Reliability regression
read_file failures increased
5.7% now vs 1.2% previously across 35 calls; Unknown 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
495 of 570 saved tool calls include execution duration.
Tool calls
35
p50 latency
1.7 s
p95 latency
2.5 s
Tool failures
5.7%
No result
0.0%
Calls / turn
2.2
Material regressions ranked by severity and affected call volume.
Reliability regression
5.7% now vs 1.2% previously across 35 calls; Unknown is the leading code.
Inspect recent failures, then check the tool handler and upstream dependency logs.
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.
Unavailable
handle rows / all calls
The handle store could not be read with the current credentials.
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 | 35-58% vs prior | 1.7 sNo prior timing | 2.5 sNo prior timing | 5.7%+4.5 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
21602129…
Tool call
call_co8…
Turn sequence
1 of 19
Turn state
Completed
Outcome
Success
Thread
21602129…
Tool call
call_zel…
Turn sequence
2 of 19
Turn state
Completed
Outcome
Success
Thread
c395a2e5…
Tool call
call_ADY…
Turn sequence
1 of 7
Turn state
Completed
Outcome
Success
Thread
c395a2e5…
Tool call
call_11V…
Turn sequence
2 of 7
Turn state
Completed
Outcome
Success
Thread
c395a2e5…
Tool call
call_qBW…
Turn sequence
3 of 7
Turn state
Completed
Outcome
Success
Thread
a4c6b869…
Tool call
call_mKO…
Turn sequence
1 of 18
Turn state
Completed
Outcome
Success
Thread
a4c6b869…
Tool call
call_95j…
Turn sequence
2 of 18
Turn state
Completed
Outcome
Success
Thread
d02bb273…
Tool call
call_Gn8…
Turn sequence
1 of 6
Turn state
Completed
Outcome
Success
Thread
d02bb273…
Tool call
call_ZuH…
Turn sequence
1 of 17
Turn state
Completed
Outcome
Success
Thread
d02bb273…
Tool call
call_8A1…
Turn sequence
2 of 17
Turn state
Completed
Outcome
Success
Thread
4c56afbc…
Tool call
call_WCk…
Turn sequence
1 of 11
Turn state
Completed
Outcome
Success
Thread
4c56afbc…
Tool call
call_yVi…
Turn sequence
2 of 11
Turn state
Completed
Outcome
Success
Thread
044f7884…
Tool call
call_fLC…
Turn sequence
1 of 18
Turn state
Completed
Outcome
Success
Thread
044f7884…
Tool call
call_GrF…
Turn sequence
2 of 18
Turn state
Completed
Outcome
Success
Thread
044f7884…
Tool call
call_Kon…
Turn sequence
8 of 18
Turn state
Completed
Outcome
Success
Thread
c1ea98f7…
Tool call
call_Qky…
Turn sequence
1 of 30
Turn state
Completed
Outcome
Success
Thread
c1ea98f7…
Tool call
call_Gv1…
Turn sequence
3 of 30
Turn state
Completed
Outcome
Success
Thread
c1ea98f7…
Tool call
call_d7N…
Turn sequence
4 of 30
Turn state
Completed
Outcome
Success
Thread
6ef49cff…
Tool call
call_uYx…
Turn sequence
3 of 6
Turn state
Completed
Outcome
Success
Thread
1765bb64…
Tool call
call_t8F…
Turn sequence
1 of 20
Turn state
Completed
Outcome
Unknown
Thread
813d04aa…
Tool call
call_7o0…
Turn sequence
1 of 14
Turn state
Completed
Outcome
Unknown
Thread
813d04aa…
Tool call
call_ilF…
Turn sequence
4 of 14
Turn state
Completed
Outcome
Success
Thread
813d04aa…
Tool call
call_CdI…
Turn sequence
5 of 14
Turn state
Completed
Outcome
Success
Thread
813d04aa…
Tool call
call_OBt…
Turn sequence
13 of 14
Turn state
Completed