Add support for content parts and image URLs in AI Guard #10449

smola · 2026-01-27T13:43:28Z

What Does This Do

Add support for content parts in LLM messages sent with the AI Guard SDK. See docs. See also the PR for system-tests. The syntax here is a subset of OpenAI's Chat Completion API to send images (docs).
This lets customers send multi-modal prompts (text + images) to AI Guard. These images can be either HTTP URLs, or base64-encoded images in data URLs.

Motivation

Support multi-modal prompts (text + images) in AI Guard.

Additional Notes

Validated with system tests at DataDog/system-tests#6131

Contributor Checklist

Format the title according the contribution guidelines
Assign the type: and (comp: or inst:) labels in addition to any useful labels
Don't use close, fix or any linking keywords when referencing an issue.
Use solves instead, and assign the PR milestone to the issue
Update the CODEOWNERS file on source file addition, move, or deletion
Update the public documentation in case of new configuration flag or behavior

Jira ticket: APPSEC-60264

pr-commenter · 2026-01-27T14:33:31Z

Benchmarks

Startup

Parameters

	Baseline	Candidate
baseline_or_candidate	baseline	candidate
git_branch	master	smola/ai-guard-content-parts
git_commit_date	1769518484	1769519168
git_commit_sha	`5a54a81`	`940f8b5`
release_version	1.59.0-SNAPSHOT~5a54a81cb0	1.59.0-SNAPSHOT~940f8b5d1e

See matching parameters

	Baseline	Candidate
application	insecure-bank	insecure-bank
ci_job_date	1769523207	1769523207
ci_job_id	1379839142	1379839142
ci_pipeline_id	93032544	93032544
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-1-mxs74fhv 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-1-mxs74fhv 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 65 metrics, 6 unstable metrics.

Startup time reports for insecure-bank

gantt
    title insecure-bank - global startup overhead: candidate=1.59.0-SNAPSHOT~940f8b5d1e, baseline=1.59.0-SNAPSHOT~5a54a81cb0

    dateFormat X
    axisFormat %s
section tracing
Agent [baseline] (1.053 s) : 0, 1052760
Total [baseline] (8.702 s) : 0, 8701558
Agent [candidate] (1.056 s) : 0, 1055645
Total [candidate] (8.665 s) : 0, 8665125
section iast
Agent [baseline] (1.221 s) : 0, 1221349
Total [baseline] (9.334 s) : 0, 9334324
Agent [candidate] (1.221 s) : 0, 1220552
Total [candidate] (9.338 s) : 0, 9338012

baseline results

Module	Variant	Duration	Δ tracing
Agent	tracing	1.053 s	-
Agent	iast	1.221 s	168.589 ms (16.0%)
Total	tracing	8.702 s	-
Total	iast	9.334 s	632.766 ms (7.3%)

candidate results

Module	Variant	Duration	Δ tracing
Agent	tracing	1.056 s	-
Agent	iast	1.221 s	164.907 ms (15.6%)
Total	tracing	8.665 s	-
Total	iast	9.338 s	672.887 ms (7.8%)

gantt
    title insecure-bank - break down per module: candidate=1.59.0-SNAPSHOT~940f8b5d1e, baseline=1.59.0-SNAPSHOT~5a54a81cb0

    dateFormat X
    axisFormat %s
section tracing
crashtracking [baseline] (1.17 ms) : 0, 1170
crashtracking [candidate] (1.173 ms) : 0, 1173
BytebuddyAgent [baseline] (621.337 ms) : 0, 621337
BytebuddyAgent [candidate] (621.529 ms) : 0, 621529
AgentMeter [baseline] (28.61 ms) : 0, 28610
AgentMeter [candidate] (28.637 ms) : 0, 28637
GlobalTracer [baseline] (256.451 ms) : 0, 256451
GlobalTracer [candidate] (256.634 ms) : 0, 256634
AppSec [baseline] (32.794 ms) : 0, 32794
AppSec [candidate] (32.598 ms) : 0, 32598
Debugger [baseline] (60.651 ms) : 0, 60651
Debugger [candidate] (60.106 ms) : 0, 60106
Remote Config [baseline] (616.215 µs) : 0, 616
Remote Config [candidate] (620.274 µs) : 0, 620
Telemetry [baseline] (9.776 ms) : 0, 9776
Telemetry [candidate] (9.06 ms) : 0, 9060
Flare Poller [baseline] (5.951 ms) : 0, 5951
Flare Poller [candidate] (9.952 ms) : 0, 9952
section iast
crashtracking [baseline] (1.176 ms) : 0, 1176
crashtracking [candidate] (1.183 ms) : 0, 1183
BytebuddyAgent [baseline] (787.433 ms) : 0, 787433
BytebuddyAgent [candidate] (787.614 ms) : 0, 787614
AgentMeter [baseline] (11.1 ms) : 0, 11100
AgentMeter [candidate] (11.119 ms) : 0, 11119
GlobalTracer [baseline] (247.229 ms) : 0, 247229
GlobalTracer [candidate] (247.151 ms) : 0, 247151
IAST [baseline] (26.825 ms) : 0, 26825
IAST [candidate] (26.775 ms) : 0, 26775
AppSec [baseline] (33.95 ms) : 0, 33950
AppSec [candidate] (33.77 ms) : 0, 33770
Debugger [baseline] (65.931 ms) : 0, 65931
Debugger [candidate] (65.419 ms) : 0, 65419
Remote Config [baseline] (548.437 µs) : 0, 548
Remote Config [candidate] (534.991 µs) : 0, 535
Telemetry [baseline] (8.552 ms) : 0, 8552
Telemetry [candidate] (8.422 ms) : 0, 8422
Flare Poller [baseline] (3.407 ms) : 0, 3407
Flare Poller [candidate] (3.408 ms) : 0, 3408

Startup time reports for petclinic

gantt
    title petclinic - global startup overhead: candidate=1.59.0-SNAPSHOT~940f8b5d1e, baseline=1.59.0-SNAPSHOT~5a54a81cb0

    dateFormat X
    axisFormat %s
section tracing
Agent [baseline] (1.059 s) : 0, 1059028
Total [baseline] (11.014 s) : 0, 11014492
Agent [candidate] (1.061 s) : 0, 1060511
Total [candidate] (11.055 s) : 0, 11054684
section appsec
Agent [baseline] (1.228 s) : 0, 1228487
Total [baseline] (10.95 s) : 0, 10950175
Agent [candidate] (1.231 s) : 0, 1230943
Total [candidate] (10.915 s) : 0, 10914541
section iast
Agent [baseline] (1.237 s) : 0, 1236809
Total [baseline] (11.225 s) : 0, 11225100
Agent [candidate] (1.226 s) : 0, 1226127
Total [candidate] (11.141 s) : 0, 11141028
section profiling
Agent [baseline] (1.179 s) : 0, 1179362
Total [baseline] (10.862 s) : 0, 10861803
Agent [candidate] (1.186 s) : 0, 1185924
Total [candidate] (10.87 s) : 0, 10870244

baseline results

Module	Variant	Duration	Δ tracing
Agent	tracing	1.059 s	-
Agent	appsec	1.228 s	169.458 ms (16.0%)
Agent	iast	1.237 s	177.781 ms (16.8%)
Agent	profiling	1.179 s	120.334 ms (11.4%)
Total	tracing	11.014 s	-
Total	appsec	10.95 s	-64.317 ms (-0.6%)
Total	iast	11.225 s	210.609 ms (1.9%)
Total	profiling	10.862 s	-152.688 ms (-1.4%)

candidate results

Module	Variant	Duration	Δ tracing
Agent	tracing	1.061 s	-
Agent	appsec	1.231 s	170.432 ms (16.1%)
Agent	iast	1.226 s	165.616 ms (15.6%)
Agent	profiling	1.186 s	125.413 ms (11.8%)
Total	tracing	11.055 s	-
Total	appsec	10.915 s	-140.143 ms (-1.3%)
Total	iast	11.141 s	86.344 ms (0.8%)
Total	profiling	10.87 s	-184.441 ms (-1.7%)

gantt
    title petclinic - break down per module: candidate=1.59.0-SNAPSHOT~940f8b5d1e, baseline=1.59.0-SNAPSHOT~5a54a81cb0

    dateFormat X
    axisFormat %s
section tracing
crashtracking [baseline] (1.177 ms) : 0, 1177
crashtracking [candidate] (1.194 ms) : 0, 1194
BytebuddyAgent [baseline] (621.791 ms) : 0, 621791
BytebuddyAgent [candidate] (623.225 ms) : 0, 623225
AgentMeter [baseline] (28.719 ms) : 0, 28719
AgentMeter [candidate] (28.798 ms) : 0, 28798
GlobalTracer [baseline] (256.77 ms) : 0, 256770
GlobalTracer [candidate] (257.347 ms) : 0, 257347
AppSec [baseline] (32.924 ms) : 0, 32924
AppSec [candidate] (33.111 ms) : 0, 33111
Debugger [baseline] (61.567 ms) : 0, 61567
Debugger [candidate] (63.363 ms) : 0, 63363
Remote Config [baseline] (638.545 µs) : 0, 639
Remote Config [candidate] (611.705 µs) : 0, 612
Telemetry [baseline] (11.423 ms) : 0, 11423
Telemetry [candidate] (9.844 ms) : 0, 9844
Flare Poller [baseline] (8.536 ms) : 0, 8536
Flare Poller [candidate] (7.693 ms) : 0, 7693
section appsec
crashtracking [baseline] (1.171 ms) : 0, 1171
crashtracking [candidate] (1.184 ms) : 0, 1184
BytebuddyAgent [baseline] (650.459 ms) : 0, 650459
BytebuddyAgent [candidate] (651.434 ms) : 0, 651434
AgentMeter [baseline] (11.803 ms) : 0, 11803
AgentMeter [candidate] (11.792 ms) : 0, 11792
GlobalTracer [baseline] (256.708 ms) : 0, 256708
GlobalTracer [candidate] (257.376 ms) : 0, 257376
IAST [baseline] (25.484 ms) : 0, 25484
IAST [candidate] (25.298 ms) : 0, 25298
AppSec [baseline] (167.134 ms) : 0, 167134
AppSec [candidate] (167.618 ms) : 0, 167618
Debugger [baseline] (67.137 ms) : 0, 67137
Debugger [candidate] (67.211 ms) : 0, 67211
Remote Config [baseline] (660.573 µs) : 0, 661
Remote Config [candidate] (671.357 µs) : 0, 671
Telemetry [baseline] (9.151 ms) : 0, 9151
Telemetry [candidate] (9.363 ms) : 0, 9363
Flare Poller [baseline] (3.625 ms) : 0, 3625
Flare Poller [candidate] (3.714 ms) : 0, 3714
section iast
crashtracking [baseline] (1.187 ms) : 0, 1187
crashtracking [candidate] (1.177 ms) : 0, 1177
BytebuddyAgent [baseline] (797.713 ms) : 0, 797713
BytebuddyAgent [candidate] (789.803 ms) : 0, 789803
AgentMeter [baseline] (11.222 ms) : 0, 11222
AgentMeter [candidate] (11.116 ms) : 0, 11116
GlobalTracer [baseline] (250.271 ms) : 0, 250271
GlobalTracer [candidate] (247.72 ms) : 0, 247720
IAST [baseline] (27.046 ms) : 0, 27046
IAST [candidate] (27.009 ms) : 0, 27009
AppSec [baseline] (35.924 ms) : 0, 35924
AppSec [candidate] (34.546 ms) : 0, 34546
Debugger [baseline] (65.354 ms) : 0, 65354
Debugger [candidate] (66.828 ms) : 0, 66828
Remote Config [baseline] (550.806 µs) : 0, 551
Remote Config [candidate] (554.083 µs) : 0, 554
Telemetry [baseline] (8.607 ms) : 0, 8607
Telemetry [candidate] (8.601 ms) : 0, 8601
Flare Poller [baseline] (3.483 ms) : 0, 3483
Flare Poller [candidate] (3.48 ms) : 0, 3480
section profiling
crashtracking [baseline] (1.208 ms) : 0, 1208
crashtracking [candidate] (1.2 ms) : 0, 1200
BytebuddyAgent [baseline] (673.635 ms) : 0, 673635
BytebuddyAgent [candidate] (677.127 ms) : 0, 677127
AgentMeter [baseline] (8.603 ms) : 0, 8603
AgentMeter [candidate] (8.667 ms) : 0, 8667
GlobalTracer [baseline] (215.463 ms) : 0, 215463
GlobalTracer [candidate] (216.908 ms) : 0, 216908
AppSec [baseline] (32.214 ms) : 0, 32214
AppSec [candidate] (32.577 ms) : 0, 32577
Debugger [baseline] (67.128 ms) : 0, 67128
Debugger [candidate] (67.665 ms) : 0, 67665
Remote Config [baseline] (585.301 µs) : 0, 585
Remote Config [candidate] (587.636 µs) : 0, 588
Telemetry [baseline] (8.675 ms) : 0, 8675
Telemetry [candidate] (8.724 ms) : 0, 8724
Flare Poller [baseline] (3.685 ms) : 0, 3685
Flare Poller [candidate] (3.741 ms) : 0, 3741
ProfilingAgent [baseline] (98.597 ms) : 0, 98597
ProfilingAgent [candidate] (98.908 ms) : 0, 98908
Profiling [baseline] (99.161 ms) : 0, 99161
Profiling [candidate] (99.473 ms) : 0, 99473

Load

Parameters

	Baseline	Candidate
baseline_or_candidate	baseline	candidate
git_branch	master	smola/ai-guard-content-parts
git_commit_date	1769518484	1769519168
git_commit_sha	`5a54a81`	`940f8b5`
release_version	1.59.0-SNAPSHOT~5a54a81cb0	1.59.0-SNAPSHOT~940f8b5d1e

See matching parameters

	Baseline	Candidate
application	insecure-bank	insecure-bank
ci_job_date	1769523812	1769523812
ci_job_id	1379839143	1379839143
ci_pipeline_id	93032544	93032544
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-0-o10l3uy5 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-0-o10l3uy5 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 0 performance improvements and 1 performance regressions! Performance is the same for 20 metrics, 15 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:petclinic:profiling:high_load	worse [+478.766µs; +1000.808µs] or [+2.650%; +5.540%]	unsure [+261.910µs; +1497.939µs] or [+0.894%; +5.116%]	unstable [-32.767op/s; +12.954op/s] or [-12.918%; +5.107%]	18.804ms	30.162ms	243.750op/s	18.064ms	29.282ms	253.656op/s

Request duration reports for petclinic

gantt
    title petclinic - request duration [CI 0.99] : candidate=1.59.0-SNAPSHOT~940f8b5d1e, baseline=1.59.0-SNAPSHOT~5a54a81cb0
    dateFormat X
    axisFormat %s
section baseline
no_agent (17.068 ms) : 16897, 17238
.   : milestone, 17068,
appsec (18.477 ms) : 18288, 18666
.   : milestone, 18477,
code_origins (17.511 ms) : 17337, 17685
.   : milestone, 17511,
iast (17.772 ms) : 17598, 17947
.   : milestone, 17772,
profiling (18.402 ms) : 18218, 18586
.   : milestone, 18402,
tracing (17.417 ms) : 17246, 17587
.   : milestone, 17417,
section candidate
no_agent (16.947 ms) : 16782, 17112
.   : milestone, 16947,
appsec (18.957 ms) : 18759, 19154
.   : milestone, 18957,
code_origins (17.579 ms) : 17403, 17755
.   : milestone, 17579,
iast (17.816 ms) : 17640, 17993
.   : milestone, 17816,
profiling (19.149 ms) : 18960, 19337
.   : milestone, 19149,
tracing (17.737 ms) : 17560, 17913
.   : milestone, 17737,

baseline results

Variant	Request duration [CI 0.99]	Δ no_agent
no_agent	17.068 ms [16.897 ms, 17.238 ms]	-
appsec	18.477 ms [18.288 ms, 18.666 ms]	1.409 ms (8.3%)
code_origins	17.511 ms [17.337 ms, 17.685 ms]	443.143 µs (2.6%)
iast	17.772 ms [17.598 ms, 17.947 ms]	704.696 µs (4.1%)
profiling	18.402 ms [18.218 ms, 18.586 ms]	1.334 ms (7.8%)
tracing	17.417 ms [17.246 ms, 17.587 ms]	349.155 µs (2.0%)

candidate results

Variant	Request duration [CI 0.99]	Δ no_agent
no_agent	16.947 ms [16.782 ms, 17.112 ms]	-
appsec	18.957 ms [18.759 ms, 19.154 ms]	2.01 ms (11.9%)
code_origins	17.579 ms [17.403 ms, 17.755 ms]	632.031 µs (3.7%)
iast	17.816 ms [17.64 ms, 17.993 ms]	869.235 µs (5.1%)
profiling	19.149 ms [18.96 ms, 19.337 ms]	2.202 ms (13.0%)
tracing	17.737 ms [17.56 ms, 17.913 ms]	789.536 µs (4.7%)

Request duration reports for insecure-bank

gantt
    title insecure-bank - request duration [CI 0.99] : candidate=1.59.0-SNAPSHOT~940f8b5d1e, baseline=1.59.0-SNAPSHOT~5a54a81cb0
    dateFormat X
    axisFormat %s
section baseline
no_agent (1.192 ms) : 1180, 1204
.   : milestone, 1192,
iast (3.144 ms) : 3105, 3184
.   : milestone, 3144,
iast_FULL (5.596 ms) : 5540, 5652
.   : milestone, 5596,
iast_GLOBAL (3.623 ms) : 3566, 3680
.   : milestone, 3623,
profiling (1.923 ms) : 1907, 1939
.   : milestone, 1923,
tracing (1.838 ms) : 1823, 1853
.   : milestone, 1838,
section candidate
no_agent (1.188 ms) : 1176, 1200
.   : milestone, 1188,
iast (3.201 ms) : 3164, 3239
.   : milestone, 3201,
iast_FULL (5.685 ms) : 5629, 5742
.   : milestone, 5685,
iast_GLOBAL (3.596 ms) : 3544, 3648
.   : milestone, 3596,
profiling (1.931 ms) : 1916, 1947
.   : milestone, 1931,
tracing (1.792 ms) : 1778, 1805
.   : milestone, 1792,

baseline results

Variant	Request duration [CI 0.99]	Δ no_agent
no_agent	1.192 ms [1.18 ms, 1.204 ms]	-
iast	3.144 ms [3.105 ms, 3.184 ms]	1.952 ms (163.8%)
iast_FULL	5.596 ms [5.54 ms, 5.652 ms]	4.404 ms (369.4%)
iast_GLOBAL	3.623 ms [3.566 ms, 3.68 ms]	2.431 ms (203.9%)
profiling	1.923 ms [1.907 ms, 1.939 ms]	730.873 µs (61.3%)
tracing	1.838 ms [1.823 ms, 1.853 ms]	646.437 µs (54.2%)

candidate results

Variant	Request duration [CI 0.99]	Δ no_agent
no_agent	1.188 ms [1.176 ms, 1.2 ms]	-
iast	3.201 ms [3.164 ms, 3.239 ms]	2.014 ms (169.6%)
iast_FULL	5.685 ms [5.629 ms, 5.742 ms]	4.498 ms (378.7%)
iast_GLOBAL	3.596 ms [3.544 ms, 3.648 ms]	2.408 ms (202.8%)
profiling	1.931 ms [1.916 ms, 1.947 ms]	743.649 µs (62.6%)
tracing	1.792 ms [1.778 ms, 1.805 ms]	603.877 µs (50.8%)

Dacapo

Parameters

	Baseline	Candidate
baseline_or_candidate	baseline	candidate
git_branch	master	smola/ai-guard-content-parts
git_commit_date	1769518484	1769519168
git_commit_sha	`5a54a81`	`940f8b5`
release_version	1.59.0-SNAPSHOT~5a54a81cb0	1.59.0-SNAPSHOT~940f8b5d1e

See matching parameters

	Baseline	Candidate
application	biojava	biojava
ci_job_date	1769523480	1769523480
ci_job_id	1379839144	1379839144
ci_pipeline_id	93032544	93032544
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-2-7h5cvgfx 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-2-7h5cvgfx 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 [-1.371ms; -1.024ms] or [-36.678%; -27.393%]	2.541ms	3.739ms

Execution time for tomcat

gantt
    title tomcat - execution time [CI 0.99] : candidate=1.59.0-SNAPSHOT~940f8b5d1e, baseline=1.59.0-SNAPSHOT~5a54a81cb0
    dateFormat X
    axisFormat %s
section baseline
no_agent (1.471 ms) : 1459, 1482
.   : milestone, 1471,
appsec (3.739 ms) : 3518, 3959
.   : milestone, 3739,
iast (2.254 ms) : 2185, 2323
.   : milestone, 2254,
iast_GLOBAL (2.295 ms) : 2225, 2364
.   : milestone, 2295,
profiling (2.067 ms) : 2013, 2121
.   : milestone, 2067,
tracing (2.074 ms) : 2021, 2128
.   : milestone, 2074,
section candidate
no_agent (1.472 ms) : 1460, 1483
.   : milestone, 1472,
appsec (2.541 ms) : 2484, 2598
.   : milestone, 2541,
iast (2.253 ms) : 2184, 2322
.   : milestone, 2253,
iast_GLOBAL (2.29 ms) : 2220, 2359
.   : milestone, 2290,
profiling (2.095 ms) : 2038, 2151
.   : milestone, 2095,
tracing (2.06 ms) : 2006, 2113
.   : milestone, 2060,

baseline results

Variant	Execution Time [CI 0.99]	Δ no_agent
no_agent	1.471 ms [1.459 ms, 1.482 ms]	-
appsec	3.739 ms [3.518 ms, 3.959 ms]	2.268 ms (154.2%)
iast	2.254 ms [2.185 ms, 2.323 ms]	783.344 µs (53.3%)
iast_GLOBAL	2.295 ms [2.225 ms, 2.364 ms]	823.937 µs (56.0%)
profiling	2.067 ms [2.013 ms, 2.121 ms]	595.92 µs (40.5%)
tracing	2.074 ms [2.021 ms, 2.128 ms]	603.258 µs (41.0%)

candidate results

Variant	Execution Time [CI 0.99]	Δ no_agent
no_agent	1.472 ms [1.46 ms, 1.483 ms]	-
appsec	2.541 ms [2.484 ms, 2.598 ms]	1.069 ms (72.7%)
iast	2.253 ms [2.184 ms, 2.322 ms]	781.62 µs (53.1%)
iast_GLOBAL	2.29 ms [2.22 ms, 2.359 ms]	818.055 µs (55.6%)
profiling	2.095 ms [2.038 ms, 2.151 ms]	623.141 µs (42.3%)
tracing	2.06 ms [2.006 ms, 2.113 ms]	588.092 µs (40.0%)

Execution time for biojava

gantt
    title biojava - execution time [CI 0.99] : candidate=1.59.0-SNAPSHOT~940f8b5d1e, baseline=1.59.0-SNAPSHOT~5a54a81cb0
    dateFormat X
    axisFormat %s
section baseline
no_agent (15.007 s) : 15007000, 15007000
.   : milestone, 15007000,
appsec (14.665 s) : 14665000, 14665000
.   : milestone, 14665000,
iast (18.225 s) : 18225000, 18225000
.   : milestone, 18225000,
iast_GLOBAL (17.831 s) : 17831000, 17831000
.   : milestone, 17831000,
profiling (14.789 s) : 14789000, 14789000
.   : milestone, 14789000,
tracing (14.782 s) : 14782000, 14782000
.   : milestone, 14782000,
section candidate
no_agent (15.334 s) : 15334000, 15334000
.   : milestone, 15334000,
appsec (14.706 s) : 14706000, 14706000
.   : milestone, 14706000,
iast (18.367 s) : 18367000, 18367000
.   : milestone, 18367000,
iast_GLOBAL (17.894 s) : 17894000, 17894000
.   : milestone, 17894000,
profiling (15.114 s) : 15114000, 15114000
.   : milestone, 15114000,
tracing (14.651 s) : 14651000, 14651000
.   : milestone, 14651000,

baseline results

Variant	Execution Time [CI 0.99]	Δ no_agent
no_agent	15.007 s [15.007 s, 15.007 s]	-
appsec	14.665 s [14.665 s, 14.665 s]	-342.0 ms (-2.3%)
iast	18.225 s [18.225 s, 18.225 s]	3.218 s (21.4%)
iast_GLOBAL	17.831 s [17.831 s, 17.831 s]	2.824 s (18.8%)
profiling	14.789 s [14.789 s, 14.789 s]	-218.0 ms (-1.5%)
tracing	14.782 s [14.782 s, 14.782 s]	-225.0 ms (-1.5%)

candidate results

Variant	Execution Time [CI 0.99]	Δ no_agent
no_agent	15.334 s [15.334 s, 15.334 s]	-
appsec	14.706 s [14.706 s, 14.706 s]	-628.0 ms (-4.1%)
iast	18.367 s [18.367 s, 18.367 s]	3.033 s (19.8%)
iast_GLOBAL	17.894 s [17.894 s, 17.894 s]	2.56 s (16.7%)
profiling	15.114 s [15.114 s, 15.114 s]	-220.0 ms (-1.4%)
tracing	14.651 s [14.651 s, 14.651 s]	-683.0 ms (-4.5%)

smola changed the title ~~[ai-guard] add support for content parts and image URLs~~ Add support for content parts and image URLs Jan 27, 2026

smola added the comp: asm waf Application Security Management (WAF) label Jan 27, 2026

smola changed the title ~~Add support for content parts and image URLs~~ Add support for content parts and image URLs in AI Guard Jan 27, 2026

smola added the type: enhancement Enhancements and improvements label Jan 27, 2026

smola mentioned this pull request Jan 27, 2026

add content part tests for AI Guard in Java DataDog/system-tests#6131

Draft

5 tasks

[ai-guard] add support for content parts and image URLs

8c3688e

smola force-pushed the smola/ai-guard-content-parts branch from 940f8b5 to 8c3688e Compare January 27, 2026 18:13

Provide feedback

Saved searches

Use saved searches to filter your results more quickly

Add support for content parts and image URLs in AI Guard #10449

Add support for content parts and image URLs in AI Guard #10449

smola commented Jan 27, 2026 •

edited

Loading

Uh oh!

pr-commenter bot commented Jan 27, 2026

Uh oh!

Reviewers

Assignees

Labels

Projects

Milestone

Development

Uh oh!

2 participants

Add support for content parts and image URLs in AI Guard #10449

Are you sure you want to change the base?

Add support for content parts and image URLs in AI Guard #10449

Conversation

smola commented Jan 27, 2026 • edited Loading Uh oh! There was an error while loading. Please reload this page.

Uh oh!

What Does This Do

Motivation

Additional Notes

Contributor Checklist

Uh oh!

pr-commenter bot commented Jan 27, 2026

Benchmarks

Startup

Parameters

Summary

Load

Parameters

Summary

Dacapo

Parameters

Summary

Uh oh!

Reviewers

Assignees

Labels

Projects

Milestone

Development

Uh oh!

2 participants

smola commented Jan 27, 2026 •

edited

Loading