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docs: fix CLAUDE/README drift — 6 models + NLQ surfaces (#125)#130

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William-Hill merged 1 commit into
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fix/issue-125-docs-drift
May 3, 2026
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docs: fix CLAUDE/README drift — 6 models + NLQ surfaces (#125)#130
William-Hill merged 1 commit into
mainfrom
fix/issue-125-docs-drift

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Summary

Docs-only fix for #125: align CLAUDE.md, root README.md, and codebenders-dashboard/DASHBOARD_README.md with the authoritative inventory in codebenders-dashboard/content/ai-transparency.ts.

Changes

  • 6 ML models (retention, time-to-credential, credential type, gateway math, gateway English, first-semester low-GPA) replacing outdated “5 models” / early-warning / course-GPA-only framing where it implied a fifth standalone trained model.
  • NLQ: three OpenAI gpt-4o-mini routes (analyze, query-summary, explain-pairing), rule-based fallback in lib/prompt-analyzer.ts, external schools.syntex-ai.com API when not on direct DB.
  • All three files now explicitly reference codebenders-dashboard/content/ai-transparency.ts as the source of truth.

Verification

grep -rn '5 ML models\|5 models' CLAUDE.md README.md codebenders-dashboard/DASHBOARD_README.md  # no matches
grep -n 'OpenAI (natural language query analysis)' CLAUDE.md  # no matches

Closes #125

Made with Cursor

- Document 6 ML models and gateway/low-GPA surfaces per ai-transparency.ts
- Document 3 gpt-4o-mini routes, prompt-analyzer fallback, syntex data API
- Point all three docs at codebenders-dashboard/content/ai-transparency.ts as source of truth

Co-authored-by: Cursor <cursoragent@cursor.com>
@William-Hill William-Hill merged commit ee45648 into main May 3, 2026
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@William-Hill William-Hill deleted the fix/issue-125-docs-drift branch May 3, 2026 14:44
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fix: docs drift — CLAUDE.md and README claim 5 ML models / 'OpenAI for NLQ' but reality is 6 models + 3 distinct OpenAI routes

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