Install Rio-3.0-Open-Mini 100% Private PC Uncensored Edition 5-Minute Setup

Using Docker is the absolute quickest way to install this model on your local machine.

Make sure to follow the instructions below.

Hands-free setup: the system self-downloads the heavy model files.

The installer will automatically analyze your hardware and select the optimal configuration for your system.

🔍 Hash-sum: 10984fc549d4766045364133bd2a657f | 🕓 Last update: 2026-06-27



  • CPU: 8-core / 16-thread recommended for orchestration
  • RAM: 64 GB to avoid OOM crashes on large contexts
  • Disk Space: required: fast PCIe 4.0 drive for instant boots
  • GPU: RTX 4080 / RTX 4090 recommended for 26B-A4B fast inference

The Rio-3.0-Open-Mini model delivers a compact yet powerful architecture designed for edge deployment. It balances parameter count and inference speed to achieve state-of-the-art performance on resource‑constrained devices. The model leverages a refined attention mechanism that reduces computational overhead while preserving contextual understanding. Compared to its predecessor, Rio-3.0-Open-Mini offers a 30% reduction in memory footprint without sacrificing accuracy. Its open‑source nature encourages community contributions, fostering rapid iteration and integration across diverse applications.

Parameters 1.5 B
Inference Latency 12 ms on typical edge hardware
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Dr. Abid Ullah is Consultant Physiotherapist, he has done his bachelor's degree in Doctor of Physiotherapy from Gandhara University Peshawar in 2016, Master of Science in Orthopedic Manual Physical Therapy from Riphah International University Islamabad in 2020, Post Graduate Diploma in Hospital Management from Health Service Academy Islamabad in 2022, and Certificate in Health Research from Gandhara University Peshawar in 2023. He started his career as a lecturer at FIMS Abbottabad and a clinical supervisor at Umar Teaching Hospital in 2016. In 2017, he started the Physiotherapy and Rehabilitation Department at the Peshawar Institute of Medical Science (PIMS, Pak International Medical College Hayatabad) and served as the Clinical Physical Therapist and HOD of the department. In 2018, he joined the PIMS Islamabad as a Senior Lecturer and Coordinator of the Prime Institute of Health Science, started the physiotherapy department in the PIHS and the Health Aid College of Nursing in 2019 and served as a lecturer and administrator at the Health Aid College of Nursing. He worked as an "External Examiner" with Hazara University Mansehra for the period 2017–2021, Abasyn University Peshawar in 2018, Shaheed Zulfiqar Ali Bhutto Medical University (SZABMU), Islamabad for the period 2018–2019, and Abbottabad University of Science and Technology Abbottabad for the period 2018–2020. Currently he has been serving as a consultant physiotherapist at "Lady Reading Hospital - Medical Teaching Institution, Peshawar, Pakistan" since 2019; and doing his private practice at Mubarak Medical Center & Hospital, near LRH, Peshawar. Apart from being an experienced clinician and academician, he has vast experience working in different administrative roles at LRH-MTI during the COVID-19 pandemic. He worked as an administrative officer at the Corona Complex LRH and was in-charge of the Corona Command and Control Centre. He also worked as a DMS for 1 year at LRH. Dr. Abid Ullah started comprehensive pulmonary rehabilitation and chest physiotherapy for the COVID-19 patients for the first time in the country at LRH. He has special interest in clinical research and publications, and he have supervised more than 20 MS/MPhil research students and more than 50 postgraduates for their clinical residencies from various universities. He holds the authorship of five clinical research publications, including one international publication in the AJHMN.

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