What is answer completeness in RAG evaluation? The share of key facts from a reference answer that a response covers, and how Azure, Bedrock and Ragas score it.
How to use LangSmith with LangGraph: set four environment variables, read node traces and threads, then score your graph and single nodes on a dataset.
Is LangSmith API free? Yes: API keys and the REST API cost nothing, and the Developer plan covers 5,000 traces a month. See key types, limits and overage costs.
Is Langfuse free for commercial use? Yes: the MIT core can be self hosted in paid products at no cost. See what needs a license key and when the cloud bills.
Datadog LLM Observability vs Langfuse: how each bills (LLM spans vs units), retention, self hosting, evals and setup, with worked cost examples for 2026.
The Artificial Hivemind paper explained: why AI models give the same answers, what Infinity-Chat and NoveltyBench measure, and how to test output diversity yourself.