We continue to advance the FPT AI Factory platform to improve scalability, performance, and operational efficiency. This release, as of November 17, 2025, introduces new features and optimizations designed to enhance the smoothness and efficiency of your workflows.
FPT AI Studio
Accelerate LLM workflows with new optimization techniques and gain real-time visibility through Grafana-integrated UI Logs.
New Feature
1. Optimized LLM Performance
Boost training speed and efficiency with new optimization techniques – liger_kernel,
unsloth_gradient_checkpointing, and flash_attention_v2, reducing compute and memory costs for larger, faster workloads.
2. Enhanced Observability
Gain deeper insights with new UI Logs integrated with Grafana, making it easier to monitor performance and troubleshoot in real time.
AI Notebook
Use and manage your workloads on AI Notebook more easily with the updated features.
New Features
1. GPU Kernel Management
- Add a GPU resource management feature that allows customers to view the history of GPU kernel activation/deactivation.
- Enable or disable kernel flavors based on GPU resources to help customers connect with available GPU kernels.
2. Kernel flavor management by GPU availability so customers connect to suitable GPU kernels.
3. Improved long-term system stability and performance.
Billing
Experience flexible billing options and transparent cost control when using services and managing payment on FPT AI Factory.
New Features
- Clearly define the services and products available to customers, including GPU Container, Model Fine-tuning, and more.
- Display the total plan amount (credit limit), which will automatically switch to on-demand pricing using Vouchers or Top-Up Credits once the plan expires.
- Allow customers to track their consumption via Billing → Credit History and view detailed usage under Billing → Billing Plan → View Details.
Use Cases
- Set a custom price for all products, either for all PAYG customers or specific tenants.
- Let enterprise customers use postpaid Billing Plans with a defined spending limit.
- Allow customers to pay for their Billing Plan via offline bank transfer.
👉 Explore now: https://ai.fptcloud.com/undefined/billing
Need help? Check our quick guide here or contact us with a click.
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