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American Focus > Blog > Tech and Science > AWS doubles down on custom LLMs with features meant to simplify model creation
Tech and Science

AWS doubles down on custom LLMs with features meant to simplify model creation

Last updated: December 3, 2025 8:45 am
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AWS doubles down on custom LLMs with features meant to simplify model creation
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AWS Unveils New Tools for Custom AI Model Building

Amazon Web Services (AWS) is continuing to make waves in the world of artificial intelligence with the recent announcement of new tools designed to empower enterprise customers in developing their own cutting-edge AI models. Following the launch of Nova Forge, a service focused on training custom Nova AI models, AWS has introduced additional capabilities in Amazon Bedrock and Amazon SageMaker AI at the AWS re:Invent conference.

The latest features in Amazon Bedrock and Amazon SageMaker AI are aimed at simplifying the process of building and fine-tuning custom large language models (LLMs) for developers. One standout addition is the introduction of serverless model customization in SageMaker, allowing developers to kickstart model building without having to worry about compute resources or infrastructure. Ankur Mehrotra, general manager of AI platforms at AWS, highlighted the user-friendly nature of this feature in an interview with JS.

Developers can access these serverless model-building capabilities through a self-guided point-and-click approach or an agent-led experience where they can interact with SageMaker using natural language. The agent-led feature is set to launch in preview, offering a more intuitive way for developers to fine-tune models based on specific needs, such as medical terminology understanding in the healthcare industry.

In addition to customizing Amazon’s own Nova models, developers can leverage these capabilities with certain open-source models like DeepSeek and Meta’s Llama that have publicly available model weights. AWS is also rolling out Reinforcement Fine-Tuning in Bedrock, giving developers the flexibility to opt for a reward function or a pre-set workflow for an automated model customization process.

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With a focus on Frontier LLMs, the most advanced AI models, and model customization, AWS is demonstrating its commitment to empowering customers to build unique solutions that cater to their specific data and use cases. The recent launch of Nova Forge, where AWS offers custom Nova models for enterprise customers at a premium price, underscores the importance of differentiation and optimization in the AI space.

While AWS has yet to capture a significant user base for its AI models compared to competitors like Anthropic, OpenAI, and Gemini, the ability to customize and fine-tune LLMs could give AWS a competitive edge. As enterprises look for ways to stand out in a crowded market, the ability to create tailored AI solutions may prove to be a game-changer.

Stay tuned for more updates on AWS’s advancements in AI at the annual enterprise tech event and explore the full range of announcements made at the conference. With a focus on innovation and customization, AWS is paving the way for a new era of AI model building and deployment.

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