Reliability regression
read_tool_result failures increased
9.9% now vs 0.0% previously across 111 calls; NotFound 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
111
p50 latency
0 ms
p95 latency
138 ms
Tool failures
9.9%
No result
0.0%
Calls / turn
2.8
Material regressions ranked by severity and affected call volume.
Reliability regression
9.9% now vs 0.0% previously across 111 calls; NotFound is the leading code.
Inspect recent failures, then check the tool handler and upstream dependency logs.
InvestigateLatency regression
138 ms now vs 102 ms previously across 111 calls.
Open the tool view and inspect the slowest recent calls for a repeatable bottleneck.
InvestigateAgent loop pressure
97.4% now vs 87.9% previously (38 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_tool_result | 111+66% vs prior | 0 ms-100% vs prior | 138 ms+35% vs prior | 9.9%+9.9 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
b612fa70…
Tool call
call_kuh…
Turn sequence
28 of 41
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_Vz3…
Turn sequence
12 of 28
Turn state
Completed
Outcome
Success
Thread
50ac87df…
Tool call
call_TKo…
Turn sequence
17 of 28
Turn state
Completed
Outcome
Success
Thread
8baa70ed…
Tool call
call_kbx…
Turn sequence
18 of 49
Turn state
Completed
Outcome
Success
Thread
8baa70ed…
Tool call
call_7EG…
Turn sequence
19 of 49
Turn state
Completed
Outcome
Success
Thread
215345f3…
Tool call
chatcmpl…
Turn sequence
19 of 38
Turn state
Completed
Outcome
Success
Thread
215345f3…
Tool call
chatcmpl…
Turn sequence
20 of 38
Turn state
Completed
Outcome
Success
Thread
215345f3…
Tool call
chatcmpl…
Turn sequence
29 of 38
Turn state
Completed
Outcome
Success
Thread
215345f3…
Tool call
chatcmpl…
Turn sequence
30 of 38
Turn state
Completed
Outcome
Success
Thread
215345f3…
Tool call
chatcmpl…
Turn sequence
32 of 38
Turn state
Completed
Outcome
Success
Thread
464fa3c3…
Tool call
call_ZiC…
Turn sequence
3 of 18
Turn state
Completed
Outcome
NotFound
Thread
10f9fa7b…
Tool call
call_MQj…
Turn sequence
8 of 11
Turn state
Completed
Outcome
Success
Thread
a7a7a1cd…
Tool call
call_Yqz…
Turn sequence
1 of 13
Turn state
Completed
Outcome
Success
Thread
ca157012…
Tool call
chatcmpl…
Turn sequence
21 of 33
Turn state
Completed
Outcome
Success
Thread
ca157012…
Tool call
chatcmpl…
Turn sequence
24 of 33
Turn state
Completed
Outcome
Success
Thread
ca157012…
Tool call
chatcmpl…
Turn sequence
28 of 33
Turn state
Completed
Outcome
Success
Thread
913d4f54…
Tool call
chatcmpl…
Turn sequence
3 of 16
Turn state
Completed
Outcome
Success
Thread
913d4f54…
Tool call
chatcmpl…
Turn sequence
13 of 22
Turn state
Completed
Outcome
Success
Thread
913d4f54…
Tool call
chatcmpl…
Turn sequence
14 of 22
Turn state
Completed
Outcome
Success
Thread
94d1ea5b…
Tool call
chatcmpl…
Turn sequence
15 of 21
Turn state
Completed
Outcome
Success
Thread
593e57f5…
Tool call
call_Oe3…
Turn sequence
6 of 8
Turn state
Completed
Outcome
Success
Thread
c1a79eab…
Tool call
chatcmpl…
Turn sequence
2 of 28
Turn state
Completed
Outcome
Success
Thread
c1a79eab…
Tool call
chatcmpl…
Turn sequence
3 of 28
Turn state
Completed
Outcome
Success
Thread
c1a79eab…
Tool call
chatcmpl…
Turn sequence
4 of 28
Turn state
Completed