Agent loop pressure
More turns are using five or more tools
94.4% now vs 89.2% previously (17 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
495 of 570 saved tool calls include execution duration.
Tool calls
83
p50 latency
362 ms
p95 latency
2.1 s
Tool failures
7.2%
No result
0.0%
Calls / turn
4.6
Material regressions ranked by severity and affected call volume.
Agent loop pressure
94.4% now vs 89.2% previously (17 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.
Unavailable
handle rows / all calls
The handle store could not be read with the current credentials.
Each change is measured against the previous equal window; latency appears only where detailed timing exists.
| Tool | Calls | p50 | p95 | Failures | No result |
|---|---|---|---|---|---|
| query_database_data | 83-60% vs prior | 362 msNo prior timing | 2.1 sNo prior timing | 7.2%-3.8 pts vs prior | 0.0%No change vs prior |
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
Success
Thread
c1ea98f7…
Tool call
call_4Rz…
Turn sequence
7 of 9
Turn state
Completed
Outcome
Success
Thread
5a4e8ad2…
Tool call
call_goU…
Turn sequence
5 of 9
Turn state
Completed
Outcome
Success
Thread
5a4e8ad2…
Tool call
call_xvd…
Turn sequence
6 of 9
Turn state
Completed
Outcome
Success
Thread
5a4e8ad2…
Tool call
call_vWo…
Turn sequence
7 of 9
Turn state
Completed
Outcome
Success
Thread
5a4e8ad2…
Tool call
call_5Im…
Turn sequence
8 of 9
Turn state
Completed
Outcome
Success
Thread
21602129…
Tool call
call_okF…
Turn sequence
6 of 19
Turn state
Completed
Outcome
Success
Thread
21602129…
Tool call
call_xmS…
Turn sequence
7 of 19
Turn state
Completed
Outcome
Success
Thread
21602129…
Tool call
call_zsZ…
Turn sequence
9 of 19
Turn state
Completed
Outcome
Success
Thread
21602129…
Tool call
call_BS2…
Turn sequence
10 of 19
Turn state
Completed
Outcome
Success
Thread
21602129…
Tool call
call_MvM…
Turn sequence
12 of 19
Turn state
Completed
Outcome
Success
Thread
21602129…
Tool call
call_Uao…
Turn sequence
13 of 19
Turn state
Completed
Outcome
Success
Thread
21602129…
Tool call
call_vGL…
Turn sequence
14 of 19
Turn state
Completed
Outcome
Success
Thread
21602129…
Tool call
call_lhj…
Turn sequence
15 of 19
Turn state
Completed
Outcome
Success
Thread
21602129…
Tool call
call_Kwj…
Turn sequence
16 of 19
Turn state
Completed
Outcome
Success
Thread
21602129…
Tool call
call_nGr…
Turn sequence
17 of 19
Turn state
Completed
Outcome
Success
Thread
21602129…
Tool call
call_Kj3…
Turn sequence
18 of 19
Turn state
Completed
Outcome
Success
Thread
1c6b6c3e…
Tool call
call_zXO…
Turn sequence
5 of 21
Turn state
Completed
Outcome
Success
Thread
1c6b6c3e…
Tool call
call_CH0…
Turn sequence
6 of 21
Turn state
Completed
Outcome
Success
Thread
1c6b6c3e…
Tool call
call_XFd…
Turn sequence
7 of 21
Turn state
Completed
Outcome
Success
Thread
1c6b6c3e…
Tool call
call_DlK…
Turn sequence
8 of 21
Turn state
Completed
Outcome
Success
Thread
1c6b6c3e…
Tool call
call_kEQ…
Turn sequence
9 of 21
Turn state
Completed
Outcome
Success
Thread
1c6b6c3e…
Tool call
call_isc…
Turn sequence
10 of 39
Turn state
Completed
Outcome
Success
Thread
1c6b6c3e…
Tool call
call_oHa…
Turn sequence
11 of 39
Turn state
Completed
Outcome
Success
Thread
2d1997bc…
Tool call
call_lbV…
Turn sequence
20 of 27
Turn state
Completed