Agent loop pressure
More turns are using five or more tools
75.0% now vs — previously (3 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
13
p50 latency
952 ms
p95 latency
2.3 s
Tool failures
30.8%
No result
0.0%
Calls / turn
3.3
Material regressions ranked by severity and affected call volume.
Agent loop pressure
75.0% now vs — previously (3 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 |
|---|---|---|---|---|---|
| look_at_map | 13No prior data | 952 msNo prior timing | 2.3 sNo prior timing | 30.8%No prior data | 0.0%No prior data |
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
9 of 15
Turn state
Completed
Outcome
InvalidArguments
Thread
91821b64…
Tool call
chatcmpl…
Turn sequence
10 of 15
Turn state
Completed
Outcome
InvalidArguments
Thread
91821b64…
Tool call
chatcmpl…
Turn sequence
11 of 15
Turn state
Completed
Outcome
InvalidArguments
Thread
91821b64…
Tool call
chatcmpl…
Turn sequence
12 of 15
Turn state
Completed
Outcome
Success
Thread
91821b64…
Tool call
chatcmpl…
Turn sequence
13 of 15
Turn state
Completed
Outcome
Success
Thread
eac20ce4…
Tool call
chatcmpl…
Turn sequence
7 of 17
Turn state
Completed
Outcome
Success
Thread
eac20ce4…
Tool call
chatcmpl…
Turn sequence
13 of 17
Turn state
Completed
Outcome
Success
Thread
eac20ce4…
Tool call
chatcmpl…
Turn sequence
15 of 17
Turn state
Completed
Outcome
Success
Thread
eac20ce4…
Tool call
chatcmpl…
Turn sequence
16 of 17
Turn state
Completed
Outcome
InvalidArguments
Thread
921b777f…
Tool call
chatcmpl…
Turn sequence
1 of 3
Turn state
Completed
Outcome
Success
Thread
921b777f…
Tool call
chatcmpl…
Turn sequence
2 of 3
Turn state
Completed
Outcome
Success
Thread
921b777f…
Tool call
chatcmpl…
Turn sequence
3 of 3
Turn state
Completed
Outcome
Incomplete
Thread
921b777f…
Tool call
chatcmpl…
Turn sequence
11 of 11
Turn state
Incomplete