Agent loop pressure
More turns are using five or more tools
69.2% now vs 53.8% previously (9 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
6101 of 6166 saved tool calls include execution duration.
Tool calls
20
p50 latency
169 ms
p95 latency
211 ms
Tool failures
0.0%
No result
0.0%
Calls / turn
1.5
Material regressions ranked by severity and affected call volume.
Agent loop pressure
69.2% now vs 53.8% previously (9 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
309 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 |
|---|---|---|---|---|---|
| get_document_notes | 20+33% vs prior | 169 ms+1% vs prior | 211 ms+7% vs prior | 0.0%No change vs prior | 0.0%No change vs prior |
Operational failures only; NoResults is excluded.
No operational failures
in the selected view
The data has known edges that change what a chart means.
Arguments, outputs, user IDs, and message content are never rendered.
Outcome
Success
Thread
50ac87df…
Tool call
call_GZT…
Turn sequence
1 of 1
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_nqD…
Turn sequence
1 of 4
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_7n1…
Turn sequence
3 of 4
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_Bl7…
Turn sequence
4 of 4
Turn state
Completed
Outcome
Success
Thread
eac20ce4…
Tool call
chatcmpl…
Turn sequence
11 of 17
Turn state
Completed
Outcome
Success
Thread
bf677805…
Tool call
chatcmpl…
Turn sequence
6 of 20
Turn state
Completed
Outcome
Success
Thread
22e6d03b…
Tool call
call_TzS…
Turn sequence
8 of 8
Turn state
Completed
Outcome
Success
Thread
05b735d6…
Tool call
call_qLW…
Turn sequence
2 of 8
Turn state
Completed
Outcome
Success
Thread
05b735d6…
Tool call
call_hTM…
Turn sequence
3 of 8
Turn state
Completed
Outcome
Success
Thread
d85df539…
Tool call
chatcmpl…
Turn sequence
12 of 12
Turn state
Completed
Outcome
Incomplete
Thread
921b777f…
Tool call
chatcmpl…
Turn sequence
4 of 11
Turn state
Incomplete
Outcome
Success
Thread
94d1ea5b…
Tool call
chatcmpl…
Turn sequence
2 of 3
Turn state
Completed
Outcome
Success
Thread
8d6df445…
Tool call
chatcmpl…
Turn sequence
1 of 19
Turn state
Completed
Outcome
Success
Thread
8d6df445…
Tool call
chatcmpl…
Turn sequence
5 of 19
Turn state
Completed
Outcome
Success
Thread
8d6df445…
Tool call
chatcmpl…
Turn sequence
9 of 19
Turn state
Completed
Outcome
Success
Thread
8d6df445…
Tool call
chatcmpl…
Turn sequence
11 of 19
Turn state
Completed
Outcome
Success
Thread
c1a79eab…
Tool call
chatcmpl…
Turn sequence
11 of 28
Turn state
Completed
Outcome
Success
Thread
75cd10c7…
Tool call
call_8va…
Turn sequence
1 of 2
Turn state
Completed
Outcome
Success
Thread
4cf27f28…
Tool call
chatcmpl…
Turn sequence
2 of 27
Turn state
Completed
Outcome
Success
Thread
4cf27f28…
Tool call
chatcmpl…
Turn sequence
3 of 27
Turn state
Completed