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Source-safe, review-gated, coordinate-first

How PrepAI turns official sources into reviewed Chemistry practice.

PrepAI uses official NCERT and CBSE sources to anchor structure, coordinates, paper patterns, and review evidence. Student-facing questions are original variants that pass source, answer, rubric, KaTeX, and review-state checks before they can enter practice.

Trust constraints

PrepAI shows how the study loop is constrained before asking for trust.

No unverifiable launch claims

Source-safe

Official sources guide structure and coordinates; PrepAI content stays coordinate-based.

Deterministic tools

Chemistry calculators and paper compilation use local rules, not runtime AI guesses.

Answer-masked

Answers, explanations, and rubrics stay locked until the student commits a response.

Review-gated

Questions must pass content review before DPP, practice, assignment, or mock use.

Secure rendering

Formula rendering uses KaTeX with trust:false and unsafe math commands blocked.

The source-to-practice pipeline

The methodology is designed to keep official material as locator evidence while protecting PrepAI from copied passages, answer leakage, unsafe formula rendering, and unreviewed drafts.

Step 1

Register the source

Each official reference receives authority, URL, source kind, locator type, hash status when local assets are reviewed, and a reuse boundary.

Step 2

Create the locator

Curriculum outcomes point to coordinate-only metadata such as chapter, page, section, paper year, subject, set, and question number.

Step 3

Draft original variants

Question stems, options, explanations, and rubrics are written as original PrepAI variants aligned to the outcome and misconception tag.

Step 4

Check math rendering

KaTeX content is checked with trust:false rules and unsafe script-like commands blocked before review approval.

Step 5

Review before exposure

Drafts move through DRAFT, QA_REVIEW, APPROVED, BLOCKED, and ARCHIVED states. Only APPROVED items can reach students.

Step 6

Mask answer material

Answer, explanation, rubric, and solution-revealing context remain outside the initial practice payload until the student commits.

What reviewers inspect

Content review is a product surface, not a hidden note. Each item should expose enough evidence for admins to approve, block, archive, or send it back without a code deploy.

Outcome code and topic path

Source locator and license/reuse state

Generated-original flag

Stem, options, answer, explanation, and rubric

Difficulty, marks, estimated seconds, and section type

Misconception tags for wrong options

KaTeX parse and sanitizer status

Reviewer decision and rollback status

Coordinate-only source proof

A PrepAI question can point to a source locator such as a chapter, section, page, paper year, set, or question number. That locator helps reviewers and parents understand where the concept belongs without placing textbook text or full paper text into the product page.

Example locator shape

Subject
CBSE Class XII Chemistry
Locator
Chapter, section, page, outcome
Question origin
Generated-original variant
Review state
DRAFT -> QA_REVIEW -> APPROVED

Claim ceiling

No official CBSE or NCERT partnership claim.

No copied textbook passages in public methodology copy.

No claim that every content item is already approved.

No guaranteed score improvement or 100 percent accuracy claim.

No live payment, school adoption, RLS, or provider-readiness claim.

Use the same methodology in practice.

Public tools teach the method. Review-gated practice checks whether the student can retrieve it.