Tips & Best Practices
Ensuring high accuracy with Aitomatic DXA Factory requires a combination of best practices and continuous optimization. Here’s how you can make the most out of Aitomatic DXA Factory:
1. Regular Evaluation and Fine-Tuning
Conduct Regular Evaluations: Use Aitomatic DXA Factory evaluation tools to test your agents frequently with updated datasets. This helps identify areas needing improvement. Learn More
Analyze Results: Review evaluation results to understand where inaccuracies occur and adjust the knowledge base accordingly.
2. Effective Knowledge Injection
Add Relevant Information: Continuously inject new and relevant knowledge into your AI agents to keep them up to date. Learn More
Structured Data Input: Ensure the data you input is well-structured and correctly labeled to enhance the agent’s understanding and retrieval accuracy.
3. Utilize Advanced Reasoning
AI Reasoning Mode: Enable AI reasoning mode for handling complex queries. This allows the system to break down tasks and provide detailed, accurate responses. Learn More
4. Monitor and Adjust Configurations
Regular Monitoring: Continuously monitor agent performance and make necessary configuration adjustments.
Optimize Agent Settings: Fine-tune settings such as embedding chunk size and user permissions to maintain efficiency and accuracy.
5. Leverage User Feedback
Encourage Feedback: Prompt users to rate responses and provide feedback on their helpfulness.
Incorporate Feedback: Use this feedback to refine and improve the AI agents.
6. Maintain Data Quality
Clean Data: Regularly clean and update your data sources to remove outdated or incorrect information, ensuring the AI agents work with the best data available.
Consistent Formats: Use consistent data formats to help the AI agents process and understand the information better.
7. Continuous Learning and Adaptation
Automatic Updates: Enable automatic updates to benefit from the latest AI advancements and improvements.
By following these tips, you can ensure that your Domain Expert Agents (DXAs) remain accurate, reliable, and efficient. Regular evaluation and updates, combined with structured data and user feedback, will help maintain high accuracy.
Last updated