# Standardized outputs and metadata for better observability

> Run outputs and events are now standardized, with additional metadata for enhanced tracking, reporting, and debugging.

- Published: 2025-09-09
- Author: Agno Team
- Category: Changelog
- Canonical: https://agno-com-nine.vercel.app/articles/standardized-outputs-and-metadata-for-better-observability
- Markdown: https://agno-com-nine.vercel.app/articles/standardized-outputs-and-metadata-for-better-observability.md

Run outputs and events are now standardized, with additional metadata for enhanced tracking, reporting, and debugging. Teams can more easily integrate agentic systems with monitoring and governance tools.

**Why this matters:**

- Improves transparency and traceability across runs
- Supports operational monitoring and compliance needs
- Simplifies integration with observability platforms

**Who this is for:**

Platform owners, SREs, and teams focused on reliable, auditable agentic workflows.

[Explore updated APIs](https://docs.agno.com/how-to/v2-changelog#run-session-apis)