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Code Changes from Chat Message b63389b7-cda0-4f8e-9766-8777f0300757 - #9121

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Code Changes from Chat Message b63389b7-cda0-4f8e-9766-8777f0300757#9121
datadog-datadog-prod-us1[bot] wants to merge 1 commit into
masterfrom
dd-uFUVnZgnjy8s

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PR by Bits for chat 017cbbdd-eb6e-4205-ac48-03a4e8bb6bb5.

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-uFUVnZgnjy8s
git_commit_date17519650041751967870
git_commit_sha0f0b07e942f0bd
release_version1.51.0-SNAPSHOT~0f0b07e5b71.51.0-SNAPSHOT~942f0bda2e
See matching parameters
BaselineCandidate
applicationinsecure-bankinsecure-bank
ci_job_date17519697441751969744
ci_job_id10177783651017778365
ci_pipeline_id6988077969880779
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-m2rxev97 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-m2rxev97 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 45 metrics, 8 unstable metrics.

Startup time reports for petclinic
gantt
title petclinic - global startup overhead: candidate=1.51.0-SNAPSHOT~942f0bda2e, baseline=1.51.0-SNAPSHOT~0f0b07e5b7
dateFormat X
axisFormat %s
section tracing
Agent [baseline] (995.817 ms) : 0, 995817
Total [baseline] (10.712 s) : 0, 10711573
Agent [candidate] (995.435 ms) : 0, 995435
Total [candidate] (10.646 s) : 0, 10646319
section appsec
Agent [baseline] (1.176 s) : 0, 1175979
Total [baseline] (10.763 s) : 0, 10763039
Agent [candidate] (1.188 s) : 0, 1188392
Total [candidate] (10.782 s) : 0, 10781936
section iast
Agent [baseline] (1.133 s) : 0, 1133112
Total [baseline] (10.946 s) : 0, 10945644
Agent [candidate] (1.135 s) : 0, 1134744
Total [candidate] (10.806 s) : 0, 10806108
section profiling
Agent [baseline] (1.253 s) : 0, 1253016
Total [baseline] (10.991 s) : 0, 10991420
Agent [candidate] (1.253 s) : 0, 1252982
Total [candidate] (10.976 s) : 0, 10975597
Loading
  • baseline results
ModuleVariantDurationΔ tracing
Agenttracing995.817 ms-
Agentappsec1.176 s180.162 ms (18.1%)
Agentiast1.133 s137.295 ms (13.8%)
Agentprofiling1.253 s257.199 ms (25.8%)
Totaltracing10.712 s-
Totalappsec10.763 s51.465 ms (0.5%)
Totaliast10.946 s234.071 ms (2.2%)
Totalprofiling10.991 s279.846 ms (2.6%)
  • candidate results
ModuleVariantDurationΔ tracing
Agenttracing995.435 ms-
Agentappsec1.188 s192.957 ms (19.4%)
Agentiast1.135 s139.309 ms (14.0%)
Agentprofiling1.253 s257.548 ms (25.9%)
Totaltracing10.646 s-
Totalappsec10.782 s135.617 ms (1.3%)
Totaliast10.806 s159.789 ms (1.5%)
Totalprofiling10.976 s329.278 ms (3.1%)
gantt
title petclinic - break down per module: candidate=1.51.0-SNAPSHOT~942f0bda2e, baseline=1.51.0-SNAPSHOT~0f0b07e5b7
dateFormat X
axisFormat %s
section tracing
BytebuddyAgent [baseline] (687.55 ms) : 0, 687550
BytebuddyAgent [candidate] (687.309 ms) : 0, 687309
GlobalTracer [baseline] (242.256 ms) : 0, 242256
GlobalTracer [candidate] (242.239 ms) : 0, 242239
AppSec [baseline] (30.25 ms) : 0, 30250
AppSec [candidate] (30.182 ms) : 0, 30182
Debugger [baseline] (6.058 ms) : 0, 6058
Debugger [candidate] (6.035 ms) : 0, 6035
Remote Config [baseline] (683.36 µs) : 0, 683
Remote Config [candidate] (679.638 µs) : 0, 680
Telemetry [baseline] (8.198 ms) : 0, 8198
Telemetry [candidate] (8.191 ms) : 0, 8191
section appsec
BytebuddyAgent [baseline] (710.72 ms) : 0, 710720
BytebuddyAgent [candidate] (719.847 ms) : 0, 719847
GlobalTracer [baseline] (235.509 ms) : 0, 235509
GlobalTracer [candidate] (237.606 ms) : 0, 237606
AppSec [baseline] (171.31 ms) : 0, 171310
AppSec [candidate] (171.706 ms) : 0, 171706
Debugger [baseline] (5.69 ms) : 0, 5690
Debugger [candidate] (5.776 ms) : 0, 5776
Remote Config [baseline] (611.638 µs) : 0, 612
Remote Config [candidate] (616.146 µs) : 0, 616
Telemetry [baseline] (8.023 ms) : 0, 8023
Telemetry [candidate] (8.148 ms) : 0, 8148
IAST [baseline] (23.292 ms) : 0, 23292
IAST [candidate] (23.633 ms) : 0, 23633
section iast
BytebuddyAgent [baseline] (807.245 ms) : 0, 807245
BytebuddyAgent [candidate] (809.227 ms) : 0, 809227
GlobalTracer [baseline] (232.575 ms) : 0, 232575
GlobalTracer [candidate] (232.748 ms) : 0, 232748
AppSec [baseline] (32.398 ms) : 0, 32398
AppSec [candidate] (32.199 ms) : 0, 32199
Debugger [baseline] (5.834 ms) : 0, 5834
Debugger [candidate] (5.807 ms) : 0, 5807
Remote Config [baseline] (583.508 µs) : 0, 584
Remote Config [candidate] (574.1 µs) : 0, 574
Telemetry [baseline] (8.065 ms) : 0, 8065
Telemetry [candidate] (7.906 ms) : 0, 7906
IAST [baseline] (25.528 ms) : 0, 25528
IAST [candidate] (25.456 ms) : 0, 25456
section profiling
ProfilingAgent [baseline] (104.513 ms) : 0, 104513
ProfilingAgent [candidate] (104.778 ms) : 0, 104778
BytebuddyAgent [baseline] (682.938 ms) : 0, 682938
BytebuddyAgent [candidate] (682.835 ms) : 0, 682835
GlobalTracer [baseline] (363.296 ms) : 0, 363296
GlobalTracer [candidate] (363.313 ms) : 0, 363313
AppSec [baseline] (32.771 ms) : 0, 32771
AppSec [candidate] (32.482 ms) : 0, 32482
Debugger [baseline] (12.053 ms) : 0, 12053
Debugger [candidate] (11.237 ms) : 0, 11237
Remote Config [baseline] (674.752 µs) : 0, 675
Remote Config [candidate] (665.222 µs) : 0, 665
Telemetry [baseline] (8.087 ms) : 0, 8087
Telemetry [candidate] (8.871 ms) : 0, 8871
Profiling [baseline] (104.537 ms) : 0, 104537
Profiling [candidate] (104.802 ms) : 0, 104802
Loading
Startup time reports for insecure-bank
gantt
title insecure-bank - global startup overhead: candidate=1.51.0-SNAPSHOT~942f0bda2e, baseline=1.51.0-SNAPSHOT~0f0b07e5b7
dateFormat X
axisFormat %s
section tracing
Agent [baseline] (1.009 s) : 0, 1008615
Total [baseline] (8.573 s) : 0, 8573191
Agent [candidate] (996.667 ms) : 0, 996667
Total [candidate] (8.564 s) : 0, 8563873
section iast
Agent [baseline] (1.139 s) : 0, 1139472
Total [baseline] (9.303 s) : 0, 9302547
Agent [candidate] (1.139 s) : 0, 1139173
Total [candidate] (9.294 s) : 0, 9293824
Loading
  • baseline results
ModuleVariantDurationΔ tracing
Agenttracing1.009 s-
Agentiast1.139 s130.858 ms (13.0%)
Totaltracing8.573 s-
Totaliast9.303 s729.356 ms (8.5%)
  • candidate results
ModuleVariantDurationΔ tracing
Agenttracing996.667 ms-
Agentiast1.139 s142.506 ms (14.3%)
Totaltracing8.564 s-
Totaliast9.294 s729.951 ms (8.5%)
gantt
title insecure-bank - break down per module: candidate=1.51.0-SNAPSHOT~942f0bda2e, baseline=1.51.0-SNAPSHOT~0f0b07e5b7
dateFormat X
axisFormat %s
section tracing
BytebuddyAgent [baseline] (697.067 ms) : 0, 697067
BytebuddyAgent [candidate] (687.778 ms) : 0, 687778
GlobalTracer [baseline] (244.64 ms) : 0, 244640
GlobalTracer [candidate] (242.804 ms) : 0, 242804
AppSec [baseline] (30.739 ms) : 0, 30739
AppSec [candidate] (30.427 ms) : 0, 30427
Debugger [baseline] (6.107 ms) : 0, 6107
Debugger [candidate] (6.062 ms) : 0, 6062
Remote Config [baseline] (682.988 µs) : 0, 683
Remote Config [candidate] (677.687 µs) : 0, 678
Telemetry [baseline] (8.386 ms) : 0, 8386
Telemetry [candidate] (8.283 ms) : 0, 8283
section iast
BytebuddyAgent [baseline] (813.087 ms) : 0, 813087
BytebuddyAgent [candidate] (812.711 ms) : 0, 812711
GlobalTracer [baseline] (233.168 ms) : 0, 233168
GlobalTracer [candidate] (233.443 ms) : 0, 233443
AppSec [baseline] (29.811 ms) : 0, 29811
AppSec [candidate] (28.191 ms) : 0, 28191
Debugger [baseline] (5.814 ms) : 0, 5814
Debugger [candidate] (6.683 ms) : 0, 6683
Remote Config [baseline] (597.255 µs) : 0, 597
Remote Config [candidate] (583.806 µs) : 0, 584
Telemetry [baseline] (8.012 ms) : 0, 8012
Telemetry [candidate] (7.954 ms) : 0, 7954
IAST [baseline] (28.153 ms) : 0, 28153
IAST [candidate] (28.832 ms) : 0, 28832
Loading

Load

Parameters

BaselineCandidate
baseline_or_candidatebaselinecandidate
git_branchmasterdd-uFUVnZgnjy8s
git_commit_date17519650041751967870
git_commit_sha0f0b07e942f0bd
release_version1.51.0-SNAPSHOT~0f0b07e5b71.51.0-SNAPSHOT~942f0bda2e
See matching parameters
BaselineCandidate
applicationinsecure-bankinsecure-bank
ci_job_date17519695121751969512
ci_job_id10177783661017778366
ci_pipeline_id6988077969880779
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-qxl9mbuo 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-qxl9mbuo 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 2 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:no_agent:high_loadworse
[+105.751µs; +216.827µs] or [+2.395%; +4.910%]
unstable
[-145.483op/s; +73.108op/s] or [-13.996%; +7.033%]
4.578ms1003.312op/s4.416ms1039.500op/s
scenario:load:petclinic:profiling:high_loadworse
[+1.042ms; +2.009ms] or [+2.193%; +4.227%]
unstable
[-10.135op/s; +3.960op/s] or [-10.295%; +4.022%]
49.057ms95.362op/s47.532ms98.450op/s
Request duration reports for petclinic
gantt
title petclinic - request duration [CI 0.99] : candidate=1.51.0-SNAPSHOT~942f0bda2e, baseline=1.51.0-SNAPSHOT~0f0b07e5b7
dateFormat X
axisFormat %s
section baseline
no_agent (35.722 ms) : 35433, 36010
. : milestone, 35722,
appsec (45.888 ms) : 45471, 46305
. : milestone, 45888,
code_origins (45.708 ms) : 45310, 46105
. : milestone, 45708,
iast (45.824 ms) : 45420, 46228
. : milestone, 45824,
profiling (47.532 ms) : 47101, 47962
. : milestone, 47532,
tracing (44.034 ms) : 43671, 44398
. : milestone, 44034,
section candidate
no_agent (36.746 ms) : 36449, 37044
. : milestone, 36746,
appsec (47.148 ms) : 46724, 47572
. : milestone, 47148,
code_origins (45.095 ms) : 44720, 45471
. : milestone, 45095,
iast (45.079 ms) : 44687, 45471
. : milestone, 45079,
profiling (49.057 ms) : 48590, 49524
. : milestone, 49057,
tracing (44.779 ms) : 44400, 45158
. : milestone, 44779,
Loading
  • baseline results
VariantRequest duration [CI 0.99]Δ no_agent
no_agent35.722 ms [35.433 ms, 36.01 ms]-
appsec45.888 ms [45.471 ms, 46.305 ms]10.166 ms (28.5%)
code_origins45.708 ms [45.31 ms, 46.105 ms]9.986 ms (28.0%)
iast45.824 ms [45.42 ms, 46.228 ms]10.102 ms (28.3%)
profiling47.532 ms [47.101 ms, 47.962 ms]11.81 ms (33.1%)
tracing44.034 ms [43.671 ms, 44.398 ms]8.313 ms (23.3%)
  • candidate results
VariantRequest duration [CI 0.99]Δ no_agent
no_agent36.746 ms [36.449 ms, 37.044 ms]-
appsec47.148 ms [46.724 ms, 47.572 ms]10.402 ms (28.3%)
code_origins45.095 ms [44.72 ms, 45.471 ms]8.349 ms (22.7%)
iast45.079 ms [44.687 ms, 45.471 ms]8.333 ms (22.7%)
profiling49.057 ms [48.59 ms, 49.524 ms]12.311 ms (33.5%)
tracing44.779 ms [44.4 ms, 45.158 ms]8.033 ms (21.9%)
Request duration reports for insecure-bank
gantt
title insecure-bank - request duration [CI 0.99] : candidate=1.51.0-SNAPSHOT~942f0bda2e, baseline=1.51.0-SNAPSHOT~0f0b07e5b7
dateFormat X
axisFormat %s
section baseline
no_agent (4.416 ms) : 4365, 4468
. : milestone, 4416,
iast (9.326 ms) : 9166, 9485
. : milestone, 9326,
iast_FULL (13.783 ms) : 13515, 14052
. : milestone, 13783,
iast_GLOBAL (10.383 ms) : 10185, 10581
. : milestone, 10383,
profiling (8.712 ms) : 8578, 8846
. : milestone, 8712,
tracing (7.775 ms) : 7667, 7884
. : milestone, 7775,
section candidate
no_agent (4.578 ms) : 4526, 4629
. : milestone, 4578,
iast (9.403 ms) : 9249, 9558
. : milestone, 9403,
iast_FULL (14.194 ms) : 13912, 14476
. : milestone, 14194,
iast_GLOBAL (10.266 ms) : 10086, 10447
. : milestone, 10266,
profiling (8.531 ms) : 8404, 8657
. : milestone, 8531,
tracing (8.045 ms) : 7920, 8169
. : milestone, 8045,
Loading
  • baseline results
VariantRequest duration [CI 0.99]Δ no_agent
no_agent4.416 ms [4.365 ms, 4.468 ms]-
iast9.326 ms [9.166 ms, 9.485 ms]4.909 ms (111.2%)
iast_FULL13.783 ms [13.515 ms, 14.052 ms]9.367 ms (212.1%)
iast_GLOBAL10.383 ms [10.185 ms, 10.581 ms]5.967 ms (135.1%)
profiling8.712 ms [8.578 ms, 8.846 ms]4.296 ms (97.3%)
tracing7.775 ms [7.667 ms, 7.884 ms]3.359 ms (76.1%)
  • candidate results
VariantRequest duration [CI 0.99]Δ no_agent
no_agent4.578 ms [4.526 ms, 4.629 ms]-
iast9.403 ms [9.249 ms, 9.558 ms]4.826 ms (105.4%)
iast_FULL14.194 ms [13.912 ms, 14.476 ms]9.616 ms (210.1%)
iast_GLOBAL10.266 ms [10.086 ms, 10.447 ms]5.689 ms (124.3%)
profiling8.531 ms [8.404 ms, 8.657 ms]3.953 ms (86.4%)
tracing8.045 ms [7.92 ms, 8.169 ms]3.467 ms (75.7%)

Dacapo

Parameters

BaselineCandidate
baseline_or_candidatebaselinecandidate
git_branchmasterdd-uFUVnZgnjy8s
git_commit_date17519650041751967870
git_commit_sha0f0b07e942f0bd
release_version1.51.0-SNAPSHOT~0f0b07e5b71.51.0-SNAPSHOT~942f0bda2e
See matching parameters
BaselineCandidate
applicationbiojavabiojava
ci_job_date17519700021751970002
ci_job_id10177783681017778368
ci_pipeline_id6988077969880779
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-gxoa0mke 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-gxoa0mke 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~942f0bda2e, baseline=1.51.0-SNAPSHOT~0f0b07e5b7
dateFormat X
axisFormat %s
section baseline
no_agent (15.074 s) : 15074000, 15074000
. : milestone, 15074000,
appsec (14.714 s) : 14714000, 14714000
. : milestone, 14714000,
iast (17.928 s) : 17928000, 17928000
. : milestone, 17928000,
iast_GLOBAL (18.189 s) : 18189000, 18189000
. : milestone, 18189000,
profiling (15.117 s) : 15117000, 15117000
. : milestone, 15117000,
tracing (14.659 s) : 14659000, 14659000
. : milestone, 14659000,
section candidate
no_agent (15.654 s) : 15654000, 15654000
. : milestone, 15654000,
appsec (14.88 s) : 14880000, 14880000
. : milestone, 14880000,
iast (18.341 s) : 18341000, 18341000
. : milestone, 18341000,
iast_GLOBAL (18.122 s) : 18122000, 18122000
. : milestone, 18122000,
profiling (15.052 s) : 15052000, 15052000
. : milestone, 15052000,
tracing (15.014 s) : 15014000, 15014000
. : milestone, 15014000,
Loading
  • baseline results
VariantExecution Time [CI 0.99]Δ no_agent
no_agent15.074 s [15.074 s, 15.074 s]-
appsec14.714 s [14.714 s, 14.714 s]-360.0 ms (-2.4%)
iast17.928 s [17.928 s, 17.928 s]2.854 s (18.9%)
iast_GLOBAL18.189 s [18.189 s, 18.189 s]3.115 s (20.7%)
profiling15.117 s [15.117 s, 15.117 s]43.0 ms (0.3%)
tracing14.659 s [14.659 s, 14.659 s]-415.0 ms (-2.8%)
  • candidate results
VariantExecution Time [CI 0.99]Δ no_agent
no_agent15.654 s [15.654 s, 15.654 s]-
appsec14.88 s [14.88 s, 14.88 s]-774.0 ms (-4.9%)
iast18.341 s [18.341 s, 18.341 s]2.687 s (17.2%)
iast_GLOBAL18.122 s [18.122 s, 18.122 s]2.468 s (15.8%)
profiling15.052 s [15.052 s, 15.052 s]-602.0 ms (-3.8%)
tracing15.014 s [15.014 s, 15.014 s]-640.0 ms (-4.1%)
Execution time for tomcat
gantt
title tomcat - execution time [CI 0.99] : candidate=1.51.0-SNAPSHOT~942f0bda2e, baseline=1.51.0-SNAPSHOT~0f0b07e5b7
dateFormat X
axisFormat %s
section baseline
no_agent (1.478 ms) : 1467, 1490
. : milestone, 1478,
appsec (2.408 ms) : 2359, 2457
. : milestone, 2408,
iast (2.199 ms) : 2137, 2261
. : milestone, 2199,
iast_GLOBAL (2.24 ms) : 2178, 2302
. : milestone, 2240,
profiling (2.084 ms) : 2030, 2137
. : milestone, 2084,
tracing (2.007 ms) : 1959, 2054
. : milestone, 2007,
section candidate
no_agent (1.48 ms) : 1468, 1491
. : milestone, 1480,
appsec (2.406 ms) : 2357, 2455
. : milestone, 2406,
iast (2.203 ms) : 2140, 2265
. : milestone, 2203,
iast_GLOBAL (2.241 ms) : 2178, 2303
. : milestone, 2241,
profiling (2.038 ms) : 1989, 2088
. : milestone, 2038,
tracing (2.018 ms) : 1969, 2066
. : milestone, 2018,
Loading
  • baseline results
VariantExecution Time [CI 0.99]Δ no_agent
no_agent1.478 ms [1.467 ms, 1.49 ms]-
appsec2.408 ms [2.359 ms, 2.457 ms]929.961 µs (62.9%)
iast2.199 ms [2.137 ms, 2.261 ms]720.634 µs (48.7%)
iast_GLOBAL2.24 ms [2.178 ms, 2.302 ms]761.594 µs (51.5%)
profiling2.084 ms [2.03 ms, 2.137 ms]605.257 µs (40.9%)
tracing2.007 ms [1.959 ms, 2.054 ms]528.204 µs (35.7%)
  • candidate results
VariantExecution Time [CI 0.99]Δ no_agent
no_agent1.48 ms [1.468 ms, 1.491 ms]-
appsec2.406 ms [2.357 ms, 2.455 ms]926.734 µs (62.6%)
iast2.203 ms [2.14 ms, 2.265 ms]722.983 µs (48.9%)
iast_GLOBAL2.241 ms [2.178 ms, 2.303 ms]761.259 µs (51.5%)
profiling2.038 ms [1.989 ms, 2.088 ms]558.914 µs (37.8%)
tracing2.018 ms [1.969 ms, 2.066 ms]538.207 µs (36.4%)

@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-uFUVnZgnjy8s branch July 8, 2025 14:56
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@PerfectSlayer@bm1549