Enough Strategy, Let's Build: How to Productionize GenAI
Blog post from Galileo
This article discusses the key takeaways from GenAI Productionize 2024, a conference where expert practitioners covered generative AI lifecycle and best practices for deploying genAI at enterprise scale. The panelists emphasized the importance of building practical skills with LLMs in real-world applications, focusing on tools like LangChain and Semantic Kernel. Having the right infrastructure and culture in place is crucial, including MLOps tooling and automation, as well as cross-disciplinary collaboration between ML specialists, engineers, and product teams. It's recommended to start with a limited scope based on a clearly defined user journey and measure ROI, while prioritizing safety and security through intentional testing and privacy-by-design practices. The article encourages readers to watch the entire session for a deeper understanding of how to get started building generative AI applications.
| Trend | Post Mentions | Total Month Mentions | Posts | Companies | MoM |
|---|---|---|---|---|---|
| LLM | 3 | 3,398 | 379 | 136 | +44% |
| AI Guardrails | 1 | 140 | 50 | 25 | +39% |
| RAG | 1 | 1,795 | 223 | 72 | +55% |
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