[Meta] Create AI Review Functionality / Create Technical Concept
>>> [!note] Migrated issue
<!-- Drupal.org comment -->
<!-- Migrated from issue #3575158. -->
Reported by: [breidert](https://www.drupal.org/user/135619)
>>>
<p>[Tracker]<br>
<strong>Update Summary: </strong>[One-line status update for stakeholders]<br>
<strong>Check-in Date: </strong>MM/DD/YYYY<br>
<strong>Additional Collaborators: </strong><br>
<em>Metadata is used by the <a href="https://www.drupalstarforge.ai/" title="AI Tracker">AI Tracker.</a> Docs and additional fields <a href="https://www.drupalstarforge.ai/ai-dashboard/docs" title="AI Issue Tracker Documentation">here</a>.</em><br>
[/Tracker]</p>
<h2>Summary</h2>
<p>Based on the agreed functional concept and UX design, define the technical approach for implementing the AI-powered content review system. This concept will be the foundation for implementation in the next sprint.</p>
<h2>Tasks</h2>
<ul>
<li>Define the architecture of the review pipeline: how reviews are triggered, how criteria are evaluated, and how results are stored and displayed</li>
<li>Specify the LLM integration points and how criteria templates (e.g. Markdown-based) are passed to the model</li>
<li>Define the severity classification model (blocking / warning / suggestion) at a technical level</li>
<li>Identify which Drupal APIs, hooks, and extension points will be used</li>
<li>Outline the module and recipe structure for packaging and distribution</li>
<li>Document dependencies, including the relationship with the <a href="https://www.drupal.org/project/ai_context">Context Control Center</a></li>
</ul>
<h3 id="summary-ai-usage">AI usage (if applicable)</h3>
<p>[x] AI Assisted Issue<br>
This issue was generated with AI assistance, but was reviewed and refined by the creator.</p>
<p>[ ] AI Assisted Code<br>
This code was mainly generated by a human, with AI autocompleting or parts AI generated, but under full human supervision.</p>
<p>[ ] AI Generated Code<br>
This code was mainly generated by an AI with human guidance, and reviewed, tested, and refined by a human.</p>
<p>[ ] Vibe Coded<br>
This code was generated by an AI and has only been functionally tested.</p>
> Related issue: [Issue #3573899](https://www.drupal.org/node/3573899)
> Related issue: [Issue #3574179](https://www.drupal.org/node/3574179)
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