Review Architect drafts
Review Architect-generated outlines, briefs, and drafts before they move toward publishing.
QA
Adjudicator Agent
QA Layer for AI Content
Adjudicator reviews Architect-generated plans and drafts for accuracy, factual consistency, hallucinations, missing context, and weak reasoning.
Product animation
Architect drafts pass through content QA.
Adjudicator scans drafts against approved Knowledge Net facts, flags unsupported claims, and replaces them with verified facts.
Architect Agent
Content draft Unsupported claimKnowledge Net scan
Approved fact Source document Missing context Verified rewriteQA result
Claim corrected Verified fact inserted QA PassedCore capabilities
What this layer does.
It checks AI-generated content against approved Knowledge Net facts and source material, then corrects mistakes before content moves toward human review and publishing.
Check source-backed claims
Compare claims against approved facts and source documents.
Detect hallucinations
Flag hallucinated, unsupported, or overstated statements.
Correct weak sections
Replace factual mistakes and weak reasoning with verified, clearer content.
Improve trustworthiness
Improve clarity, completeness, factual consistency, and confidence in the draft.
Prepare for human review
Help ensure content is ready for final review and publishing.
Operating boundary
Inputs and outputs.
Each layer has a clear role so research, planning, review, publishing, and optimization stay auditable.
Primary input
Architect-generated outlines and drafts, approved Knowledge Net facts, source documents, and business context
Primary output
Corrected QA-passed drafts, flagged unsupported claims, factual fixes, and human-review notes
Next step
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