Langfuse in Practice: Make Slow, Expensive and Wrong AI Responses Diagnosable
Instrument a small RAG workflow with Python SDK v4, connect traces to prompt versions and evaluations, and understand self-hosting, masking and real task costs.
5 articles
Instrument a small RAG workflow with Python SDK v4, connect traces to prompt versions and evaluations, and understand self-hosting, masking and real task costs.
How FDEs connect business needs, enterprise data and software capabilities, with clear responsibilities and delivery boundaries.
Observe real tasks, review data and compare against a baseline to turn business goals into testable acceptance criteria.
Use staged releases, version records, monitoring and feedback to hand over an AI pilot with a practical recovery plan.
Build software, business understanding and AI-system experience into a project others can run, evaluate and maintain.