Tag
#production
3 posts tagged production.
- ops
Classifier Ensembles for Production Content Moderation
Single classifiers have characteristic failure modes. Ensembles that combine models with different architectures and training distributions reduce coverage gaps. How to build and operate them.
- reviews
OpenAI Moderation API: An Honest Review After 18 Months in Production
OpenAI's Moderation API is the path-of-least-resistance choice for teams already in the OpenAI ecosystem. The speed is good. The category granularity has improved. The gaps are predictable.
- reviews
NeMo Guardrails in Production: What It Does Well and Where It Falls Over
NVIDIA's NeMo Guardrails offers conversation-flow control that classifiers can't provide. The deployment complexity is real. This is an honest review from a team that's run it in production.