open abdomen"": "General Surgery Services",
"" general surgery ( suture ) "": "Surgical Procedures",
"" general surgery and microsurgery "": "General Surgery Services",
"" general surgery department "": "Surgical Services",
"" general surgical application "": "Surgical Procedures",
"" general surgical procedure "": "Surgical Procedures",
"" genetic research "": "Genetic Services",
"" gift for medical professional "": "Healthcare Gifts",
"" glaucoma light sensitivity protection "": "Ophthalmology Services",
"" glaucoma surgery ( migs ) "": "Ophthalmic Surgery Services",
"" gluteal augmentation "": "Aesthetic Surgery Services",
"" gonarthrosis ( knee osteoarthritis ) care "": "Orthopedic Services",
"" government and education "": "Government Services",
"" government building and food storage facility "": "Food Safety and Facility Management",
"" government medical institution "": "Healthcare Institutions",
"" government procurement ( 44 - fz"": "Procurement Services",
"" government procurement auction and tender "": "Procurement Services",
"" gp and primary care practice "": "Primary Care Services",
"" grain mill"": "Food Production Services",
"" greenhouses and plant watering system "": "Agricultural Services",
"" ground air traffic control "": "Aviation Services",
"" gu / gynaecology procedure "": "Gynecological Services",
"" guidance of neurodegenerative disease treatment development "": "Neurological Services",
"" guide / computer - assist implant surgery "": "Surgical Assistance Services",
"" guide implant surgery ( full arch rehabilitation ) "": "Surgical Assistance Services",
"" guide surgery "": "Surgical Assistance Services",
"" guide surgery for precise and predictable implant placement "": "Surgical Assistance Services",
"" guide surgery with cad / cam navigation "": "Surgical Assistance Services",
"" guided implantation surgery ( naviguide ) "": "Surgical Assistance Services",
"" gym "": "Fitness Services",
"" gynaecological follicle aspiration ( ivf procedure ) "": "Gynecological Services",
"" gynaecological intervention "": "Gynecological Services",
"" gynaecology"": "Gynecology Services",
"" gynaecology care "": "Gynecology Services",
"" gynecological condition ( lichen sclerosus ) "": "Gynecology Services",
"" gynecological consultation "": "Gynecology Services",
"" gynecological diagnosis and intrauterine insemination "": "Gynecology Services",
"" gynecological endosurgery ( hysteroscopy ) "": "Gynecology Services",
"" gynecological examination ( colposcopy ) "": "Gynecology Services",
"" gynecological examination and procedure "": "Gynecology Services",
"" gynecological examination and surgical intervention "": "Gynecology Services",
"" gynecological health management "": "Gynecology Services",
"" gynecological laser surgery "": "Gynecology Services",
"" gynecology"": "Gynecology Services",
"" gynecology ( aesthetic gynecology microneedle rf ) "": "Gynecology Services",
"" gynecology ( labiaplasty ) "": "Gynecology Services",
"" gynecology ( minimally invasive ) "": "Gynecology Services",
"" gynecology / urology / proctology "": "Specialized Healthcare Services",
"" gynecology and aesthetic gynecology "": "Gynecology Services",
"" gynecology and infertility treatment "": "Gynecology Services",
"" gynecology and ivf procedure "": "Gynecology Services",
"" gynecology and obstetric "": "Gynecology Services",
"" gynecology and obstetric office "": "Gynecology Services",
"" gynecology and obstetric practice "": "Gynecology Services",
"" gynecology and obstetric ward "": "Gynecology Services",
"" gynecology and obstetrics "": "Gynecology Services",
"" gynecology clinic ( cervical sampling"": "Gynecology Services",
"" haemato - oncology clinic "": "Oncology Services",
"" haematology laboratory "": "Hematology Services",
"" haemostasis / coagulation laboratory "": "Hematology Services",
"" hair and scalp care "": "Dermatologic Services",
"" hair and scalp restoration "": "Dermatologic Services",
"" hair and skin diagnostic "": "Dermatologic Services",
"" hair loss treatment and hair transplantation ( fue robotize ) "": "Hair Restoration Services",
"" hair removal treatment "": "Aesthetic Services",
"" hair restoration hospital "": "Dermatologic Services",
"" hair transplantation "": "Hair Restoration Services",
"" hand surgery "": "Hand Surgery Services",
"" hand surgery ( endoscopic carpal tunnel release ) "": "Hand Surgery Services",
"" hand surgery and traumatology "": "Hand Surgery Services",
"" hand surgery intervention "": "Hand Surgery Services",
"" hard and soft tissue surgery and implantology "": "Minimally Invasive Surgery",
"" hardware ( apparatus ) cosmetic procedure "": "Aesthetic Surgery Services",
"" hardware cosmetology "": "Cosmetic Services",
"" health advice and screening "": "Health Consultation Services",
"" health care "": "Healthcare Services",
"" health care centre "": "Healthcare Facilities",
"" health care facility "": "Healthcare Facilities",
"" health care organization "": "Healthcare Institutions",
"" health consultations "": "Health Consultation Services",
"" health insurance supply "": "Healthcare Supply Services",
"" health monitoring and diagnostic "": "Healthcare Monitoring Services",
"" health monitoring at home "": "Home Health Services",
"" health optimization "": "Health Optimization Services",
"" health physics "": "Healthcare Services",
"" health professional ' office and clinic "": "Healthcare Services",
"" health screening ( angina test"": "Health Screening Services",
"" health screening and diagnostic "": "Health Screening Services",
"" health screening and prevention point "": "Preventive Healthcare Services",
"" health studio "": "Fitness Services",
"" healthcare "": "Healthcare Services",
"" healthcare and central sterilization ( cssd ) "": "Healthcare Equipment Services",
"" healthcare and medical facility "": "Healthcare Services",
"" healthcare and preventive treatment institution "": "Healthcare Institutions",
"" healthcare application "": "Healthcare Services",
"" healthcare communication and coordination "": "Healthcare Services",
"" healthcare company ' pharmaceutical sourcing "": "Pharmaceutical Services",
"" healthcare facility construction ( epcm ) "": "Healthcare Facility Services",
"" healthcare facility hygiene and infection prevention "": "Healthcare Services",
"" healthcare facility in the ural region "": "Healthcare Services",
"" healthcare infection prevention "": "Infection Control Services",
"" healthcare infection protection ( mask"": "Infection Control Services",
"" healthcare institution ( public and private ) "": "Healthcare Institutions",
"" healthcare institution and care home "": "Healthcare Institutions",
"" healthcare institution and hospital "": "Healthcare Institutions",
"" healthcare logistic "": "Healthcare Logistics Services",
"" healthcare logistic and warehousing "": "Healthcare Logistics Services",
"" healthcare market development "": "Healthcare Services",
"" healthcare organizations "": "Healthcare Institutions",
"" healthcare patient monitoring "": "Healthcare Monitoring Services",
"" healthcare professional "": "Healthcare Services",
"" healthcare professional practice "": "Healthcare Services",
"" healthcare professional protection "": "Healthcare Equipment Services",
"" healthcare professional setting "": "Healthcare Services",
"" healthcare professional skill improvement "": "Healthcare Education Services",
"" healthcare professional support "": "Healthcare Services",
"" healthcare provider decommission medical device "": "Healthcare Services",
"" healthcare provider globally "": "Healthcare Services",
"" healthcare provider supply chain "": "Healthcare Logistics Services",
"" healthcare staff protection ( nurse"": "Infection Control Services",
"" healthcare testing "": "Healthcare Testing Services",
"" healthy and diabetic nutrition "": "Dietary Management Services",
"" healthy cooking and food preservation at home "": "Food Safety and Home Services",
"" heart failure treatment "": "Cardiac Services",
"" hemodialysis ( av fistula monitoring ) "": "Nephrology Services",
"" hemodialysis procedure "": "Nephrology Services",
"" hemodynamic and interventional radiology "": "Interventional Radiology Services",
"" hemodynamic and interventional radiology suite "": "Radiology Services",
"" hemodynamic monitoring in invasive and non - invasive setting "": "Monitoring Services",
"" hemorrhoid surgery ( hal - rar ) "": "General and Colorectal Surgery",
"" hemostasis and fixation "": "Surgical Services",
"" hemostasis and tissue fixation "": "Surgical Services",
"" hemostasis diagnostic "": "Diagnostic Services",
"" hemostasis in upper and low gi tract "": "Surgical Services",
"" hemostasis via vascular clip "": "Surgical Services",
"" hepatobiliary surgery "": "General and Abdominal Surgery",
"" hernia management "": "General and Abdominal Surgery",
"" hernia mesh fixation "": "General and Abdominal Surgery",
"" hernia prevention and support "": "General and Abdominal Surgery",
"" hernia repair ( femoral"": "General and Abdominal Surgery",
"" hernia repair and soft tissue reinforcement "": "General and Abdominal Surgery",
"" hernia repair surgery "": "General and Abdominal Surgery",
"" hernioplasty ( hernia repair surgery ) "": "General and Abdominal Surgery",
"" high - frequency electrosurgery "": "Electrosurgery Services",
"" high - pressure emergency environment "": "Emergency Services",
"" high fashion and boutique product presentation "": "Marketing Services",
"" hike and camping "": "Recreational Services",
"" hike with custom insole "": "Foot Care Services",
"" hip and knee replacement surgery "": "Orthopedic Services",
"" hip arthroscopy "": "Orthopedic Services",
"" hip dislocation : round ligament reconstruction "": "Orthopedic Services",
"" hip dysplasia treatment in dog "": "Veterinary Services",
"" hip endoprosthesis procedure "": "Orthopedic Services",
"" hip replacement procedure "": "Orthopedic Services",
"" hip surgery ( spaire ® anterior approach ) "": "Orthopedic Services",
"" histology "": "Histology Services",
"" histology laboratory "": "Histology Services",
"" histology processing"": "Histology Services",
"" histopathological diagnostic process "": "Histology Services",
"" holiday home "": "Hospitality Services",
"" home - base treatments "": "Home Health Services",
"" home accessibility ( stair ) "": "Home Health Services",
"" home air quality control "": "Home Health Services",
"" home and office seating "": "Home Health Services",
"" home and work environment adaptation "": "Home Health Services",
"" home beauty and cosmetic treatment "": "Cosmetic Services",
"" home care ( spitex ) "": "Home Health Services",
"" home care after hospitalization / home medical equipment "": "Home Health Services",
"" home care and consumer first aid "": "Home Health Services",
"" home care and home delivery of medicine "": "Home Health Services",
"" home care and home medical equipment "": "Home Health Services",
"" home care and hospital discharge support "": "Home Health Services",
"" home care and mobility support "": "Home Health Services",
"" home care and nursing aid supply "": "Home Health Services",
"" home care for acne"": "Home Health Services",
"" home care for bedridden and mobility - impair patient "": "Home Health Services",
"" home care for bedridden and mobility - limit patient "": "Home Health Services",
"" home care for chronic condition ( chronic kidney disease"": "Home Health Services",
"" home care for diabetes patient "": "Home Health Services",
"" home care for face"": "Home Health Services",
"" home care for ileostomy patient "": "Home Health Services",
"" home care for incontinence patient "": "Home Health Services",
"" home care of elderly or dependent patient "": "Home Health Services",
"" home care treatment "": "Home Health Services",
"" home cosmetology and skin care "": "Cosmetic Services",
"" home electrotherapy ( tens / ems self - treatment ) "": "Therapeutic Services",
"" home first aid kit "": "Consumer Health Products",
"" home health diagnostic ( glycemia monitoring ) "": "Home Health Services",
"" home health measurement ( temperature"": "Home Health Services",
"" home health monitoring during covid-19 "": "Home Health Services",
"" home health self - testing "": "Home Health Services",
"" home sleep therapy "": "Home Health Services",
"" home therapy and self - treatment "": "Home Health Services",
"" home use ( penlight"": "Home Health Services",
"" home use / everyday life with diabetes "": "Home Health Services",
"" home use / home spa "": "Home Health Services",
"" home use for child"": "Home Health Services",
"" home use for private customer "": "Home Health Services",
"" home use of covid-19 and influenza self - test "": "Home Health Services",
"" home visit and medicalized facility "": "Home Health Services",
"" homecare nursing "": "Home Health Services",
"" homecare patient supply "": "Home Health Services",
"" homecare ventilation and suction "": "Home Health Services",
"" horeca ( hotel"": "Hospitality Services",
"" horeca / hospitality industry "": "Hospitality Services",
"" horeca sector "": "Hospitality Services",
"" horizontal / vertical augmentation "": "Surgical Procedures",
"" horizontal augmentation "": "Surgical Procedures",
"" horse bandaging and venous access "": "Veterinary Services",
"" horse riding / hippotherapy "": "Veterinary Services",
"" hospital aerosol therapy "": "Hospital Services",
"" hospital and clinic ( cardiology"": "Cardiac Services",
"" hospital and clinic in lithuania"": "Healthcare Institutions",
"" hospital and healthcare institution "": "Healthcare Institutions",
"" hospital and healthcare institution ( lpu ) in russia and belarus "": "Healthcare Institutions",
"" hospital and healthcare provider medical transfer "": "Healthcare Services"
}

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Opublikowano Sep 28, 2026
Ostatnia aktualizacja Sep 28, 2026
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