Agent loop pressure
More turns are using five or more tools
82.6% now vs 66.7% previously (19 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
6058 of 6123 saved tool calls include execution duration.
Tool calls
47
p50 latency
320 ms
p95 latency
555 ms
Tool failures
19.1%
No result
0.0%
Calls / turn
2.0
Material regressions ranked by severity and affected call volume.
Agent loop pressure
82.6% now vs 66.7% previously (19 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 |
|---|---|---|---|---|---|
| get_database_view | 47-2% vs prior | 320 ms+28% vs prior | 555 ms-8% vs prior | 19.1%-10.0 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
91821b64…
Tool call
chatcmpl…
Turn sequence
2 of 15
Turn state
Completed
Outcome
Success
Thread
91821b64…
Tool call
chatcmpl…
Turn sequence
7 of 15
Turn state
Completed
Outcome
NotFound
Thread
91821b64…
Tool call
chatcmpl…
Turn sequence
8 of 15
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_jwi…
Turn sequence
3 of 5
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_5sw…
Turn sequence
1 of 1
Turn state
Completed
Outcome
Success
Thread
eac20ce4…
Tool call
chatcmpl…
Turn sequence
1 of 17
Turn state
Completed
Outcome
Success
Thread
eac20ce4…
Tool call
chatcmpl…
Turn sequence
5 of 17
Turn state
Completed
Outcome
NotFound
Thread
eac20ce4…
Tool call
chatcmpl…
Turn sequence
6 of 17
Turn state
Completed
Outcome
Success
Thread
eac20ce4…
Tool call
chatcmpl…
Turn sequence
8 of 17
Turn state
Completed
Outcome
Success
Thread
09a6f0d4…
Tool call
call_JQd…
Turn sequence
27 of 58
Turn state
Completed
Outcome
Success
Thread
d7e232c7…
Tool call
call_4uL…
Turn sequence
41 of 70
Turn state
Completed
Outcome
Success
Thread
d7e232c7…
Tool call
call_jmr…
Turn sequence
69 of 70
Turn state
Completed
Outcome
InvalidArguments
Thread
bf677805…
Tool call
chatcmpl…
Turn sequence
13 of 20
Turn state
Completed
Outcome
Success
Thread
bf677805…
Tool call
chatcmpl…
Turn sequence
14 of 20
Turn state
Completed
Outcome
Success
Thread
bf677805…
Tool call
chatcmpl…
Turn sequence
15 of 20
Turn state
Completed
Outcome
InvalidArguments
Thread
10f9fa7b…
Tool call
call_hPD…
Turn sequence
1 of 3
Turn state
Completed
Outcome
Incomplete
Thread
921b777f…
Tool call
chatcmpl…
Turn sequence
5 of 11
Turn state
Incomplete
Outcome
Incomplete
Thread
921b777f…
Tool call
chatcmpl…
Turn sequence
9 of 11
Turn state
Incomplete
Outcome
Incomplete
Thread
921b777f…
Tool call
chatcmpl…
Turn sequence
10 of 11
Turn state
Incomplete
Outcome
Success
Thread
913d4f54…
Tool call
chatcmpl…
Turn sequence
12 of 15
Turn state
Completed
Outcome
InvalidArguments
Thread
913d4f54…
Tool call
chatcmpl…
Turn sequence
10 of 10
Turn state
Completed
Outcome
InvalidArguments
Thread
fd14dc19…
Tool call
chatcmpl…
Turn sequence
1 of 6
Turn state
Completed
Outcome
NotFound
Thread
c1a79eab…
Tool call
chatcmpl…
Turn sequence
10 of 28
Turn state
Completed
Outcome
NotFound
Thread
c1a79eab…
Tool call
chatcmpl…
Turn sequence
16 of 28
Turn state
Completed