fix(llmobs): format AI SDK rich tool results by BridgeAR · Pull Request #9399 · DataDog/dd-trace-js

BridgeAR · 2026-07-16T02:49:36Z

Summary

AI SDK multipart and error tool outputs were treated as unparsable. This preserves text, emits metadata-free summaries for rich file and image parts, and keeps malformed or circular telemetry inputs from throwing.

Fixes: #9395

dd-octo-sts · 2026-07-16T02:50:26Z

Overall package size

Self size: 7.48 MB
Deduped: 8.14 MB
No deduping: 8.14 MB

Dependency sizes

| name | version | self size | total size | |------|---------|-----------|------------| | import-in-the-middle | 3.3.2 | 124.41 kB | 440.65 kB | | opentracing | 0.14.7 | 194.81 kB | 194.81 kB | | dc-polyfill | 0.1.11 | 25.74 kB | 25.74 kB |

_{🤖 This report was automatically generated by heaviest-objects-in-the-universe}

pr-commenter · 2026-07-16T03:00:22Z

Benchmarks

Benchmark execution time: 2026-07-23 15:30:38

Comparing candidate commit 8c60bfb in PR branch BridgeAR/2026-07-16-fix-ai-tool-results with baseline commit 199f69c in branch master.

📊 Benchmarking dashboard

Found 0 performance improvements and 0 performance regressions! Performance is the same for 2310 metrics, 48 unstable metrics.

Explanation

This is an A/B test comparing a candidate commit's performance against that of a baseline commit. Performance changes are noted in the tables below as:

🟩 = significantly better candidate vs. baseline
🟥 = significantly worse candidate vs. baseline

We compute a confidence interval (CI) over the relative difference of means between metrics from the candidate and baseline commits, considering the baseline as the reference.

If the CI is entirely outside the configured SIGNIFICANT_IMPACT_THRESHOLD (or the deprecated UNCONFIDENCE_THRESHOLD), the change is considered significant.

Feel free to reach out to #apm-benchmarking-platform on Slack if you have any questions.

More details about the CI and significant changes

You can imagine this CI as a range of values that is likely to contain the true difference of means between the candidate and baseline commits.

CIs of the difference of means are often centered around 0%, because often changes are not that big:

---------------------------------(------|---^--------)-------------------------------->
                              -0.6%    0%  0.3%     +1.2%
                                 |          |        |
         lower bound of the CI --'          |        |
sample mean (center of the CI) -------------'        |
         upper bound of the CI ----------------------'

As described above, a change is considered significant if the CI is entirely outside the configured SIGNIFICANT_IMPACT_THRESHOLD (or the deprecated UNCONFIDENCE_THRESHOLD).

For instance, for an execution time metric, this confidence interval indicates a significantly worse performance:

----------------------------------------|---------|---(---------^---------)---------->
                                       0%        1%  1.3%      2.2%      3.1%
                                                  |   |         |         |
       significant impact threshold --------------'   |         |         |
                      lower bound of CI --------------'         |         |
       sample mean (center of the CI) --------------------------'         |
                      upper bound of CI ----------------------------------'

Unstable benchmarks

These benchmarks have a confidence interval too wide to call a change; treat them as noise rather than signal.

scenario:appsec-appsec-enabled-24

unstable execution_time [-201.457ms; +209.273ms] or [-7.585%; +7.879%]

scenario:appsec-appsec-enabled-26

unstable execution_time [-242.962ms; +236.452ms] or [-9.518%; +9.263%]

scenario:appsec-appsec-enabled-with-attacks-24

unstable execution_time [-123.005ms; +188.886ms] or [-4.014%; +6.163%]

scenario:appsec-appsec-enabled-with-attacks-26

unstable execution_time [-198.844ms; +182.481ms] or [-6.841%; +6.278%]

scenario:appsec-control-20

unstable execution_time [-115.756ms; +128.718ms] or [-7.114%; +7.911%]

scenario:appsec-control-24

unstable execution_time [-95.407ms; +126.412ms] or [-7.695%; +10.196%]

scenario:appsec-control-26

unstable execution_time [-123.946ms; +126.540ms] or [-9.999%; +10.208%]

scenario:appsec-iast-no-vulnerability-iast-enabled-always-active-20

unstable execution_time [-10.289ms; +22.433ms] or [-4.004%; +8.731%]

scenario:appsec-iast-no-vulnerability-iast-enabled-default-config-20

unstable execution_time [-13824.602µs; +13914.492µs] or [-5.477%; +5.513%]

scenario:appsec-iast-with-vulnerability-control-20

unstable execution_time [-30753.298µs; +30326.318µs] or [-5.611%; +5.533%]

scenario:child_process-file-args-24

unstable execution_time [-28503.660µs; +30113.993µs] or [-5.933%; +6.268%]

scenario:debugger-line-probe-with-snapshot-minimal-24

unstable cpu_user_time [-1785.854ms; +539.196ms] or [-21.495%; +6.490%]
unstable execution_time [-1794.158ms; +557.386ms] or [-19.886%; +6.178%]
unstable instructions [-15.0G instructions; +4.8G instructions] or [-22.165%; +7.147%]
unstable throughput [-146.710op/s; +481.774op/s] or [-4.018%; +13.194%]

scenario:debugger-line-probe-with-snapshot-minimal-26

unstable cpu_user_time [-3648.312ms; +3681.337ms] or [-35.446%; +35.767%]
unstable execution_time [-3685.305ms; +3734.442ms] or [-33.394%; +33.839%]
unstable instructions [-32420.7M instructions; +32631.3M instructions] or [-37.526%; +37.769%]
unstable max_rss_usage [-10627.992KB; +12144.792KB] or [-6.600%; +7.542%]
unstable throughput [-740.236op/s; +710.470op/s] or [-23.965%; +23.001%]

scenario:debugger-line-probe-without-snapshot-24

unstable cpu_user_time [-1967.315ms; +3145.826ms] or [-23.714%; +37.920%]
unstable execution_time [-1982.980ms; +3202.139ms] or [-22.044%; +35.596%]
unstable instructions [-17.1G instructions; +27.2G instructions] or [-25.300%; +40.169%]
unstable max_rss_usage [-8.505MB; +13.278MB] or [-5.413%; +8.451%]
unstable throughput [-854.595op/s; +524.496op/s] or [-23.341%; +14.325%]

scenario:debugger-line-probe-without-snapshot-26

unstable cpu_user_time [-4638.520ms; +3111.624ms] or [-41.907%; +28.112%]
unstable execution_time [-4682.193ms; +3173.617ms] or [-39.674%; +26.892%]
unstable instructions [-41.1G instructions; +27.2G instructions] or [-44.008%; +29.104%]
unstable max_rss_usage [-14.748MB; +10.796MB] or [-9.044%; +6.620%]
unstable throughput [-626.445op/s; +909.024op/s] or [-21.294%; +30.900%]

scenario:dogstatsd-with-tags-20

unstable cpu_user_time [-304.481ms; +382.427ms] or [-6.390%; +8.025%]
unstable execution_time [-304.782ms; +384.668ms] or [-6.299%; +7.949%]
unstable throughput [-136045.956op/s; +109367.595op/s] or [-7.843%; +6.305%]

scenario:llmobs-span-processor-agent-26

unstable execution_time [-277.155ms; +167.932ms] or [-6.282%; +3.806%]
unstable throughput [-8714.869op/s; +15569.808op/s] or [-4.021%; +7.185%]

scenario:plugin-claude-agent-sdk-compact-stream-scan-26

unstable cpu_usage_percentage [-7.066%; +2.987%]

scenario:plugin-graphql-long-with-depth-and-collapse-off-20

unstable max_rss_usage [-19.219MB; +22.074MB] or [-4.932%; +5.665%]

scenario:plugin-graphql-long-with-depth-off-26

unstable max_rss_usage [-36.086MB; +18.245MB] or [-16.572%; +8.379%]

scenario:plugin-graphql-long-with-depth-on-max-20

unstable cpu_user_time [-649.766ms; +610.192ms] or [-5.631%; +5.288%]
unstable execution_time [-662.644ms; +627.818ms] or [-5.627%; +5.331%]
unstable throughput [-3.655op/s; +3.912op/s] or [-5.347%; +5.723%]

scenario:plugin-pg-service-20

unstable cpu_usage_percentage [-7.900%; +4.844%]
unstable execution_time [-115.518ms; +182.627ms] or [-7.079%; +11.192%]
unstable throughput [-302912.293op/s; +192127.184op/s] or [-8.151%; +5.170%]

scenario:plugin-pg-service-26

unstable cpu_usage_percentage [-6.585%; +3.553%]
unstable execution_time [-47.935ms; +68.352ms] or [-5.280%; +7.529%]
unstable throughput [-426151.115op/s; +305036.685op/s] or [-6.365%; +4.556%]

scenario:test-optimization-large-suite-20

unstable max_rss_usage [-5575.461KB; +5399.794KB] or [-6.877%; +6.660%]

datadog-prod-us1-5 · 2026-07-16T03:03:01Z

Tests

🎉 All green!

🧪 All tests passed
❄️ No new flaky tests detected

🎯 Code Coverage (details)
• Patch Coverage: 100.00%
• Overall Coverage: 98.44% (-0.00%)

_{This comment will be updated automatically if new data arrives.

🔗 Commit SHA: 8c60bfb | Docs | Datadog PR Page | Give us feedback!}

codecov · 2026-07-16T05:04:10Z

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 98.44%. Comparing base (199f69c) to head (8c60bfb).
⚠️ Report is 14 commits behind head on master.

Additional details and impacted files

@@            Coverage Diff             @@
##           master    #9399      +/-   ##
==========================================
- Coverage   98.45%   98.44%   -0.01%     
==========================================
  Files         943      941       -2     
  Lines      127336   127048     -288     
  Branches    10824    11202     +378     
==========================================
- Hits       125365   125078     -287     
+ Misses       1971     1970       -1

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AI SDK tool outputs can contain multipart content and error variants. Preserve text, replace file and image payloads with safe summaries, and fall back without throwing on malformed values. Fixes: #9395

AI SDK 7 emits generic file and provider-reference parts that were reported as unparsable. Model the supported output shapes locally and exercise content outputs through both telemetry paths so SDK shape changes fail on the user path.

Adding toModelOutput changed the second provider request without a matching cassette, so every AI SDK v5-v7 matrix forwarded to OpenAI with the fake key. Keep the recorded workflow payload stable while formatter coverage pins the rich result shapes and schema precedence.

Direct utility tests pinned hand-built shapes and missed the SDK transformations that feed LLMObs. Drive supported results through generateText across all model protocol versions, while keeping direct safety assertions only for values the SDK rejects before model invocation.

github-actions Bot added the semver-patch label Jul 16, 2026

sabrenner reviewed Jul 20, 2026

View reviewed changes

Comment thread packages/dd-trace/src/llmobs/plugins/ai/util.js Outdated

Comment thread packages/dd-trace/test/llmobs/plugins/ai/util.spec.js Outdated

BridgeAR force-pushed the BridgeAR/2026-07-16-fix-ai-tool-results branch from aaa217b to aab8927 Compare July 20, 2026 18:14

BridgeAR added 3 commits July 21, 2026 03:17

fix(llmobs): format AI SDK rich tool results

988d130

AI SDK tool outputs can contain multipart content and error variants. Preserve text, replace file and image payloads with safe summaries, and fall back without throwing on malformed values. Fixes: #9395

fix(llmobs): support AI SDK file result parts

34f4ea3

AI SDK 7 emits generic file and provider-reference parts that were reported as unparsable. Model the supported output shapes locally and exercise content outputs through both telemetry paths so SDK shape changes fail on the user path.

BridgeAR force-pushed the BridgeAR/2026-07-16-fix-ai-tool-results branch from aab8927 to d91d6d8 Compare July 21, 2026 01:19

BridgeAR marked this pull request as ready for review July 21, 2026 11:04

BridgeAR requested a review from a team as a code owner July 21, 2026 11:04

sabrenner reviewed Jul 21, 2026

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Comment thread packages/dd-trace/test/llmobs/plugins/ai/tool-result-model.js Outdated

sabrenner and others added 3 commits July 22, 2026 16:20

update tests with cassettes

f22981a

Merge branch 'master' into BridgeAR/2026-07-16-fix-ai-tool-results

70cf6dc

update from bad rebase

5a593da

BridgeAR commented Jul 23, 2026

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Comment thread packages/dd-trace/src/llmobs/plugins/ai/util.js Outdated

Apply suggestion from @BridgeAR

fa10797

sabrenner previously approved these changes Jul 23, 2026

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BridgeAR commented Jul 23, 2026

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Comment thread packages/dd-trace/src/llmobs/plugins/ai/util.js Outdated

Apply suggestion from @BridgeAR

8c60bfb

BridgeAR dismissed sabrenner’s stale review via 8c60bfb July 23, 2026 15:17

sabrenner approved these changes Jul 23, 2026

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BridgeAR commented Jul 16, 2026

Summary

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Overall package size

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Benchmarks

Explanation

More details about the CI and significant changes

Unstable benchmarks

scenario:appsec-appsec-enabled-24

scenario:appsec-appsec-enabled-26

scenario:appsec-appsec-enabled-with-attacks-24

scenario:appsec-appsec-enabled-with-attacks-26

scenario:appsec-control-20

scenario:appsec-control-24

scenario:appsec-control-26

scenario:appsec-iast-no-vulnerability-iast-enabled-always-active-20

scenario:appsec-iast-no-vulnerability-iast-enabled-default-config-20

scenario:appsec-iast-with-vulnerability-control-20

scenario:child_process-file-args-24

scenario:debugger-line-probe-with-snapshot-minimal-24

scenario:debugger-line-probe-with-snapshot-minimal-26

scenario:debugger-line-probe-without-snapshot-24

scenario:debugger-line-probe-without-snapshot-26

scenario:dogstatsd-with-tags-20

scenario:llmobs-span-processor-agent-26

scenario:plugin-claude-agent-sdk-compact-stream-scan-26

scenario:plugin-graphql-long-with-depth-and-collapse-off-20

scenario:plugin-graphql-long-with-depth-off-26

scenario:plugin-graphql-long-with-depth-on-max-20

scenario:plugin-pg-service-20

scenario:plugin-pg-service-26

scenario:test-optimization-large-suite-20

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2 participants

dd-octo-sts Bot commented Jul 16, 2026 •

edited

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pr-commenter Bot commented Jul 16, 2026 •

edited

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datadog-prod-us1-5 Bot commented Jul 16, 2026 •

edited by datadog-datadog-prod-us1 Bot

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codecov Bot commented Jul 16, 2026 •

edited

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