NVIDIA GTC 2025: Phison Expands aiDAPTIV+ GPU Memory Extension Capabilities

At NVIDIA GTC 2025, Phison Electronics Corp. announced an array of expanded capabilities on aiDAPTIV+, affordable AI training and inferencing solution for on-premises environments.

aiDAPTIV+ will be integrated into a ML-series Maingear laptop, the 1st AI laptop PC capable of LLMOps, utilizing NVIDIA GPUs and available for concept demonstration and registration at NVIDIA GTC 2025. Customers will be able to fine-tune Large Language Models (LLMs) up to 8 billion parameters using their own data. The company also expanded aiDAPTIV+ capabilities to run on edge computing devices powered by the NVIDIA Jetson platform, for enhanced GenAI inference at the edge and robotics deployments. With this announcement, new and current aiDAPTIV+ users can look forward to the new aiDAPTIVLink 3.0 middleware, which will provide faster Time to First Token (TTFT) recall and extend the token length for greater context, improving inferencing performance and accuracy. These expansions will unlock access for users ranging from university students and AI industry professionals learning to train LLMs, or researchers uncovering deeper insights within their own data using a PC, all the way to manufacturing engineers automating factory floor enhancements via edge devices.

With the proliferation of AI and edge processing use cases, demand has spiked for future AI developer talent. Developers require hands-on access to LLM training solutions to learn to build for tomorrow’s applications, while decision-makers in highly regulated government, research, healthcare and industrial organizations seek on-premises, secure devices they can leverage to train on their own data. Beyond this, focus has also shifted toward improving LLM inferencing response and accuracy, with many organizations demanding best-in-market solutions at a predictable cost. aiDAPTIV+ is a budget-friendly, GPU memory extension capability allowing users to train an LLM with their data within an on-premises ‘closed-loop’ secure network, while providing a simple user interface to interact with and ask questions about the data.

“aiDAPTIV+ is now equivalent to having an expert on your own data in your backpack at all times,” said Michael Wu, GM and president, Phison US. “Not only do you get to train and do inferencing on your own fine-tuned or RAG-enabled LLMs, but then you reap the rewards of insights. That can lead to your next application, whether that’s a groundbreaking pharmaceutical, a smarter financial forecasting model or a methodology to expedite factory output at the device level.”

“Building on the momentum of last year’s AI training workstation featuring aiDAPTIV+ at GTC, we’ve expanded our collaboration with Phison to take AI performance even further by introducing a proof-of-concept laptop that enables both powerful edge AI inference and on-device model training from anywhere,” said Wallace Santos, CEO, Maingear. “This brings the capabilities of on-prem AI to a compact, mobile platform, giving businesses, educators, and students a cost-effective tool to develop AI models without the complexity of traditional data center infrastructure.”

New and expanded capabilities with aiDAPTIV+ include:

• ML-Series AI laptop PC from Maingear with aiDAPTIV+ Integration for LLMOps
  This strategic partnership brings the industry’s 1st consumer notebook PC that supports LLM training and enhanced inferencing up to 8B parameter models. The Maingear AI laptop PC concept will be demonstrated using aiDAPTIVCache SSDs, aiDAPTIVLink middleware and a Pro Suite GUI-based all-in-one feature set for LLMOps including ingest, fine-tuning, RAG, monitoring, validation and inference. Customers can now register with Maingear to be notified about ordering and delivery availability.
• aiDAPTIVLink Middleware 3.0
  The latest update provides enhanced inference by delivering faster recall response TTFT and greater context by extending the token length for more accurate answers. This longer token length support allows the user to leverage more complex, detailed prompts to ask the LLM, available April 2025.
• AI Inferencing for IoT with aiDAPTIV+
  aiDAPTIV+ now supports edge computing and robotics use cases with Phison’s validation of NVIDIA Jetson-based devices. aiDAPTIV+ strengthens inference and LoRA-based LLM training capabilities on these devices using the aiDAPTIVCache SSD, available in April 2025. This unlocks new processing capabilities in a variety of use cases including autonomous vehicles, healthcare diagnostics, industrial automation, retail analytics, environmental monitoring, telecommunications and smart surveillance and agriculture.

At NVIDIA GTC 2025, booth 2224, Phison demonstrations for the Maingear AI laptop PC and aiDAPTIV+ AI inferencing capabilities for edge computing.