Tag
#production
5 posts tagged production.
- ops
Fine-Tuned Classifiers vs. Off-the-Shelf Moderation APIs: Cost & Tradeoffs
Off-the-shelf moderation APIs are cheap to start and expensive to outgrow. Fine-tuned classifiers are the reverse.
- guides
Image & Video Content Moderation Tools (2026)
Text moderation gets the attention, but image and video are where the hard moderation problems live. A practitioner's map of the major tools — cloud APIs
- ops
Classifier Ensembles for Production Content Moderation
Single classifiers have characteristic failure modes. Ensembles that combine models with different architectures and training distributions reduce
- reviews
OpenAI Moderation API Review: Strengths and Real Gaps
An honest OpenAI Moderation API review: fast (~20ms) and free with credits, strong category breadth, but predictable gaps on obfuscated text, context, and
- reviews
NeMo Guardrails in Production: What It Does Well; Where It Fails
NVIDIA's NeMo Guardrails offers conversation-flow control that classifiers can't provide. The deployment complexity is real.