Agent loop pressure
More turns are using five or more tools
88.9% now vs 79.2% previously (88 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
253
p50 latency
178 ms
p95 latency
382 ms
Tool failures
6.3%
No result
0.0%
Calls / turn
2.6
Material regressions ranked by severity and affected call volume.
Agent loop pressure
88.9% now vs 79.2% previously (88 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 |
|---|---|---|---|---|---|
| query_mentioned_document | 253+164% vs prior | 178 ms+1% vs prior | 382 ms-72% vs prior | 6.3%-2.0 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
3f067197…
Tool call
call_Tvu…
Turn sequence
1 of 1
Turn state
Completed
Outcome
Success
Thread
b612fa70…
Tool call
call_s9Z…
Turn sequence
9 of 24
Turn state
Completed
Outcome
Success
Thread
91821b64…
Tool call
chatcmpl…
Turn sequence
4 of 15
Turn state
Completed
Outcome
Success
Thread
91821b64…
Tool call
chatcmpl…
Turn sequence
5 of 15
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_oCM…
Turn sequence
5 of 5
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_Gsy…
Turn sequence
3 of 4
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_hKC…
Turn sequence
4 of 4
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_CqA…
Turn sequence
1 of 1
Turn state
Completed
Outcome
Success
Thread
d41e378a…
Tool call
call_VjB…
Turn sequence
8 of 29
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_Rma…
Turn sequence
2 of 21
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_7DX…
Turn sequence
20 of 21
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_NjD…
Turn sequence
2 of 28
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_Gkr…
Turn sequence
27 of 28
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_UVH…
Turn sequence
28 of 28
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_qui…
Turn sequence
2 of 13
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_bDp…
Turn sequence
5 of 13
Turn state
Completed
Outcome
Success
Thread
7839e632…
Tool call
call_YrY…
Turn sequence
4 of 15
Turn state
Completed
Outcome
Success
Thread
7839e632…
Tool call
call_drg…
Turn sequence
6 of 15
Turn state
Completed
Outcome
Success
Thread
eac20ce4…
Tool call
chatcmpl…
Turn sequence
3 of 17
Turn state
Completed
Outcome
Success
Thread
eac20ce4…
Tool call
chatcmpl…
Turn sequence
9 of 17
Turn state
Completed
Outcome
Success
Thread
eac20ce4…
Tool call
chatcmpl…
Turn sequence
12 of 17
Turn state
Completed
Outcome
Success
Thread
20a1bcaf…
Tool call
call_pU9…
Turn sequence
2 of 23
Turn state
Completed
Outcome
Success
Thread
20a1bcaf…
Tool call
call_yhA…
Turn sequence
14 of 23
Turn state
Completed
Outcome
Success
Thread
1a4e54dc…
Tool call
call_CQW…
Turn sequence
8 of 20
Turn state
Completed