Production

Machine Learning in Production? What This Really Means

, whether you’re a manager, an information scientist, an engineer, or a product owner, you’ve almost definitely been in no less than one meeting where the discussion revolved around “putting a model in production.” But...

Why Your ML Model Works in Training But Fails in Production

, I worked on real-time fraud detection systems and suggestion models for product corporations that looked excellent during development. Offline metrics were strong. AUC curves were stable across validation windows. Feature importance plots told...

Lessons Learned from Upgrading to LangChain 1.0 in Production

first stable v1.0 release in late October 2025. After spending the past two months working with their latest APIs, I genuinely feel that is essentially the most coherent and thoughtfully designed version of...

Six Lessons Learned Constructing RAG Systems in Production

couple of years, RAG has became a type of credibility signal within the AI field. If an organization desires to look serious to investors, clients, and even its own leadership, it’s now expected...

Realizing value with AI inference at scale and in production

Reaching the subsequent stage requires a three-part approach: establishing trust as an operating principle, ensuring data-centric execution, and cultivating IT leadership able to scaling AI successfully. Trust as a prerequisite for scalable,...

Are Foundation Models Ready for Your Production Tabular Data?

are large-scale AI models trained on an unlimited and diverse range of information, comparable to audio, text, images, or a mix of them. For this reason versatility, foundation models are revolutionizing Natural Language...

AI Agents for Supply Chain Optimisation: Production Planning

, when combined with analytics products, can transform into powerful tools for supply chain optimisation. This quote is from a plant director who contacted us for the implementation of an algorithm to enhance their Master...

Google released ‘Flow’, a comprehensive AI tool for film production … ‘Bio 3’ and ‘Lee Maejin 4’ are also released

https://www.youtube.com/watch?v=A0VttaLy4sU Google has launched a brand new AI tool for film production. This covers Google's media production technology, and has expanded its area to actual applications beyond providing AI models. Google unveiled the subsequent -generation AI...

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