NREHub

FORGE SERIES — Production Guide & Framework

The "Earn Your Place" Test — for every item, answer YES to at least one:

1,476 words ~7 min

FORGE SERIES — Production Guide & Framework

Version: 1.0 (Pilot Phase) Created: 2026-08-30 Purpose: High-yield per-topic revision cards for NRE-I preparation

THE FORGE PHILOSOPHY

Every piece of content must earn its place by proving its exam relevance.

The “Earn Your Place” Test — for every item, answer YES to at least one:

  1. Has this appeared in NRE/past papers?
  2. Is this a common trap/error from recalled papers?
  3. Is this essential to understand the core concept?
  4. Will this help discriminate between answer choices?
  5. Is this a high-yield association the exam loves?

If NO to all five → CUT IT.

CARD STRUCTURE (9 ZONES)

Each Forge Card has exactly 9 zones. No more, no less.

Zone Purpose Word Guidance
🔑 One-Line Answer The distillation anchor — if everything else is forgotten, this survives 1-2 sentences max
🎯 Exam Attack Map How the NRE tests this topic — patterns, disguises, classic distractors 4-6 bullets
📋 Core Concept Must-know essentials — tables, algorithms, comparisons. NO paragraphs Tables preferred
⚠️ Trap Field Top 3-5 traps with reality checks 3-5 traps
🧠 Memory Anchor Mnemonic/visual/analogy to lock it in 1-3 anchors
🏥 Clinical Reasoning Trigger “When you see X, think Y because Z” 1-3 triggers
🔗 Cross-Links Connections to other cards with exam relevance 3-6 links
⚡ Rapid Fire 3-5 MCQs testing different angles 3-5 MCQs
✓ Confidence Check Self-assessment prompt 1 line

YIELD RATING SYSTEM

Stars Meaning Action
★★★★★ Appears in EVERY paper, multiple times Must know cold
★★★★☆ Appears in most papers High priority
★★★☆☆ Appears regularly Solid priority
★★☆☆☆ Appears occasionally Know the one-liner
★☆☆☆☆ Rarely tested Low priority

EVIDENCE HIERARCHY

For every piece of content, source from this priority:

  1. Tier 1 (Sacred): User’s own exam recalls, personal errors, confirmed remembered questions
  2. Tier 2: Real recalled/leaked NRE papers
  3. Tier 3: Intelligence reports
  4. Tier 4: NRE50 system data
  5. Tier 5: Official PM&DC syllabus
  6. Tier 6: PMDC/NRE mock banks
  7. Tier 7: MedCORE notes, planner lessons, cheatsheets
  8. Tier 8 (Support only): USMLE banks — never as primary NRE evidence

PRODUCTION WORKFLOW

Per-Card Workflow (30-60 minutes)

Step Action Time Source
1. MINE Gather exam-relevant data 10 min Past papers, intel, error logs, NRE50 data
2. DISTILL Extract only high-yield content 10 min Apply “Earn Your Place” test ruthlessly
3. STRUCTURE Fill the 9-zone template 15 min Template-driven
4. VALIDATE Check against exam patterns 5 min Does every zone serve exam performance?
5. POLISH Format, visual hierarchy, final review 5 min Clean, scannable, professional
6. SEAL Set aside, revisit after 48h for final check — Fresh eyes catch what tired eyes miss

Batch Production Strategy

  1. Mine the entire system first (gather all data)
  2. Map all topics in the system (syllabus + exam weightage)
  3. Create cluster maps (see the big picture)
  4. Produce cards cluster by cluster (maintains coherence)
  5. Cross-link after the cluster is complete (connections are clearer)

QUALITY STANDARDS

Per-Card Checklist

  • One-Line Answer is genuinely one line and genuinely high-yield
  • Exam Attack Map reflects real NRE patterns (not generic)
  • Core Concept has zero filler — every line earns its place
  • Every trap has a clear “why it’s wrong” + “why right is right”
  • Memory Anchor is actually memorable (test it)
  • Clinical Trigger uses a realistic vignette pattern
  • Cross-links are meaningful (not forced)
  • Rapid Fire MCQs test different angles (concept, trap, application)
  • All content traceable to evidence hierarchy

The Three-Pass Review

Pass 1: Content Review (Creator)

  • All zones filled completely
  • Every claim traceable to evidence hierarchy
  • No filler, no fluff
  • Traps are real traps (from error logs or recalls)

Pass 2: Exam-Pattern Review (Fresh Eyes)

  • Does this match how NRE actually tests?
  • Are the patterns accurate?
  • Would this card help answer a real exam question?

Pass 3: Peer Review (Another knowledgeable person)

  • Is the content accurate?
  • Is the discriminator clear?
  • Is the memory anchor actually memorable?
  • Would YOU use this card to revise?

The “60-Second Test”

Before finalizing any card, give it to someone knowledgeable and ask:

  • “Can you understand this topic from this card in 60 seconds?”
  • “What’s missing?”
  • “What’s unnecessary?”

PRODUCT ARCHITECTURE

Tier Structure

Tier Contents Price Target
🆓 Free Teaser 8-10 cards across subjects + 1 cluster map + guide Free
💰 Per Subject All cards for one subject + cluster maps + exam circuit + 50 MCQs $18-25
💰💰 Complete Bundle All subjects + all maps + complete circuit + 300+ MCQs + interactive PDF $80-120
💰💰💰 Forge Pro Everything + video walkthroughs + audio summaries + print edition + community $150-200
🏫 Institutional Bulk licenses for colleges Custom

Subject Coverage Plan

Subject Estimated Cards Priority
Medicine & Allied 40-50 cards HIGHEST (52 MCQs = 26%)
Surgery & Allied 35-40 cards HIGH (48 MCQs = 24%)
Obstetrics & Gynecology 15-18 cards MEDIUM (14 MCQs = 7%)
Paediatrics 15-18 cards MEDIUM (14 MCQs = 7%)
Ophthalmology 8-10 cards LOWER (6 MCQs = 3%)
ENT 8-10 cards LOWER (6 MCQs = 3%)
Applied Pathology 12-15 cards MEDIUM (11 MCQs = 5.5%)
Applied Anatomy 12-15 cards MEDIUM (11 MCQs = 5.5%)
Applied Physiology 10-12 cards MEDIUM (10 MCQs = 5%)
Clinical Pharmacology 10-12 cards MEDIUM (8 MCQs = 4%)
Applied Biochemistry 8-10 cards LOWER (6 MCQs = 3%)
Community Medicine 8-10 cards LOWER (6 MCQs = 3%)
Forensic Medicine 5-8 cards LOWEST (4 MCQs = 2%)

BRAND IDENTITY

Name: FORGE

Tagline: “Every topic, forged to perfection.”

Brand Values

  • Precision — exact, specific, no filler
  • Depth — covers every exam angle
  • Reliability — evidence-backed, accurate
  • Craftsmanship — genuine effort, not AI-generated fluff

Visual Identity

  • Colors: Dark charcoal base + electric blue accent
  • Subject colors: Medicine = blue, Surgery = red, OBGYN = purple, Peds = green, etc.
  • Typography: Clean sans-serif (Inter or similar)
  • Icons: Consistent icon set for each zone (🔑🎯📋⚠️🧠🏥🔗⚡✓)

IMPLEMENTATION ROADMAP

Phase 1: Foundation (Week 1-2) ✅ IN PROGRESS

  • Finalize card template
  • Create 3 pilot cards
  • Get feedback on pilot cards
  • Refine template based on feedback
  • Create style guide

Phase 2: Seed Content (Week 3-8)

  • Complete Free Teaser (8-10 cards)
  • Complete Medicine block (first sellable product)
  • Create cluster maps for Medicine
  • Set up sales infrastructure

Phase 3: Launch (Week 9-12)

  • Release Free Teaser publicly
  • Launch Medicine bundle
  • Collect testimonials
  • Begin Surgery block

Phase 4: Scale (Week 13-24)

  • Complete all major subjects
  • Launch Complete Bundle
  • Institutional outreach
  • Community building

METRICS FOR SUCCESS

Card Quality

  • Every card passes the 60-second test
  • Every card passes the three-pass review
  • Zero factual errors in published cards

Product Success

  • Free Teaser: 100+ downloads in first month
  • Conversion rate: 15% from free to paid
  • Student testimonials: 10+ genuine reviews
  • Exam results: Students who use Forge Cards score higher

Business Success

  • Break-even: Within 3 months of launch
  • Revenue target: $5K/month by month 6
  • Institutional clients: 5+ colleges by month 12

Framework designed by Craft for Ahmad’s NRE-I preparation system. This document is a living guide — update as the product evolves.