When AI agent traces become application data
The New Stack Manveer Chawla
AI agent traces that capture observable execution details for review and later debugging increasingly need to be stored as durable application data rather than disposable telemetry. Langfuse reported Postgres IOPS exhaustion during ingestion and prompt API latency rising to 7 seconds under heavy load before moving trace data to ClickHouse. The shift changes storage and data-modeling choices toward analytics-friendly architectures and access-controlled retention aligned with product needs.
Why it matters
Say a test starts failing and a developer hands it to a coding agent. It digs into the relevant files, The post When AI agent traces become application data appeared first on The New Stack.