Reliability regression
create_database_view failures increased
20.0% now vs 16.7% previously across 5 calls; InvalidArguments is the leading code.
Inspect recent failures, then check the tool handler and upstream dependency logs.
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
5
p50 latency
490 ms
p95 latency
599 ms
Tool failures
20.0%
No result
0.0%
Calls / turn
1.3
Material regressions ranked by severity and affected call volume.
Reliability regression
20.0% now vs 16.7% previously across 5 calls; InvalidArguments is the leading code.
Inspect recent failures, then check the tool handler and upstream dependency logs.
InvestigateAgent loop pressure
75.0% now vs 60.0% 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 |
|---|---|---|---|---|---|
| create_database_view | 5-17% vs prior | 490 ms+17% vs prior | 599 ms-6% vs prior | 20.0%+3.3 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
3d7ad6cb…
Tool call
chatcmpl…
Turn sequence
8 of 9
Turn state
Completed
Outcome
Success
Thread
033cbc16…
Tool call
chatcmpl…
Turn sequence
5 of 5
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_io2…
Turn sequence
1 of 1
Turn state
Completed
Outcome
InvalidArguments
Thread
e1179f50…
Tool call
chatcmpl…
Turn sequence
10 of 12
Turn state
Completed
Outcome
Success
Thread
e1179f50…
Tool call
chatcmpl…
Turn sequence
11 of 12
Turn state
Completed