Product AI execution became easier to observe and recover
Execution visibility, conversation handling, session timing, and tool recovery received clearer operational treatment.
What changed
- Workflow outcomes retain more useful execution context.
- Session timing and result handling are easier to inspect.
- Tool failures can be separated from the product outcome and reviewed for recovery.
Why it matters
Operators gain a clearer picture of what happened when an AI-assisted workflow needs attention.
Scope: Observability supports investigation; it does not replace the product's own monitoring, authorization, or incident process.
