Agent loop pressure
More turns are using five or more tools
85.7% now vs 82.4% previously (12 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
73
p50 latency
75 ms
p95 latency
116 ms
Tool failures
0.0%
No result
0.0%
Calls / turn
5.2
Material regressions ranked by severity and affected call volume.
Agent loop pressure
85.7% now vs 82.4% previously (12 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_page | 73-13% vs prior | 75 ms-4% vs prior | 116 ms-23% 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_VjV…
Turn sequence
10 of 21
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_th9…
Turn sequence
11 of 21
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_pD1…
Turn sequence
12 of 21
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_UmO…
Turn sequence
14 of 21
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_lyb…
Turn sequence
15 of 21
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_2A5…
Turn sequence
16 of 21
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_Ic3…
Turn sequence
17 of 21
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_7dK…
Turn sequence
6 of 28
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_k5q…
Turn sequence
7 of 28
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_CvL…
Turn sequence
8 of 28
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_hKi…
Turn sequence
9 of 28
Turn state
Completed
Outcome
Success
Thread
8baa70ed…
Tool call
call_a4x…
Turn sequence
3 of 10
Turn state
Completed
Outcome
Success
Thread
8baa70ed…
Tool call
call_QhK…
Turn sequence
1 of 34
Turn state
Completed
Outcome
Success
Thread
8baa70ed…
Tool call
call_1dU…
Turn sequence
9 of 34
Turn state
Completed
Outcome
Success
Thread
8baa70ed…
Tool call
call_4tN…
Turn sequence
19 of 34
Turn state
Completed
Outcome
Success
Thread
8baa70ed…
Tool call
call_i80…
Turn sequence
31 of 34
Turn state
Completed
Outcome
Success
Thread
8baa70ed…
Tool call
call_Eqq…
Turn sequence
10 of 23
Turn state
Completed
Outcome
Success
Thread
c7640a45…
Tool call
chatcmpl…
Turn sequence
6 of 32
Turn state
Completed
Outcome
Success
Thread
c7640a45…
Tool call
chatcmpl…
Turn sequence
26 of 32
Turn state
Completed
Outcome
Success
Thread
8baa70ed…
Tool call
call_lmV…
Turn sequence
6 of 14
Turn state
Completed
Outcome
Success
Thread
8baa70ed…
Tool call
call_mBH…
Turn sequence
7 of 14
Turn state
Completed
Outcome
Success
Thread
8baa70ed…
Tool call
call_kr6…
Turn sequence
8 of 14
Turn state
Completed
Outcome
Success
Thread
8baa70ed…
Tool call
call_1EW…
Turn sequence
9 of 14
Turn state
Completed
Outcome
Success
Thread
8baa70ed…
Tool call
call_3bi…
Turn sequence
17 of 26
Turn state
Completed