Agent loop pressure
More turns are using five or more tools
100.0% now vs — previously (1 turns).
Inspect the affected turn sequences for repeated or avoidable tool selection.
InvestigateFind slow, failing, and repetitive agent tools without exposing prompts, arguments, or outputs.
Detailed production timing active
6056 of 6122 saved tool calls include execution duration.
Tool calls
1
p50 latency
75 ms
p95 latency
75 ms
Tool failures
100.0%
No result
0.0%
Calls / turn
1.0
Material regressions ranked by severity and affected call volume.
Agent loop pressure
100.0% now vs — previously (1 turns).
Inspect the affected turn sequences for repeated or avoidable tool selection.
InvestigateRegression checks require at least 3 calls in both windows. Latency is flagged at +20%; failure and no-result rates are flagged at +1 and +3 points respectively.
Successful calls, no-results, and failures combined.
How often results exceed the 20 KB inline cap.
5.0%
handle rows / all calls
307 stored handles in this period. This is a payload-size proxy, not a one-to-one call classification.
Each change is measured against the previous equal window; latency appears only where detailed timing exists.
| Tool | Calls | p50 | p95 | Failures | No result |
|---|---|---|---|---|---|
| update_pdf_layers | 1No prior data | 75 msNo prior timing | 75 msNo prior timing | 100.0%No prior data | 0.0%No prior data |
Operational failures only; NoResults is excluded.
The data has known edges that change what a chart means.
Arguments, outputs, user IDs, and message content are never rendered.
Outcome
InvalidArguments
Thread
50ac87df…
Tool call
call_0nO…
Turn sequence
1 of 5
Turn state
Completed