NinjaTech AI has recently launched MiNinja.ai, a multi-agent AI personal assistant designed to handle complex tasks autonomously. The specialized agents within MiNinja.ai are capable of tasks such as scheduling meetings, conducting research, generating code, and assisting with writing. These agents can break down multi-step tasks, evaluate solutions dynamically, and learn from past experiences. This allows users to continue their day while Ninja works in the background and provides assistance when needed.
To accommodate the various tasks, NinjaTech AI recognized the need for multiple language models optimized for specific purposes. These models needed to work together effectively and be trained in a cost-effective manner. The development of the NinjaLLM productivity agent, powered by AWS Training French fries, was crucial in this process.
Creating a suitable training dataset involved fine-tuning the models for specific tasks and ensuring output structure adherence. By using a diverse but relatively small sample dataset, NinjaTech AI could optimize their models effectively. Utilizing AWS Trainium chips enabled fast and cost-effective training, resulting in accurate models without the need for expensive traditional training accelerators.
The models were evaluated using the NQ Open dataset and HotPotQA to assess their ability to answer questions accurately. By matching model responses to expected results from retrieved passages, NinjaTech AI achieved notable accuracy improvements with their Llama 3 RAG model. Ongoing development involves further fine-tuning models using ORPO and creating a custom set model to enhance user experience.
Overall, NinjaTech AI’s mission is to make everyone more productive by leveraging cutting-edge AI technology. By utilizing high-performance computing, open-source models, and advanced training architectures, they aim to democratize access to transformative AI agents. Those interested in learning more about how NinjaTech AI built their multi-agent personal AI can read their white paper or try their AI agents for free at MyNinja.ai.
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https://aws.amazon.com/blogs/machine-learning/the-future-of-productivity-agents-with-ninjatech-ai-and-aws-trainium/