Expand AGENTS.md with performance, API, and build guidance for AI agents by Maascamp · Pull Request #10642 · DataDog/dd-trace-java

Maascamp · 2026-02-19T18:18:19Z

Add 5 new sections (performance guidelines, forbidden APIs, thread safety, dependency/build rules, API boundaries) and expand 3 existing sections (build commands, code conventions, bootstrap constraints) to reduce AI agent review cycles by capturing established norms from commit history and codebase analysis.

What Does This Do

Motivation

Additional Notes

Contributor Checklist

Format the title according to the contribution guidelines
Assign the type: and (comp: or inst:) labels in addition to any other useful labels
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Use solves instead, and assign the PR milestone to the issue
Update the CODEOWNERS file on source file addition, migration, or deletion
Update public documentation with any new configuration flags or behaviors

Jira ticket: [PROJ-IDENT]

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Add 5 new sections (performance guidelines, forbidden APIs, thread safety, dependency/build rules, API boundaries) and expand 3 existing sections (build commands, code conventions, bootstrap constraints) to reduce AI agent review cycles by capturing established norms from commit history and codebase analysis.

pr-commenter · 2026-02-19T19:04:39Z

Benchmarks

Startup

Parameters

	Baseline	Candidate
baseline_or_candidate	baseline	candidate
git_branch	master	gordon/experimenting
git_commit_date	1771518967	1771525000
git_commit_sha	`064a8aa`	`d5f1dfc`
release_version	1.60.0-SNAPSHOT~064a8aac98	1.60.0-SNAPSHOT~d5f1dfc89c

See matching parameters

	Baseline	Candidate
application	insecure-bank	insecure-bank
ci_job_date	1771526727	1771526727
ci_job_id	1440642812	1440642812
ci_pipeline_id	97655524	97655524
cpu_model	Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz	Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz
kernel_version	Linux runner-zfyrx7zua-project-304-concurrent-2-ltnfdr7p 6.8.0-1031-aws #33~22.04.1-Ubuntu SMP Thu Jun 26 14:22:30 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux	Linux runner-zfyrx7zua-project-304-concurrent-2-ltnfdr7p 6.8.0-1031-aws #33~22.04.1-Ubuntu SMP Thu Jun 26 14:22:30 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
module	Agent	Agent
parent	None	None

Summary

Found 0 performance improvements and 0 performance regressions! Performance is the same for 60 metrics, 11 unstable metrics.

Startup time reports for petclinic

gantt
    title petclinic - global startup overhead: candidate=1.60.0-SNAPSHOT~d5f1dfc89c, baseline=1.60.0-SNAPSHOT~064a8aac98

    dateFormat X
    axisFormat %s
section tracing
Agent [baseline] (1.066 s) : 0, 1066321
Total [baseline] (10.948 s) : 0, 10947910
Agent [candidate] (1.063 s) : 0, 1063442
Total [candidate] (10.887 s) : 0, 10886996
section appsec
Agent [baseline] (1.262 s) : 0, 1261913
Total [baseline] (11.111 s) : 0, 11111318
Agent [candidate] (1.238 s) : 0, 1237966
Total [candidate] (11.041 s) : 0, 11040650
section iast
Agent [baseline] (1.248 s) : 0, 1247795
Total [baseline] (11.224 s) : 0, 11223809
Agent [candidate] (1.233 s) : 0, 1233085
Total [candidate] (11.21 s) : 0, 11209544
section profiling
Agent [baseline] (1.193 s) : 0, 1193222
Total [baseline] (10.957 s) : 0, 10957256
Agent [candidate] (1.193 s) : 0, 1193364
Total [candidate] (10.896 s) : 0, 10895562

baseline results

Module	Variant	Duration	Δ tracing
Agent	tracing	1.066 s	-
Agent	appsec	1.262 s	195.592 ms (18.3%)
Agent	iast	1.248 s	181.474 ms (17.0%)
Agent	profiling	1.193 s	126.901 ms (11.9%)
Total	tracing	10.948 s	-
Total	appsec	11.111 s	163.408 ms (1.5%)
Total	iast	11.224 s	275.899 ms (2.5%)
Total	profiling	10.957 s	9.346 ms (0.1%)

candidate results

Module	Variant	Duration	Δ tracing
Agent	tracing	1.063 s	-
Agent	appsec	1.238 s	174.524 ms (16.4%)
Agent	iast	1.233 s	169.643 ms (16.0%)
Agent	profiling	1.193 s	129.923 ms (12.2%)
Total	tracing	10.887 s	-
Total	appsec	11.041 s	153.654 ms (1.4%)
Total	iast	11.21 s	322.548 ms (3.0%)
Total	profiling	10.896 s	8.567 ms (0.1%)

gantt
    title petclinic - break down per module: candidate=1.60.0-SNAPSHOT~d5f1dfc89c, baseline=1.60.0-SNAPSHOT~064a8aac98

    dateFormat X
    axisFormat %s
section tracing
crashtracking [baseline] (1.199 ms) : 0, 1199
crashtracking [candidate] (1.19 ms) : 0, 1190
BytebuddyAgent [baseline] (628.284 ms) : 0, 628284
BytebuddyAgent [candidate] (626.948 ms) : 0, 626948
AgentMeter [baseline] (29.056 ms) : 0, 29056
AgentMeter [candidate] (29.085 ms) : 0, 29085
GlobalTracer [baseline] (257.6 ms) : 0, 257600
GlobalTracer [candidate] (257.669 ms) : 0, 257669
AppSec [baseline] (32.827 ms) : 0, 32827
AppSec [candidate] (32.904 ms) : 0, 32904
Debugger [baseline] (65.431 ms) : 0, 65431
Debugger [candidate] (62.8 ms) : 0, 62800
Remote Config [baseline] (608.122 µs) : 0, 608
Remote Config [candidate] (636.25 µs) : 0, 636
Telemetry [baseline] (9.941 ms) : 0, 9941
Telemetry [candidate] (11.553 ms) : 0, 11553
Flare Poller [baseline] (5.267 ms) : 0, 5267
Flare Poller [candidate] (4.559 ms) : 0, 4559
section appsec
crashtracking [baseline] (1.227 ms) : 0, 1227
crashtracking [candidate] (1.188 ms) : 0, 1188
BytebuddyAgent [baseline] (670.423 ms) : 0, 670423
BytebuddyAgent [candidate] (656.944 ms) : 0, 656944
AgentMeter [baseline] (12.216 ms) : 0, 12216
AgentMeter [candidate] (11.943 ms) : 0, 11943
GlobalTracer [baseline] (263.344 ms) : 0, 263344
GlobalTracer [candidate] (258.029 ms) : 0, 258029
AppSec [baseline] (170.345 ms) : 0, 170345
AppSec [candidate] (167.978 ms) : 0, 167978
Debugger [baseline] (67.768 ms) : 0, 67768
Debugger [candidate] (66.632 ms) : 0, 66632
Remote Config [baseline] (656.334 µs) : 0, 656
Remote Config [candidate] (649.982 µs) : 0, 650
Telemetry [baseline] (9.546 ms) : 0, 9546
Telemetry [candidate] (9.39 ms) : 0, 9390
Flare Poller [baseline] (3.753 ms) : 0, 3753
Flare Poller [candidate] (3.715 ms) : 0, 3715
IAST [baseline] (26.184 ms) : 0, 26184
IAST [candidate] (25.431 ms) : 0, 25431
section iast
crashtracking [baseline] (1.22 ms) : 0, 1220
crashtracking [candidate] (1.2 ms) : 0, 1200
BytebuddyAgent [baseline] (806.428 ms) : 0, 806428
BytebuddyAgent [candidate] (795.835 ms) : 0, 795835
AgentMeter [baseline] (11.852 ms) : 0, 11852
AgentMeter [candidate] (11.292 ms) : 0, 11292
GlobalTracer [baseline] (250.014 ms) : 0, 250014
GlobalTracer [candidate] (248.423 ms) : 0, 248423
AppSec [baseline] (32.829 ms) : 0, 32829
AppSec [candidate] (32.383 ms) : 0, 32383
Debugger [baseline] (68.941 ms) : 0, 68941
Debugger [candidate] (68.3 ms) : 0, 68300
Remote Config [baseline] (553.891 µs) : 0, 554
Remote Config [candidate] (539.812 µs) : 0, 540
Telemetry [baseline] (8.677 ms) : 0, 8677
Telemetry [candidate] (8.637 ms) : 0, 8637
Flare Poller [baseline] (3.485 ms) : 0, 3485
Flare Poller [candidate] (3.461 ms) : 0, 3461
IAST [baseline] (27.432 ms) : 0, 27432
IAST [candidate] (26.941 ms) : 0, 26941
section profiling
crashtracking [baseline] (1.191 ms) : 0, 1191
crashtracking [candidate] (1.18 ms) : 0, 1180
BytebuddyAgent [baseline] (683.277 ms) : 0, 683277
BytebuddyAgent [candidate] (683.527 ms) : 0, 683527
AgentMeter [baseline] (8.586 ms) : 0, 8586
AgentMeter [candidate] (8.567 ms) : 0, 8567
GlobalTracer [baseline] (216.143 ms) : 0, 216143
GlobalTracer [candidate] (216.569 ms) : 0, 216569
AppSec [baseline] (32.568 ms) : 0, 32568
AppSec [candidate] (32.537 ms) : 0, 32537
Debugger [baseline] (67.457 ms) : 0, 67457
Debugger [candidate] (67.189 ms) : 0, 67189
Remote Config [baseline] (624.411 µs) : 0, 624
Remote Config [candidate] (624.452 µs) : 0, 624
Telemetry [baseline] (8.877 ms) : 0, 8877
Telemetry [candidate] (8.947 ms) : 0, 8947
Flare Poller [baseline] (3.814 ms) : 0, 3814
Flare Poller [candidate] (3.776 ms) : 0, 3776
ProfilingAgent [baseline] (99.858 ms) : 0, 99858
ProfilingAgent [candidate] (99.632 ms) : 0, 99632
Profiling [baseline] (100.433 ms) : 0, 100433
Profiling [candidate] (100.199 ms) : 0, 100199

Startup time reports for insecure-bank

gantt
    title insecure-bank - global startup overhead: candidate=1.60.0-SNAPSHOT~d5f1dfc89c, baseline=1.60.0-SNAPSHOT~064a8aac98

    dateFormat X
    axisFormat %s
section tracing
Agent [baseline] (1.066 s) : 0, 1065995
Total [baseline] (8.816 s) : 0, 8816318
Agent [candidate] (1.07 s) : 0, 1069642
Total [candidate] (8.751 s) : 0, 8751450
section iast
Agent [baseline] (1.234 s) : 0, 1234459
Total [baseline] (9.409 s) : 0, 9409044
Agent [candidate] (1.237 s) : 0, 1237385
Total [candidate] (9.446 s) : 0, 9446221

baseline results

Module	Variant	Duration	Δ tracing
Agent	tracing	1.066 s	-
Agent	iast	1.234 s	168.464 ms (15.8%)
Total	tracing	8.816 s	-
Total	iast	9.409 s	592.726 ms (6.7%)

candidate results

Module	Variant	Duration	Δ tracing
Agent	tracing	1.07 s	-
Agent	iast	1.237 s	167.743 ms (15.7%)
Total	tracing	8.751 s	-
Total	iast	9.446 s	694.771 ms (7.9%)

gantt
    title insecure-bank - break down per module: candidate=1.60.0-SNAPSHOT~d5f1dfc89c, baseline=1.60.0-SNAPSHOT~064a8aac98

    dateFormat X
    axisFormat %s
section tracing
crashtracking [baseline] (1.209 ms) : 0, 1209
crashtracking [candidate] (1.217 ms) : 0, 1217
BytebuddyAgent [baseline] (628.87 ms) : 0, 628870
BytebuddyAgent [candidate] (631.412 ms) : 0, 631412
AgentMeter [baseline] (29.083 ms) : 0, 29083
AgentMeter [candidate] (29.243 ms) : 0, 29243
GlobalTracer [baseline] (258.037 ms) : 0, 258037
GlobalTracer [candidate] (259.067 ms) : 0, 259067
AppSec [baseline] (33.095 ms) : 0, 33095
AppSec [candidate] (33.367 ms) : 0, 33367
Debugger [baseline] (62.911 ms) : 0, 62911
Debugger [candidate] (63.222 ms) : 0, 63222
Remote Config [baseline] (610.548 µs) : 0, 611
Remote Config [candidate] (627.225 µs) : 0, 627
Telemetry [baseline] (9.997 ms) : 0, 9997
Telemetry [candidate] (9.903 ms) : 0, 9903
Flare Poller [baseline] (5.997 ms) : 0, 5997
Flare Poller [candidate] (5.297 ms) : 0, 5297
section iast
crashtracking [baseline] (1.21 ms) : 0, 1210
crashtracking [candidate] (1.216 ms) : 0, 1216
BytebuddyAgent [baseline] (798.864 ms) : 0, 798864
BytebuddyAgent [candidate] (799.707 ms) : 0, 799707
AgentMeter [baseline] (11.334 ms) : 0, 11334
AgentMeter [candidate] (11.547 ms) : 0, 11547
GlobalTracer [baseline] (247.57 ms) : 0, 247570
GlobalTracer [candidate] (248.949 ms) : 0, 248949
AppSec [baseline] (33.222 ms) : 0, 33222
AppSec [candidate] (33.389 ms) : 0, 33389
Debugger [baseline] (66.62 ms) : 0, 66620
Debugger [candidate] (66.461 ms) : 0, 66461
Remote Config [baseline] (535.024 µs) : 0, 535
Remote Config [candidate] (539.201 µs) : 0, 539
Telemetry [baseline] (8.59 ms) : 0, 8590
Telemetry [candidate] (8.773 ms) : 0, 8773
Flare Poller [baseline] (3.43 ms) : 0, 3430
Flare Poller [candidate] (3.427 ms) : 0, 3427
IAST [baseline] (26.892 ms) : 0, 26892
IAST [candidate] (27.155 ms) : 0, 27155

Load

Parameters

	Baseline	Candidate
baseline_or_candidate	baseline	candidate
git_branch	master	gordon/experimenting
git_commit_date	1771518967	1771525000
git_commit_sha	`064a8aa`	`d5f1dfc`
release_version	1.60.0-SNAPSHOT~064a8aac98	1.60.0-SNAPSHOT~d5f1dfc89c

See matching parameters

	Baseline	Candidate
application	insecure-bank	insecure-bank
ci_job_date	1771527315	1771527315
ci_job_id	1440642813	1440642813
ci_pipeline_id	97655524	97655524
cpu_model	Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz	Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz
kernel_version	Linux runner-zfyrx7zua-project-304-concurrent-7-e5ms81a8 6.8.0-1031-aws #33~22.04.1-Ubuntu SMP Thu Jun 26 14:22:30 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux	Linux runner-zfyrx7zua-project-304-concurrent-7-e5ms81a8 6.8.0-1031-aws #33~22.04.1-Ubuntu SMP Thu Jun 26 14:22:30 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux

Summary

Found 1 performance improvements and 2 performance regressions! Performance is the same for 17 metrics, 16 unstable metrics.

scenario	Δ mean agg_http_req_duration_p50	Δ mean agg_http_req_duration_p95	Δ mean throughput	candidate mean agg_http_req_duration_p50	candidate mean agg_http_req_duration_p95	candidate mean throughput	baseline mean agg_http_req_duration_p50	baseline mean agg_http_req_duration_p95	baseline mean throughput
scenario:load:insecure-bank:iast_GLOBAL:high_load	better [-222.390µs; -113.586µs] or [-7.709%; -3.937%]	unsure [-544.744µs; -111.423µs] or [-6.730%; -1.376%]	unstable [-103.099op/s; +193.287op/s] or [-8.158%; +15.295%]	2.717ms	7.767ms	1308.844op/s	2.885ms	8.095ms	1263.750op/s
scenario:load:petclinic:tracing:high_load	worse [+1.554ms; +2.158ms] or [+9.108%; +12.648%]	worse [+1.383ms; +2.581ms] or [+4.875%; +9.098%]	unstable [-47.028op/s; +0.841op/s] or [-17.620%; +0.315%]	18.916ms	30.353ms	243.812op/s	17.061ms	28.371ms	266.906op/s

Request duration reports for insecure-bank

gantt
    title insecure-bank - request duration [CI 0.99] : candidate=1.60.0-SNAPSHOT~d5f1dfc89c, baseline=1.60.0-SNAPSHOT~064a8aac98
    dateFormat X
    axisFormat %s
section baseline
no_agent (1.213 ms) : 1201, 1226
.   : milestone, 1213,
iast (3.236 ms) : 3189, 3283
.   : milestone, 3236,
iast_FULL (5.768 ms) : 5711, 5825
.   : milestone, 5768,
iast_GLOBAL (3.629 ms) : 3574, 3683
.   : milestone, 3629,
profiling (1.94 ms) : 1924, 1956
.   : milestone, 1940,
tracing (1.781 ms) : 1766, 1796
.   : milestone, 1781,
section candidate
no_agent (1.194 ms) : 1182, 1206
.   : milestone, 1194,
iast (3.249 ms) : 3203, 3294
.   : milestone, 3249,
iast_FULL (5.803 ms) : 5745, 5861
.   : milestone, 5803,
iast_GLOBAL (3.501 ms) : 3440, 3562
.   : milestone, 3501,
profiling (1.996 ms) : 1979, 2013
.   : milestone, 1996,
tracing (1.795 ms) : 1780, 1810
.   : milestone, 1795,

baseline results

Variant	Request duration [CI 0.99]	Δ no_agent
no_agent	1.213 ms [1.201 ms, 1.226 ms]	-
iast	3.236 ms [3.189 ms, 3.283 ms]	2.023 ms (166.8%)
iast_FULL	5.768 ms [5.711 ms, 5.825 ms]	4.555 ms (375.4%)
iast_GLOBAL	3.629 ms [3.574 ms, 3.683 ms]	2.415 ms (199.1%)
profiling	1.94 ms [1.924 ms, 1.956 ms]	726.694 µs (59.9%)
tracing	1.781 ms [1.766 ms, 1.796 ms]	567.584 µs (46.8%)

candidate results

Variant	Request duration [CI 0.99]	Δ no_agent
no_agent	1.194 ms [1.182 ms, 1.206 ms]	-
iast	3.249 ms [3.203 ms, 3.294 ms]	2.055 ms (172.2%)
iast_FULL	5.803 ms [5.745 ms, 5.861 ms]	4.609 ms (386.1%)
iast_GLOBAL	3.501 ms [3.44 ms, 3.562 ms]	2.307 ms (193.3%)
profiling	1.996 ms [1.979 ms, 2.013 ms]	802.062 µs (67.2%)
tracing	1.795 ms [1.78 ms, 1.81 ms]	601.245 µs (50.4%)

Request duration reports for petclinic

gantt
    title petclinic - request duration [CI 0.99] : candidate=1.60.0-SNAPSHOT~d5f1dfc89c, baseline=1.60.0-SNAPSHOT~064a8aac98
    dateFormat X
    axisFormat %s
section baseline
no_agent (17.854 ms) : 17672, 18036
.   : milestone, 17854,
appsec (18.759 ms) : 18572, 18946
.   : milestone, 18759,
code_origins (17.75 ms) : 17573, 17928
.   : milestone, 17750,
iast (17.828 ms) : 17649, 18007
.   : milestone, 17828,
profiling (18.584 ms) : 18395, 18774
.   : milestone, 18584,
tracing (17.48 ms) : 17306, 17654
.   : milestone, 17480,
section candidate
no_agent (17.781 ms) : 17603, 17959
.   : milestone, 17781,
appsec (18.365 ms) : 18181, 18548
.   : milestone, 18365,
code_origins (17.824 ms) : 17645, 18003
.   : milestone, 17824,
iast (17.578 ms) : 17405, 17750
.   : milestone, 17578,
profiling (18.537 ms) : 18354, 18720
.   : milestone, 18537,
tracing (19.149 ms) : 18957, 19342
.   : milestone, 19149,

baseline results

Variant	Request duration [CI 0.99]	Δ no_agent
no_agent	17.854 ms [17.672 ms, 18.036 ms]	-
appsec	18.759 ms [18.572 ms, 18.946 ms]	905.104 µs (5.1%)
code_origins	17.75 ms [17.573 ms, 17.928 ms]	-103.508 µs (-0.6%)
iast	17.828 ms [17.649 ms, 18.007 ms]	-25.913 µs (-0.1%)
profiling	18.584 ms [18.395 ms, 18.774 ms]	730.309 µs (4.1%)
tracing	17.48 ms [17.306 ms, 17.654 ms]	-374.036 µs (-2.1%)

candidate results

Variant	Request duration [CI 0.99]	Δ no_agent
no_agent	17.781 ms [17.603 ms, 17.959 ms]	-
appsec	18.365 ms [18.181 ms, 18.548 ms]	583.944 µs (3.3%)
code_origins	17.824 ms [17.645 ms, 18.003 ms]	43.022 µs (0.2%)
iast	17.578 ms [17.405 ms, 17.75 ms]	-203.326 µs (-1.1%)
profiling	18.537 ms [18.354 ms, 18.72 ms]	756.427 µs (4.3%)
tracing	19.149 ms [18.957 ms, 19.342 ms]	1.368 ms (7.7%)

Dacapo

Parameters

	Baseline	Candidate
baseline_or_candidate	baseline	candidate
git_branch	master	gordon/experimenting
git_commit_date	1771518967	1771525000
git_commit_sha	`064a8aa`	`d5f1dfc`
release_version	1.60.0-SNAPSHOT~064a8aac98	1.60.0-SNAPSHOT~d5f1dfc89c

See matching parameters

	Baseline	Candidate
application	biojava	biojava
ci_job_date	1771526924	1771526924
ci_job_id	1440642814	1440642814
ci_pipeline_id	97655524	97655524
cpu_model	Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz	Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz
kernel_version	Linux runner-zfyrx7zua-project-304-concurrent-8-n689t7n6 6.8.0-1031-aws #33~22.04.1-Ubuntu SMP Thu Jun 26 14:22:30 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux	Linux runner-zfyrx7zua-project-304-concurrent-8-n689t7n6 6.8.0-1031-aws #33~22.04.1-Ubuntu SMP Thu Jun 26 14:22:30 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux

Summary

Found 1 performance improvements and 0 performance regressions! Performance is the same for 11 metrics, 0 unstable metrics.

scenario	Δ mean execution_time	candidate mean execution_time	baseline mean execution_time
scenario:dacapo:tomcat:appsec	better [-1.404ms; -1.049ms] or [-37.045%; -27.681%]	2.563ms	3.790ms

Execution time for tomcat

gantt
    title tomcat - execution time [CI 0.99] : candidate=1.60.0-SNAPSHOT~d5f1dfc89c, baseline=1.60.0-SNAPSHOT~064a8aac98
    dateFormat X
    axisFormat %s
section baseline
no_agent (1.472 ms) : 1460, 1483
.   : milestone, 1472,
appsec (3.79 ms) : 3564, 4016
.   : milestone, 3790,
iast (2.253 ms) : 2184, 2323
.   : milestone, 2253,
iast_GLOBAL (2.303 ms) : 2233, 2372
.   : milestone, 2303,
profiling (2.096 ms) : 2040, 2152
.   : milestone, 2096,
tracing (2.06 ms) : 2007, 2114
.   : milestone, 2060,
section candidate
no_agent (1.472 ms) : 1460, 1484
.   : milestone, 1472,
appsec (2.563 ms) : 2506, 2621
.   : milestone, 2563,
iast (2.254 ms) : 2186, 2323
.   : milestone, 2254,
iast_GLOBAL (2.299 ms) : 2229, 2368
.   : milestone, 2299,
profiling (2.109 ms) : 2053, 2166
.   : milestone, 2109,
tracing (2.062 ms) : 2008, 2115
.   : milestone, 2062,

baseline results

Variant	Execution Time [CI 0.99]	Δ no_agent
no_agent	1.472 ms [1.46 ms, 1.483 ms]	-
appsec	3.79 ms [3.564 ms, 4.016 ms]	2.318 ms (157.5%)
iast	2.253 ms [2.184 ms, 2.323 ms]	781.482 µs (53.1%)
iast_GLOBAL	2.303 ms [2.233 ms, 2.372 ms]	830.78 µs (56.4%)
profiling	2.096 ms [2.04 ms, 2.152 ms]	623.961 µs (42.4%)
tracing	2.06 ms [2.007 ms, 2.114 ms]	588.554 µs (40.0%)

candidate results

Variant	Execution Time [CI 0.99]	Δ no_agent
no_agent	1.472 ms [1.46 ms, 1.484 ms]	-
appsec	2.563 ms [2.506 ms, 2.621 ms]	1.092 ms (74.2%)
iast	2.254 ms [2.186 ms, 2.323 ms]	782.463 µs (53.2%)
iast_GLOBAL	2.299 ms [2.229 ms, 2.368 ms]	826.719 µs (56.2%)
profiling	2.109 ms [2.053 ms, 2.166 ms]	637.465 µs (43.3%)
tracing	2.062 ms [2.008 ms, 2.115 ms]	589.575 µs (40.1%)

Execution time for biojava

gantt
    title biojava - execution time [CI 0.99] : candidate=1.60.0-SNAPSHOT~d5f1dfc89c, baseline=1.60.0-SNAPSHOT~064a8aac98
    dateFormat X
    axisFormat %s
section baseline
no_agent (15.091 s) : 15091000, 15091000
.   : milestone, 15091000,
appsec (14.707 s) : 14707000, 14707000
.   : milestone, 14707000,
iast (18.192 s) : 18192000, 18192000
.   : milestone, 18192000,
iast_GLOBAL (17.631 s) : 17631000, 17631000
.   : milestone, 17631000,
profiling (14.881 s) : 14881000, 14881000
.   : milestone, 14881000,
tracing (15.049 s) : 15049000, 15049000
.   : milestone, 15049000,
section candidate
no_agent (14.739 s) : 14739000, 14739000
.   : milestone, 14739000,
appsec (15.001 s) : 15001000, 15001000
.   : milestone, 15001000,
iast (18.533 s) : 18533000, 18533000
.   : milestone, 18533000,
iast_GLOBAL (17.962 s) : 17962000, 17962000
.   : milestone, 17962000,
profiling (14.917 s) : 14917000, 14917000
.   : milestone, 14917000,
tracing (14.807 s) : 14807000, 14807000
.   : milestone, 14807000,

baseline results

Variant	Execution Time [CI 0.99]	Δ no_agent
no_agent	15.091 s [15.091 s, 15.091 s]	-
appsec	14.707 s [14.707 s, 14.707 s]	-384.0 ms (-2.5%)
iast	18.192 s [18.192 s, 18.192 s]	3.101 s (20.5%)
iast_GLOBAL	17.631 s [17.631 s, 17.631 s]	2.54 s (16.8%)
profiling	14.881 s [14.881 s, 14.881 s]	-210.0 ms (-1.4%)
tracing	15.049 s [15.049 s, 15.049 s]	-42.0 ms (-0.3%)

candidate results

Variant	Execution Time [CI 0.99]	Δ no_agent
no_agent	14.739 s [14.739 s, 14.739 s]	-
appsec	15.001 s [15.001 s, 15.001 s]	262.0 ms (1.8%)
iast	18.533 s [18.533 s, 18.533 s]	3.794 s (25.7%)
iast_GLOBAL	17.962 s [17.962 s, 17.962 s]	3.223 s (21.9%)
profiling	14.917 s [14.917 s, 14.917 s]	178.0 ms (1.2%)
tracing	14.807 s [14.807 s, 14.807 s]	68.0 ms (0.5%)

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Expand AGENTS.md with performance, API, and build guidance for AI agents#10642

Expand AGENTS.md with performance, API, and build guidance for AI agents#10642
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