Agent loop pressure
More turns are using five or more tools
96.6% now vs 93.2% previously (142 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
6057 of 6122 saved tool calls include execution duration.
Tool calls
1.1K
p50 latency
1.7 s
p95 latency
6.9 s
Tool failures
0.6%
No result
0.0%
Calls / turn
7.4
Material regressions ranked by severity and affected call volume.
Agent loop pressure
96.6% now vs 93.2% previously (142 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 |
|---|---|---|---|---|---|
| app_edit_file | 1,095+70% vs prior | 1.7 s+69% vs prior | 6.9 s+18% vs prior | 0.6%+0.5 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
ed7becf5…
Tool call
call_d4g…
Turn sequence
19 of 29
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_IHn…
Turn sequence
20 of 29
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_g70…
Turn sequence
21 of 29
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_LFw…
Turn sequence
23 of 29
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_p37…
Turn sequence
25 of 29
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_LWa…
Turn sequence
13 of 27
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_t2Q…
Turn sequence
14 of 27
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_uFQ…
Turn sequence
15 of 27
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_YIY…
Turn sequence
16 of 27
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_aY3…
Turn sequence
18 of 27
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_3jh…
Turn sequence
19 of 27
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_Vwc…
Turn sequence
20 of 27
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_lQC…
Turn sequence
21 of 27
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_h3j…
Turn sequence
22 of 27
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_q9T…
Turn sequence
23 of 27
Turn state
Completed
Outcome
Success
Thread
b612fa70…
Tool call
call_5XC…
Turn sequence
16 of 41
Turn state
Completed
Outcome
Success
Thread
b612fa70…
Tool call
call_Yyh…
Turn sequence
17 of 41
Turn state
Completed
Outcome
Success
Thread
b612fa70…
Tool call
call_M3v…
Turn sequence
18 of 41
Turn state
Completed
Outcome
Success
Thread
b612fa70…
Tool call
call_QCD…
Turn sequence
19 of 41
Turn state
Completed
Outcome
Success
Thread
b612fa70…
Tool call
call_Ue9…
Turn sequence
21 of 41
Turn state
Completed
Outcome
Success
Thread
b612fa70…
Tool call
call_6q8…
Turn sequence
22 of 41
Turn state
Completed
Outcome
Success
Thread
b612fa70…
Tool call
call_Fl9…
Turn sequence
23 of 41
Turn state
Completed
Outcome
Success
Thread
b612fa70…
Tool call
call_Yym…
Turn sequence
24 of 41
Turn state
Completed
Outcome
Success
Thread
b612fa70…
Tool call
call_iIi…
Turn sequence
25 of 41
Turn state
Completed