"Teammate Lang" Goes Generally Available: Transforming LLM App DevOps
Summary
The system dynamically combines multiple prompts into a single streamlined API, enhancing developer efficiency and facilitating complex logic integrations, including database queries. Includes tools to scan prompts for EU AI Act compliance and potential vulnerabilities, referencing the latest adversary tactics on MITRE ATLAS. Offers comprehensive tools for user logs, latency performance, and AI alignment evaluation, including relevancy, coherence scoring, PII identification, and sentiment analysis. However, we faced several challenges such as managing & optimizing prompts, monitoring data structuallly, slower responses from GPT-4 and difficulty in pre-simulating newer models claimed to be more accurate for commercial use. We realized through overcoming these challenges that other developers might face similar issues, and our dev tool could contribute to the community.