AI logging in production: context without oversharing
Instrument AI workflows with useful metadata, configuration versions, and clear outcomes—not entire conversations.
Reduce unnecessary collection and control where sensitive information can travel. These guides cover allowlists, transformation boundaries, safe access, and synthetic tests for overlooked copies.
Use this collection to choose a focused design question. Each guide includes a practical investigation or fixture exercise, a primary technical reference, and links to the next relevant pattern. Start with the event you need to understand, then validate the full path from producer to reader.
Instrument AI workflows with useful metadata, configuration versions, and clear outcomes—not entire conversations.
Minimize fields, apply deliberate transformations, and test redaction through storage, viewers, and exports.
Capture access decisions and administrative actions with safe attribution, protected records, and clear outcomes.