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Code Changes from Chat Message ea863b5c-333e-4a98-ac16-1128621348da - #9122

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Code Changes from Chat Message ea863b5c-333e-4a98-ac16-1128621348da#9122
datadog-datadog-prod-us1[bot] wants to merge 1 commit into
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dd-Kf3fJNLYiWu2

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PR by Bits for chat 393f952e-ba9b-4f16-a92f-a6ec8d7b92b8.

You can ask for changes by mentioning @DataDog in a comment.

Feedback (especially what can be better) welcome in #code-gen-feedback!

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Benchmarks

Startup

Parameters

BaselineCandidate
baseline_or_candidatebaselinecandidate
git_branchmasterdd-Kf3fJNLYiWu2
git_commit_date17519650041751967970
git_commit_sha0f0b07e927f488
release_version1.51.0-SNAPSHOT~0f0b07e5b71.51.0-SNAPSHOT~927f488473
See matching parameters
BaselineCandidate
applicationinsecure-bankinsecure-bank
ci_job_date17519696561751969656
ci_job_id10177817431017781743
ci_pipeline_id6988091569880915
cpu_modelIntel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHzIntel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz
kernel_versionLinux runner-zfyrx7zua-project-304-concurrent-0-sl6pi934 6.8.0-1030-aws #32~22.04.1-Ubuntu SMP Thu Jun 5 08:38:24 UTC 2025 x86_64 x86_64 x86_64 GNU/LinuxLinux runner-zfyrx7zua-project-304-concurrent-0-sl6pi934 6.8.0-1030-aws #32~22.04.1-Ubuntu SMP Thu Jun 5 08:38:24 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
moduleAgentAgent
parentNoneNone

Summary

Found 0 performance improvements and 0 performance regressions! Performance is the same for 43 metrics, 10 unstable metrics.

Startup time reports for insecure-bank
gantt
title insecure-bank - global startup overhead: candidate=1.51.0-SNAPSHOT~927f488473, baseline=1.51.0-SNAPSHOT~0f0b07e5b7
dateFormat X
axisFormat %s
section tracing
Agent [baseline] (1.022 s) : 0, 1022120
Total [baseline] (8.682 s) : 0, 8681716
Agent [candidate] (1.014 s) : 0, 1014145
Total [candidate] (8.606 s) : 0, 8606172
section iast
Agent [baseline] (1.142 s) : 0, 1142399
Total [baseline] (9.297 s) : 0, 9297232
Agent [candidate] (1.137 s) : 0, 1137432
Total [candidate] (9.298 s) : 0, 9297689
Loading
  • baseline results
ModuleVariantDurationΔ tracing
Agenttracing1.022 s-
Agentiast1.142 s120.279 ms (11.8%)
Totaltracing8.682 s-
Totaliast9.297 s615.515 ms (7.1%)
  • candidate results
ModuleVariantDurationΔ tracing
Agenttracing1.014 s-
Agentiast1.137 s123.286 ms (12.2%)
Totaltracing8.606 s-
Totaliast9.298 s691.517 ms (8.0%)
gantt
title insecure-bank - break down per module: candidate=1.51.0-SNAPSHOT~927f488473, baseline=1.51.0-SNAPSHOT~0f0b07e5b7
dateFormat X
axisFormat %s
section tracing
BytebuddyAgent [baseline] (706.933 ms) : 0, 706933
BytebuddyAgent [candidate] (700.956 ms) : 0, 700956
GlobalTracer [baseline] (247.2 ms) : 0, 247200
GlobalTracer [candidate] (245.812 ms) : 0, 245812
AppSec [baseline] (31.328 ms) : 0, 31328
AppSec [candidate] (30.93 ms) : 0, 30930
Debugger [baseline] (6.229 ms) : 0, 6229
Debugger [candidate] (6.211 ms) : 0, 6211
Remote Config [baseline] (705.653 µs) : 0, 706
Remote Config [candidate] (707.862 µs) : 0, 708
Telemetry [baseline] (8.485 ms) : 0, 8485
Telemetry [candidate] (8.454 ms) : 0, 8454
section iast
BytebuddyAgent [baseline] (815.015 ms) : 0, 815015
BytebuddyAgent [candidate] (810.535 ms) : 0, 810535
GlobalTracer [baseline] (233.44 ms) : 0, 233440
GlobalTracer [candidate] (233.673 ms) : 0, 233673
AppSec [baseline] (28.416 ms) : 0, 28416
AppSec [candidate] (31.661 ms) : 0, 31661
Debugger [baseline] (5.944 ms) : 0, 5944
Debugger [candidate] (6.66 ms) : 0, 6660
Remote Config [baseline] (602.182 µs) : 0, 602
Remote Config [candidate] (585.755 µs) : 0, 586
Telemetry [baseline] (8.161 ms) : 0, 8161
Telemetry [candidate] (7.916 ms) : 0, 7916
IAST [baseline] (29.038 ms) : 0, 29038
IAST [candidate] (25.457 ms) : 0, 25457
Loading
Startup time reports for petclinic
gantt
title petclinic - global startup overhead: candidate=1.51.0-SNAPSHOT~927f488473, baseline=1.51.0-SNAPSHOT~0f0b07e5b7
dateFormat X
axisFormat %s
section tracing
Agent [baseline] (994.811 ms) : 0, 994811
Total [baseline] (10.671 s) : 0, 10670520
Agent [candidate] (1.002 s) : 0, 1002346
Total [candidate] (10.637 s) : 0, 10637402
section appsec
Agent [baseline] (1.176 s) : 0, 1175575
Total [baseline] (9.702 s) : 0, 9701753
Agent [candidate] (1.182 s) : 0, 1182037
Total [candidate] (10.898 s) : 0, 10898162
section iast
Agent [baseline] (1.139 s) : 0, 1139403
Total [baseline] (10.997 s) : 0, 10996775
Agent [candidate] (1.141 s) : 0, 1141098
Total [candidate] (10.94 s) : 0, 10940224
section profiling
Agent [baseline] (1.245 s) : 0, 1245238
Total [baseline] (11.049 s) : 0, 11048663
Agent [candidate] (1.253 s) : 0, 1252576
Total [candidate] (11.081 s) : 0, 11080853
Loading
  • baseline results
ModuleVariantDurationΔ tracing
Agenttracing994.811 ms-
Agentappsec1.176 s180.764 ms (18.2%)
Agentiast1.139 s144.592 ms (14.5%)
Agentprofiling1.245 s250.427 ms (25.2%)
Totaltracing10.671 s-
Totalappsec9.702 s-968.767 ms (-9.1%)
Totaliast10.997 s326.255 ms (3.1%)
Totalprofiling11.049 s378.143 ms (3.5%)
  • candidate results
ModuleVariantDurationΔ tracing
Agenttracing1.002 s-
Agentappsec1.182 s179.691 ms (17.9%)
Agentiast1.141 s138.752 ms (13.8%)
Agentprofiling1.253 s250.23 ms (25.0%)
Totaltracing10.637 s-
Totalappsec10.898 s260.76 ms (2.5%)
Totaliast10.94 s302.822 ms (2.8%)
Totalprofiling11.081 s443.451 ms (4.2%)
gantt
title petclinic - break down per module: candidate=1.51.0-SNAPSHOT~927f488473, baseline=1.51.0-SNAPSHOT~0f0b07e5b7
dateFormat X
axisFormat %s
section tracing
BytebuddyAgent [baseline] (686.851 ms) : 0, 686851
BytebuddyAgent [candidate] (693.132 ms) : 0, 693132
GlobalTracer [baseline] (241.891 ms) : 0, 241891
GlobalTracer [candidate] (242.989 ms) : 0, 242989
AppSec [baseline] (30.255 ms) : 0, 30255
AppSec [candidate] (30.285 ms) : 0, 30285
Debugger [baseline] (6.069 ms) : 0, 6069
Debugger [candidate] (6.073 ms) : 0, 6073
Remote Config [baseline] (683.034 µs) : 0, 683
Remote Config [candidate] (683.494 µs) : 0, 683
Telemetry [baseline] (8.183 ms) : 0, 8183
Telemetry [candidate] (8.235 ms) : 0, 8235
section appsec
BytebuddyAgent [baseline] (709.845 ms) : 0, 709845
BytebuddyAgent [candidate] (714.371 ms) : 0, 714371
GlobalTracer [baseline] (235.413 ms) : 0, 235413
GlobalTracer [candidate] (236.169 ms) : 0, 236169
AppSec [baseline] (171.678 ms) : 0, 171678
AppSec [candidate] (172.555 ms) : 0, 172555
Debugger [baseline] (5.762 ms) : 0, 5762
Debugger [candidate] (5.778 ms) : 0, 5778
Remote Config [baseline] (601.496 µs) : 0, 601
Remote Config [candidate] (596.642 µs) : 0, 597
Telemetry [baseline] (8.098 ms) : 0, 8098
Telemetry [candidate] (8.114 ms) : 0, 8114
IAST [baseline] (23.308 ms) : 0, 23308
IAST [candidate] (23.437 ms) : 0, 23437
section iast
BytebuddyAgent [baseline] (812.589 ms) : 0, 812589
BytebuddyAgent [candidate] (811.813 ms) : 0, 811813
GlobalTracer [baseline] (233.837 ms) : 0, 233837
GlobalTracer [candidate] (234.468 ms) : 0, 234468
AppSec [baseline] (28.15 ms) : 0, 28150
AppSec [candidate] (33.826 ms) : 0, 33826
Debugger [baseline] (5.858 ms) : 0, 5858
Debugger [candidate] (5.929 ms) : 0, 5929
Remote Config [baseline] (582.758 µs) : 0, 583
Remote Config [candidate] (609.39 µs) : 0, 609
Telemetry [baseline] (7.98 ms) : 0, 7980
Telemetry [candidate] (8.231 ms) : 0, 8231
IAST [baseline] (29.41 ms) : 0, 29410
IAST [candidate] (25.134 ms) : 0, 25134
section profiling
BytebuddyAgent [baseline] (677.668 ms) : 0, 677668
BytebuddyAgent [candidate] (681.464 ms) : 0, 681464
GlobalTracer [baseline] (361.816 ms) : 0, 361816
GlobalTracer [candidate] (363.921 ms) : 0, 363921
AppSec [baseline] (30.935 ms) : 0, 30935
AppSec [candidate] (31.828 ms) : 0, 31828
Debugger [baseline] (12.685 ms) : 0, 12685
Debugger [candidate] (12.144 ms) : 0, 12144
Remote Config [baseline] (660.141 µs) : 0, 660
Remote Config [candidate] (664.865 µs) : 0, 665
Telemetry [baseline] (8.724 ms) : 0, 8724
Telemetry [candidate] (8.916 ms) : 0, 8916
ProfilingAgent [baseline] (104.164 ms) : 0, 104164
ProfilingAgent [candidate] (104.9 ms) : 0, 104900
Profiling [baseline] (104.189 ms) : 0, 104189
Profiling [candidate] (104.924 ms) : 0, 104924
Loading

Load

Parameters

BaselineCandidate
baseline_or_candidatebaselinecandidate
git_branchmasterdd-Kf3fJNLYiWu2
git_commit_date17519650041751967970
git_commit_sha0f0b07e927f488
release_version1.51.0-SNAPSHOT~0f0b07e5b71.51.0-SNAPSHOT~927f488473
See matching parameters
BaselineCandidate
applicationinsecure-bankinsecure-bank
ci_job_date17519693791751969379
ci_job_id10177817451017781745
ci_pipeline_id6988091569880915
cpu_modelIntel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHzIntel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz
kernel_versionLinux runner-zfyrx7zua-project-304-concurrent-1-mcwnkhdk 6.8.0-1030-aws #32~22.04.1-Ubuntu SMP Thu Jun 5 08:38:24 UTC 2025 x86_64 x86_64 x86_64 GNU/LinuxLinux runner-zfyrx7zua-project-304-concurrent-1-mcwnkhdk 6.8.0-1030-aws #32~22.04.1-Ubuntu SMP Thu Jun 5 08:38:24 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux

Summary

Found 1 performance improvements and 1 performance regressions! Performance is the same for 10 metrics, 12 unstable metrics.

scenarioΔ mean http_req_durationΔ mean throughputcandidate mean http_req_durationcandidate mean throughputbaseline mean http_req_durationbaseline mean throughput
scenario:load:insecure-bank:tracing:high_loadworse
[+351.068µs; +601.706µs] or [+4.723%; +8.095%]
unstable
[-113.734op/s; +39.484op/s] or [-18.262%; +6.340%]
7.909ms585.656op/s7.433ms622.781op/s
scenario:load:petclinic:profiling:high_loadbetter
[-2.028ms; -1.027ms] or [-4.146%; -2.100%]
unstable
[-4.117op/s; +10.217op/s] or [-4.303%; +10.679%]
47.389ms98.725op/s48.917ms95.675op/s
Request duration reports for insecure-bank
gantt
title insecure-bank - request duration [CI 0.99] : candidate=1.51.0-SNAPSHOT~927f488473, baseline=1.51.0-SNAPSHOT~0f0b07e5b7
dateFormat X
axisFormat %s
section baseline
no_agent (4.329 ms) : 4276, 4382
. : milestone, 4329,
iast (9.034 ms) : 8885, 9183
. : milestone, 9034,
iast_FULL (13.954 ms) : 13678, 14230
. : milestone, 13954,
iast_GLOBAL (10.61 ms) : 10423, 10796
. : milestone, 10610,
profiling (8.781 ms) : 8647, 8914
. : milestone, 8781,
tracing (7.433 ms) : 7319, 7546
. : milestone, 7433,
section candidate
no_agent (4.244 ms) : 4190, 4297
. : milestone, 4244,
iast (9.13 ms) : 8981, 9278
. : milestone, 9130,
iast_FULL (13.662 ms) : 13391, 13934
. : milestone, 13662,
iast_GLOBAL (10.648 ms) : 10461, 10836
. : milestone, 10648,
profiling (8.684 ms) : 8549, 8818
. : milestone, 8684,
tracing (7.909 ms) : 7790, 8029
. : milestone, 7909,
Loading
  • baseline results
VariantRequest duration [CI 0.99]Δ no_agent
no_agent4.329 ms [4.276 ms, 4.382 ms]-
iast9.034 ms [8.885 ms, 9.183 ms]4.705 ms (108.7%)
iast_FULL13.954 ms [13.678 ms, 14.23 ms]9.625 ms (222.3%)
iast_GLOBAL10.61 ms [10.423 ms, 10.796 ms]6.281 ms (145.1%)
profiling8.781 ms [8.647 ms, 8.914 ms]4.452 ms (102.8%)
tracing7.433 ms [7.319 ms, 7.546 ms]3.104 ms (71.7%)
  • candidate results
VariantRequest duration [CI 0.99]Δ no_agent
no_agent4.244 ms [4.19 ms, 4.297 ms]-
iast9.13 ms [8.981 ms, 9.278 ms]4.886 ms (115.1%)
iast_FULL13.662 ms [13.391 ms, 13.934 ms]9.419 ms (221.9%)
iast_GLOBAL10.648 ms [10.461 ms, 10.836 ms]6.405 ms (150.9%)
profiling8.684 ms [8.549 ms, 8.818 ms]4.44 ms (104.6%)
tracing7.909 ms [7.79 ms, 8.029 ms]3.665 ms (86.4%)
Request duration reports for petclinic
gantt
title petclinic - request duration [CI 0.99] : candidate=1.51.0-SNAPSHOT~927f488473, baseline=1.51.0-SNAPSHOT~0f0b07e5b7
dateFormat X
axisFormat %s
section baseline
no_agent (37.801 ms) : 37498, 38104
. : milestone, 37801,
appsec (47.135 ms) : 46704, 47566
. : milestone, 47135,
code_origins (45.068 ms) : 44683, 45454
. : milestone, 45068,
iast (44.222 ms) : 43832, 44612
. : milestone, 44222,
profiling (48.917 ms) : 48436, 49398
. : milestone, 48917,
tracing (43.785 ms) : 43412, 44158
. : milestone, 43785,
section candidate
no_agent (37.49 ms) : 37190, 37790
. : milestone, 37490,
appsec (46.631 ms) : 46211, 47051
. : milestone, 46631,
code_origins (45.2 ms) : 44844, 45557
. : milestone, 45200,
iast (44.63 ms) : 44251, 45009
. : milestone, 44630,
profiling (47.389 ms) : 46941, 47838
. : milestone, 47389,
tracing (43.513 ms) : 43148, 43879
. : milestone, 43513,
Loading
  • baseline results
VariantRequest duration [CI 0.99]Δ no_agent
no_agent37.801 ms [37.498 ms, 38.104 ms]-
appsec47.135 ms [46.704 ms, 47.566 ms]9.334 ms (24.7%)
code_origins45.068 ms [44.683 ms, 45.454 ms]7.267 ms (19.2%)
iast44.222 ms [43.832 ms, 44.612 ms]6.421 ms (17.0%)
profiling48.917 ms [48.436 ms, 49.398 ms]11.116 ms (29.4%)
tracing43.785 ms [43.412 ms, 44.158 ms]5.984 ms (15.8%)
  • candidate results
VariantRequest duration [CI 0.99]Δ no_agent
no_agent37.49 ms [37.19 ms, 37.79 ms]-
appsec46.631 ms [46.211 ms, 47.051 ms]9.141 ms (24.4%)
code_origins45.2 ms [44.844 ms, 45.557 ms]7.71 ms (20.6%)
iast44.63 ms [44.251 ms, 45.009 ms]7.14 ms (19.0%)
profiling47.389 ms [46.941 ms, 47.838 ms]9.9 ms (26.4%)
tracing43.513 ms [43.148 ms, 43.879 ms]6.024 ms (16.1%)

Dacapo

Parameters

BaselineCandidate
baseline_or_candidatebaselinecandidate
git_branchmasterdd-Kf3fJNLYiWu2
git_commit_date17519650041751967970
git_commit_sha0f0b07e927f488
release_version1.51.0-SNAPSHOT~0f0b07e5b71.51.0-SNAPSHOT~927f488473
See matching parameters
BaselineCandidate
applicationbiojavabiojava
ci_job_date17519699741751969974
ci_job_id10177817461017781746
ci_pipeline_id6988091569880915
cpu_modelIntel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHzIntel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz
kernel_versionLinux runner-zfyrx7zua-project-304-concurrent-2-rkwfqdgd 6.8.0-1030-aws #32~22.04.1-Ubuntu SMP Thu Jun 5 08:38:24 UTC 2025 x86_64 x86_64 x86_64 GNU/LinuxLinux runner-zfyrx7zua-project-304-concurrent-2-rkwfqdgd 6.8.0-1030-aws #32~22.04.1-Ubuntu SMP Thu Jun 5 08:38:24 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux

Summary

Found 0 performance improvements and 0 performance regressions! Performance is the same for 12 metrics, 0 unstable metrics.

Execution time for biojava
gantt
title biojava - execution time [CI 0.99] : candidate=1.51.0-SNAPSHOT~927f488473, baseline=1.51.0-SNAPSHOT~0f0b07e5b7
dateFormat X
axisFormat %s
section baseline
no_agent (15.485 s) : 15485000, 15485000
. : milestone, 15485000,
appsec (14.725 s) : 14725000, 14725000
. : milestone, 14725000,
iast (17.92 s) : 17920000, 17920000
. : milestone, 17920000,
iast_GLOBAL (18.067 s) : 18067000, 18067000
. : milestone, 18067000,
profiling (15.73 s) : 15730000, 15730000
. : milestone, 15730000,
tracing (14.964 s) : 14964000, 14964000
. : milestone, 14964000,
section candidate
no_agent (14.998 s) : 14998000, 14998000
. : milestone, 14998000,
appsec (14.821 s) : 14821000, 14821000
. : milestone, 14821000,
iast (18.691 s) : 18691000, 18691000
. : milestone, 18691000,
iast_GLOBAL (18.088 s) : 18088000, 18088000
. : milestone, 18088000,
profiling (15.104 s) : 15104000, 15104000
. : milestone, 15104000,
tracing (15.058 s) : 15058000, 15058000
. : milestone, 15058000,
Loading
  • baseline results
VariantExecution Time [CI 0.99]Δ no_agent
no_agent15.485 s [15.485 s, 15.485 s]-
appsec14.725 s [14.725 s, 14.725 s]-760.0 ms (-4.9%)
iast17.92 s [17.92 s, 17.92 s]2.435 s (15.7%)
iast_GLOBAL18.067 s [18.067 s, 18.067 s]2.582 s (16.7%)
profiling15.73 s [15.73 s, 15.73 s]245.0 ms (1.6%)
tracing14.964 s [14.964 s, 14.964 s]-521.0 ms (-3.4%)
  • candidate results
VariantExecution Time [CI 0.99]Δ no_agent
no_agent14.998 s [14.998 s, 14.998 s]-
appsec14.821 s [14.821 s, 14.821 s]-177.0 ms (-1.2%)
iast18.691 s [18.691 s, 18.691 s]3.693 s (24.6%)
iast_GLOBAL18.088 s [18.088 s, 18.088 s]3.09 s (20.6%)
profiling15.104 s [15.104 s, 15.104 s]106.0 ms (0.7%)
tracing15.058 s [15.058 s, 15.058 s]60.0 ms (0.4%)
Execution time for tomcat
gantt
title tomcat - execution time [CI 0.99] : candidate=1.51.0-SNAPSHOT~927f488473, baseline=1.51.0-SNAPSHOT~0f0b07e5b7
dateFormat X
axisFormat %s
section baseline
no_agent (1.48 ms) : 1469, 1492
. : milestone, 1480,
appsec (2.412 ms) : 2362, 2461
. : milestone, 2412,
iast (2.199 ms) : 2136, 2261
. : milestone, 2199,
iast_GLOBAL (2.243 ms) : 2180, 2305
. : milestone, 2243,
profiling (2.037 ms) : 1988, 2087
. : milestone, 2037,
tracing (2.019 ms) : 1970, 2067
. : milestone, 2019,
section candidate
no_agent (1.477 ms) : 1466, 1489
. : milestone, 1477,
appsec (2.408 ms) : 2358, 2457
. : milestone, 2408,
iast (2.205 ms) : 2142, 2267
. : milestone, 2205,
iast_GLOBAL (2.245 ms) : 2182, 2307
. : milestone, 2245,
profiling (2.054 ms) : 2002, 2105
. : milestone, 2054,
tracing (2.021 ms) : 1972, 2069
. : milestone, 2021,
Loading
  • baseline results
VariantExecution Time [CI 0.99]Δ no_agent
no_agent1.48 ms [1.469 ms, 1.492 ms]-
appsec2.412 ms [2.362 ms, 2.461 ms]931.331 µs (62.9%)
iast2.199 ms [2.136 ms, 2.261 ms]718.137 µs (48.5%)
iast_GLOBAL2.243 ms [2.18 ms, 2.305 ms]762.367 µs (51.5%)
profiling2.037 ms [1.988 ms, 2.087 ms]556.872 µs (37.6%)
tracing2.019 ms [1.97 ms, 2.067 ms]538.078 µs (36.3%)
  • candidate results
VariantExecution Time [CI 0.99]Δ no_agent
no_agent1.477 ms [1.466 ms, 1.489 ms]-
appsec2.408 ms [2.358 ms, 2.457 ms]930.719 µs (63.0%)
iast2.205 ms [2.142 ms, 2.267 ms]727.612 µs (49.3%)
iast_GLOBAL2.245 ms [2.182 ms, 2.307 ms]767.781 µs (52.0%)
profiling2.054 ms [2.002 ms, 2.105 ms]576.81 µs (39.1%)
tracing2.021 ms [1.972 ms, 2.069 ms]543.701 µs (36.8%)

@PerfectSlayerPerfectSlayer added tag: ai generated Largely based on code generated by an AI or LLM and removed Bits AI labels Jul 8, 2025
@PerfectSlayer
PerfectSlayer deleted the dd-Kf3fJNLYiWu2 branch July 8, 2025 14:58
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@PerfectSlayer@bm1549