Agent loop pressure
More turns are using five or more tools
97.7% now vs 90.0% previously (43 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
151
p50 latency
107 ms
p95 latency
2.0 s
Tool failures
0.7%
No result
0.0%
Calls / turn
3.4
Material regressions ranked by severity and affected call volume.
Agent loop pressure
97.7% now vs 90.0% previously (43 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 |
|---|---|---|---|---|---|
| read_file | 151+278% vs prior | 107 ms-15% vs prior | 2.0 s-13% vs prior | 0.7%+0.7 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
50ac87df…
Tool call
call_QPH…
Turn sequence
1 of 28
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_ZDp…
Turn sequence
4 of 28
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_HET…
Turn sequence
22 of 28
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_6Rj…
Turn sequence
3 of 13
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_vcF…
Turn sequence
4 of 13
Turn state
Completed
Outcome
Success
Thread
7839e632…
Tool call
call_E1V…
Turn sequence
1 of 15
Turn state
Completed
Outcome
Success
Thread
7839e632…
Tool call
call_GGA…
Turn sequence
2 of 15
Turn state
Completed
Outcome
Success
Thread
7839e632…
Tool call
call_qHa…
Turn sequence
3 of 15
Turn state
Completed
Outcome
Success
Thread
09a6f0d4…
Tool call
call_i4X…
Turn sequence
1 of 58
Turn state
Completed
Outcome
Success
Thread
09a6f0d4…
Tool call
call_CpF…
Turn sequence
5 of 58
Turn state
Completed
Outcome
Success
Thread
09a6f0d4…
Tool call
call_qaj…
Turn sequence
6 of 58
Turn state
Completed
Outcome
Success
Thread
09a6f0d4…
Tool call
call_aFE…
Turn sequence
10 of 58
Turn state
Completed
Outcome
Success
Thread
09a6f0d4…
Tool call
call_flG…
Turn sequence
11 of 58
Turn state
Completed
Outcome
Success
Thread
09a6f0d4…
Tool call
call_KEj…
Turn sequence
21 of 58
Turn state
Completed
Outcome
Success
Thread
09a6f0d4…
Tool call
call_CxS…
Turn sequence
22 of 58
Turn state
Completed
Outcome
Success
Thread
09a6f0d4…
Tool call
call_ACn…
Turn sequence
23 of 58
Turn state
Completed
Outcome
Success
Thread
09a6f0d4…
Tool call
call_YKY…
Turn sequence
40 of 58
Turn state
Completed
Outcome
Success
Thread
09a6f0d4…
Tool call
call_iVY…
Turn sequence
41 of 58
Turn state
Completed
Outcome
Success
Thread
09a6f0d4…
Tool call
call_JKr…
Turn sequence
42 of 58
Turn state
Completed
Outcome
Success
Thread
09a6f0d4…
Tool call
call_1Ae…
Turn sequence
43 of 58
Turn state
Completed
Outcome
Success
Thread
09a6f0d4…
Tool call
call_nda…
Turn sequence
47 of 58
Turn state
Completed
Outcome
Success
Thread
09a6f0d4…
Tool call
call_fM0…
Turn sequence
48 of 58
Turn state
Completed
Outcome
Success
Thread
09a6f0d4…
Tool call
call_6SI…
Turn sequence
49 of 58
Turn state
Completed
Outcome
Success
Thread
09a6f0d4…
Tool call
call_8ld…
Turn sequence
51 of 58
Turn state
Completed