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docs: Updates to the insights analyst example - #2331

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@mikeknep mikeknep commented Sep 23, 2026 •

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Summary

Updates the insights analyst agent example instructions and scripts

Type of Change

  • Code change (feature, bug fix, or refactor)
  • Code change with documentation updates
  • Documentation only
  • Contributor tooling or automation
  • CI, build, or test infrastructure

Quality Gates

  • Tests added or updated for changed behavior
  • Existing tests cover changed behavior — justification:
  • Tests not applicable — justification:
  • Documentation updated for user-visible behavior
  • Documentation not applicable — justification:

Verification

  • Pull request title follows the repository's Conventional Commit format
  • Every commit includes an appropriate Signed-off-by: trailer
  • uv run pre-commit run -a passes, or any blocked checks are identified below
  • Targeted tests pass, or tests are marked not applicable above
  • No secrets, API keys, or credentials are included

Summary by CodeRabbit

  • Documentation

    • Updated the demo guide with CLI and SDK workflows for creating, monitoring, and inspecting analysis runs, downloading reports, and listing insights.
    • Added guidance on selecting workspace-qualified model references, resetting demo data, and understanding corpus contents and repeat seeding.
    • The reset instructions clarify that annotations are removed for any session containing matching demo spans, even if those annotations come from another source.
  • New Features

    • Added a utility to preview or reset telemetry for a selected workspace and source.
    • Seed reruns now reuse existing corpus timestamps and skip matching annotations, with counts showing which annotations were created or already present.

Signed-off-by: Mike Knepper <mknepper@nvidia.com>
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  • plugins/nemo-insights/examples/execute-agent-job/README.md
  • plugins/nemo-insights/examples/execute-agent-job/reset_intake.py
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📝 Walkthrough

Walkthrough

The example updates model setup and Intake instructions. Seeding now reuses an existing corpus origin and skips matching annotations. A new script resets selected Intake data. The README documents CLI and SDK workflows for creating and inspecting analysis runs and retrieving reports and insights.

Changes

Agent job example

Layer / File(s) Summary
Model configuration and probing
plugins/nemo-insights/examples/execute-agent-job/README.md
The README documents workspace-qualified Model Entity refs, CLI configuration, model probing, and the gateway error for stale upstream models.
Seed and reset Intake data
plugins/nemo-insights/examples/execute-agent-job/seed_intake.py, plugins/nemo-insights/examples/execute-agent-job/reset_intake.py, plugins/nemo-insights/examples/execute-agent-job/README.md
Seeding reuses an existing corpus origin when --started-at is omitted and skips matching annotations. The reset script reports matching annotations and telemetry counts. Without --dry-run, it deletes annotations on matching sessions and source-scoped ClickHouse rows.
Create, inspect, and retrieve analysis runs
plugins/nemo-insights/examples/execute-agent-job/README.md, plugins/nemo-insights/examples/execute-agent-job/submit_analysis_run.py
The README documents CLI and SDK run creation, CLI run inspection, and Jobs commands to list and download reports. The former submit script is deleted.
List insights with the SDK
plugins/nemo-insights/examples/execute-agent-job/README.md
The README shows SDK-based insight listing. The example prints each insight’s status, title, and trace count, and lists supported status, pagination, and sort options.

Merge Risk: ⚪ Minimal · up to d7985

The updated example is mergeable after normal checks; no actionable current-head risk was established.

🚥 Pre-merge checks | ✅ 4 | ❌ 1

❌ Failed checks (1 warning)

Check name Status Explanation Resolution
Docstring Coverage ⚠️ Warning Docstring coverage is 20.00% which is insufficient. The required threshold is 80.00%. Docstring coverage is scoped to functions touched by this diff. Analyzed 10 functions across 2 files. (1 skipped: … Write docstrings for the functions missing them to satisfy the coverage threshold.
✅ Passed checks (4 passed)
Check name Status Explanation
Description Check ✅ Passed Check skipped - CodeRabbit’s high-level summary is enabled.
Title check ✅ Passed The title accurately identifies updates to the Insights analyst example, which matches the README and script changes.
Linked Issues check ✅ Passed Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check ✅ Passed Check skipped because no linked issues were found for this pull request.
Full details: Docstring Coverage

Explanation

Docstring coverage is 20.00% which is insufficient. The required threshold is 80.00%. Docstring coverage is scoped to functions touched by this diff. Analyzed 10 functions across 2 files. (1 skipped: 1 unsupported.)

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Actionable comments posted: 1


  • 🪄 Fix CodeRabbit comments on this PR
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Inline comments:
In `@plugins/nemo-insights/examples/execute-agent-job/README.md`:
- Line 110: Update the cleanup description in the README to distinguish
source-scoped spans and trace_index from annotation deletion, which is scoped to
workspace and sessions containing demo spans and may remove unrelated
annotations in those sessions.

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📒 Files selected for processing (4)
  • plugins/nemo-insights/examples/execute-agent-job/README.md
  • plugins/nemo-insights/examples/execute-agent-job/reset_intake.py
  • plugins/nemo-insights/examples/execute-agent-job/seed_intake.py
  • plugins/nemo-insights/examples/execute-agent-job/submit_analysis_run.py
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  • plugins/nemo-insights/examples/execute-agent-job/submit_analysis_run.py

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Comment thread plugins/nemo-insights/examples/execute-agent-job/README.md Outdated
Signed-off-by: Mike Knepper <mknepper@nvidia.com>
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github-actions Bot commented Sep 23, 2026 •

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Suite Lines Covered Line Rate Branch Rate
Unit Tests 48818/60690 80.4% 64.7%
Integration Tests 31014/57662 53.8% 25.2%

@mikeknep
mikeknep enabled auto-merge September 23, 2026 19:48
@mikeknep
mikeknep added this pull request to the merge queue Sep 23, 2026
Merged via the queue into main with commit fd299c7 Sep 23, 2026
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@mikeknep
mikeknep deleted the analyst-example-updates/mknepper branch September 23, 2026 20:23
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2 participants