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+# LARUN.SPACE - Hobbyist MVP Implementation Plan
+## Priority 1: Minimum Viable Product for Market Launch
+
+**Document:** MVP-LARUN-2026-001
+**Target Launch:** 6-8 weeks from start
+**Tier:** Hobbyist ($9/month, $89/year)
+**Goal:** 50-100 paying users in first 90 days
+
+---
+
+## EXECUTIVE SUMMARY
+
+This document defines the ABSOLUTE MINIMUM requirements to launch LARUN.SPACE Hobbyist tier. Everything not listed here is OUT OF SCOPE for MVP and deferred to Phase 2+.
+
+### What Hobbyist MVP IS:
+- Basic transit detection with decent accuracy (≥85% AUC acceptable for MVP)
+- Simple vetting diagnostics (odd-even, V-shape, secondary eclipse)
+- Web interface where users input TIC ID → get results
+- User accounts with usage limits (25 targets/month)
+- Payment processing ($9/month subscription)
+
+### What Hobbyist MVP is NOT:
+- FPP/NFPP calculation (Professional tier)
+- MCMC posterior distributions (Professional tier)
+- Gaia DR3 integration (Education+ tier)
+- Peer review system (Professional tier)
+- ExoFOP submission (Professional tier)
+- DOI assignment (Professional tier)
+- Multi-user/organization accounts (Education tier)
+- API access (Professional tier)
+
+---
+
+## PHASE 1: MVP TECHNICAL REQUIREMENTS
+
+### 1. DETECTION ENGINE (CRITICAL)
+
+#### 1.1 Transit Detection Model
+```
+Priority: P0 (Blocker)
+Status: [ ] Not Started / [ ] In Progress / [ ] Complete / [ ] Tested
+
+Requirements:
+- Accept TIC ID or coordinates as input
+- Retrieve TESS light curve from MAST
+- Run transit detection algorithm
+- Return: detected (yes/no), confidence score, period estimate
+
+Minimum Accuracy Target: 85% AUC (upgrade to 95% in Phase 2)
+
+Implementation Options (choose one):
+□ Option A: TinyML model (if already built)
+□ Option B: BLS + threshold-based detection
+□ Option C: Simplified CNN on phase-folded light curves
+
+Output Format:
+{
+  "tic_id": "string",
+  "detection": true/false,
+  "confidence": 0.0-1.0,
+  "period_days": float,
+  "depth_ppm": float,
+  "duration_hours": float,
+  "epoch_btjd": float,
+  "snr": float
+}
+```
+
+#### 1.2 BLS Periodogram
+```
+Priority: P0 (Blocker)
+Status: [ ] Not Started / [ ] In Progress / [ ] Complete / [ ] Tested
+
+Requirements:
+- Period search range: 0.5 - 30 days (MVP scope)
+- Return top 3 period candidates with power values
+- Processing time: < 60 seconds per target
+
+Libraries to Use:
+- astropy.timeseries.BoxLeastSquares
+- OR transitleastsquares (TLS) if already integrated
+
+Output Format:
+{
+  "periods": [float, float, float],
+  "powers": [float, float, float],
+  "best_period": float,
+  "best_power": float
+}
+```
+
+#### 1.3 Phase Folding
+```
+Priority: P0 (Blocker)
+Status: [ ] Not Started / [ ] In Progress / [ ] Complete / [ ] Tested
+
+Requirements:
+- Fold light curve at detected period
+- Bin data for visualization (50-100 bins)
+- Center transit at phase 0.0
+
+Output Format:
+{
+  "phase": [float array],
+  "flux": [float array],
+  "flux_err": [float array],
+  "binned_phase": [float array],
+  "binned_flux": [float array]
+}
+```
+
+---
+
+### 2. VETTING SUITE (CRITICAL)
+
+#### 2.1 Odd-Even Transit Test
+```
+Priority: P0 (Blocker)
+Status: [ ] Not Started / [ ] In Progress / [ ] Complete / [ ] Tested
+
+Purpose: Detect eclipsing binaries with different primary/secondary depths
+
+Implementation:
+1. Separate transits into odd (1,3,5...) and even (2,4,6...) groups
+2. Calculate mean depth for each group
+3. Compute significance of difference: |depth_odd - depth_even| / sqrt(err_odd² + err_even²)
+4. Flag if significance > 3σ
+
+Output Format:
+{
+  "odd_depth_ppm": float,
+  "even_depth_ppm": float,
+  "depth_difference_sigma": float,
+  "flag": "PASS" / "WARNING" / "FAIL",
+  "interpretation": "string"
+}
+
+Pass Criteria: depth_difference_sigma < 3.0
+```
+
+#### 2.2 V-Shape Detection
+```
+Priority: P0 (Blocker)
+Status: [ ] Not Started / [ ] In Progress / [ ] Complete / [ ] Tested
+
+Purpose: Distinguish planetary transits (flat bottom) from grazing binaries (V-shape)
+
+Implementation:
+1. Fit trapezoid model to phase-folded transit
+2. Calculate V-shape parameter: V = 1 - (flat_duration / total_duration)
+3. V near 0 = flat bottom (planet), V near 1 = V-shape (binary)
+
+Output Format:
+{
+  "v_shape_parameter": float,  // 0.0 to 1.0
+  "flag": "PASS" / "WARNING" / "FAIL",
+  "interpretation": "string"
+}
+
+Pass Criteria: v_shape_parameter < 0.5
+Warning: 0.5 - 0.7
+Fail: > 0.7
+```
+
+#### 2.3 Secondary Eclipse Check
+```
+Priority: P1 (Important)
+Status: [ ] Not Started / [ ] In Progress / [ ] Complete / [ ] Tested
+
+Purpose: Detect eclipsing binaries by finding eclipse at phase 0.5
+
+Implementation:
+1. Extract flux around phase 0.5 (±0.05)
+2. Compare to out-of-eclipse baseline
+3. Calculate depth and significance of any dip
+
+Output Format:
+{
+  "secondary_depth_ppm": float,
+  "secondary_significance": float,
+  "secondary_detected": true/false,
+  "flag": "PASS" / "WARNING" / "FAIL",
+  "interpretation": "string"
+}
+
+Pass Criteria: No significant secondary (significance < 3σ) OR secondary consistent with planetary thermal emission (depth < 500 ppm for hot Jupiters)
+```
+
+#### 2.4 Vetting Summary Generator
+```
+Priority: P0 (Blocker)
+Status: [ ] Not Started / [ ] In Progress / [ ] Complete / [ ] Tested
+
+Combine all vetting results into user-friendly summary:
+
+Output Format:
+{
+  "overall_disposition": "PLANET_CANDIDATE" / "LIKELY_FALSE_POSITIVE" / "INCONCLUSIVE",
+  "confidence_score": 0.0-1.0,
+  "tests_passed": int,
+  "tests_failed": int,
+  "tests_warning": int,
+  "recommendation": "string",
+  "details": {
+    "odd_even": {...},
+    "v_shape": {...},
+    "secondary": {...}
+  }
+}
+```
+
+---
+
+### 3. DATA ACCESS LAYER (CRITICAL)
+
+#### 3.1 MAST/TESS Integration
+```
+Priority: P0 (Blocker)
+Status: [ ] Not Started / [ ] In Progress / [ ] Complete / [ ] Tested
+
+Requirements:
+- Query by TIC ID
+- Retrieve 2-minute cadence light curves (preferred)
+- Fallback to FFI if 2-min not available
+- Handle multi-sector data (stitch up to 3 sectors for MVP)
+- Cache downloaded data to reduce API calls
+
+Libraries:
+- lightkurve (recommended)
+- astroquery.mast
+
+Key Functions Needed:
+□ get_light_curve(tic_id) -> LightCurve object
+□ get_available_sectors(tic_id) -> list of sectors
+□ stitch_sectors(light_curves) -> combined LightCurve
+
+Error Handling:
+- No data available: Return clear error message
+- Partial data: Process what's available with warning
+- API timeout: Retry with exponential backoff (3 attempts)
+```
+
+#### 3.2 TIC Lookup (Basic)
+```
+Priority: P1 (Important)
+Status: [ ] Not Started / [ ] In Progress / [ ] Complete / [ ] Tested
+
+Requirements:
+- Validate TIC ID exists
+- Retrieve basic stellar parameters (Teff, radius, magnitude)
+- Get known planet status (is this already a confirmed planet?)
+
+Output Format:
+{
+  "tic_id": "string",
+  "ra": float,
+  "dec": float,
+  "tmag": float,
+  "teff": float,
+  "radius_solar": float,
+  "known_planet_host": true/false,
+  "toi_designation": "string" or null
+}
+
+Note: Full Gaia integration deferred to Phase 2
+```
+
+---
+
+### 4. WEB INTERFACE (CRITICAL)
+
+#### 4.1 Landing Page
+```
+Priority: P0 (Blocker)
+Status: [ ] Not Started / [ ] In Progress / [ ] Complete / [ ] Tested
+
+Elements Required:
+□ Hero section with value proposition
+□ "How it works" 3-step explanation
+□ Pricing display ($9/month, $89/year)
+□ Sign up / Login buttons
+□ Sample result screenshot
+□ Footer with terms, privacy, contact
+
+Tech Stack Recommendation:
+- Next.js or React
+- Tailwind CSS for styling
+- Vercel for hosting
+```
+
+#### 4.2 User Authentication
+```
+Priority: P0 (Blocker)
+Status: [ ] Not Started / [ ] In Progress / [ ] Complete / [ ] Tested
+
+Requirements:
+□ Email/password registration
+□ Email verification
+□ Login / Logout
+□ Password reset
+□ Session management
+
+Implementation Options:
+□ Option A: NextAuth.js (recommended for Next.js)
+□ Option B: Firebase Auth
+□ Option C: Supabase Auth
+□ Option D: Auth0
+
+Security Requirements:
+- Passwords hashed with bcrypt (min 10 rounds)
+- HTTPS only
+- Secure session cookies (httpOnly, secure, sameSite)
+```
+
+#### 4.3 Analysis Interface
+```
+Priority: P0 (Blocker)
+Status: [ ] Not Started / [ ] In Progress / [ ] Complete / [ ] Tested
+
+User Flow:
+1. User enters TIC ID in search box
+2. System validates TIC ID exists
+3. User clicks "Analyze"
+4. Loading state while processing (show progress)
+5. Results displayed with visualizations
+
+Required UI Components:
+□ TIC ID input field with validation
+□ "Analyze" button
+□ Progress indicator (processing can take 30-60 seconds)
+□ Results panel with:
+  □ Detection verdict (Candidate / Not Detected / False Positive)
+  □ Confidence score visualization
+  □ Period and depth display
+  □ Phase-folded light curve plot (interactive)
+  □ Raw light curve plot
+  □ Vetting results breakdown
+  □ "Download Report" button (PDF)
+□ Error states for failed analyses
+
+Visualization Library:
+- Plotly.js (recommended for interactivity)
+- OR Chart.js
+- OR Recharts (if React)
+```
+
+#### 4.4 User Dashboard
+```
+Priority: P1 (Important)
+Status: [ ] Not Started / [ ] In Progress / [ ] Complete / [ ] Tested
+
+Required Elements:
+□ Analysis history (last 20 analyses)
+□ Usage counter (X / 25 targets this month)
+□ Subscription status
+□ Saved favorites (bookmark interesting targets)
+□ Account settings
+
+Analysis History Table Columns:
+- Date
+- TIC ID
+- Result (Candidate/FP/None)
+- Confidence
+- Actions (View, Delete)
+```
+
+#### 4.5 Subscription Management
+```
+Priority: P0 (Blocker)
+Status: [ ] Not Started / [ ] In Progress / [ ] Complete / [ ] Tested
+
+Requirements:
+□ Display current plan
+□ Upgrade/downgrade options
+□ Payment method management
+□ Billing history
+□ Cancel subscription
+
+Stripe Integration:
+□ Stripe Checkout for initial subscription
+□ Stripe Customer Portal for management
+□ Webhook handling for subscription events
+```
+
+---
+
+### 5. PAYMENT SYSTEM (CRITICAL)
+
+#### 5.1 Stripe Integration
+```
+Priority: P0 (Blocker)
+Status: [ ] Not Started / [ ] In Progress / [ ] Complete / [ ] Tested
+
+Products to Create in Stripe:
+□ Hobbyist Monthly: $9/month (price_xxxxx)
+□ Hobbyist Annual: $89/year (price_xxxxx)
+
+Webhook Events to Handle:
+□ checkout.session.completed -> Activate subscription
+□ customer.subscription.updated -> Update plan
+□ customer.subscription.deleted -> Deactivate account
+□ invoice.payment_failed -> Send warning email
+
+Implementation Checklist:
+□ Create Stripe account (if not exists)
+□ Set up products and prices
+□ Implement Checkout Session creation
+□ Set up webhook endpoint
+□ Test with Stripe test mode
+□ Go live with production keys
+```
+
+#### 5.2 Usage Limits Enforcement
+```
+Priority: P0 (Blocker)
+Status: [ ] Not Started / [ ] In Progress / [ ] Complete / [ ] Tested
+
+Hobbyist Limit: 25 targets per calendar month
+
+Implementation:
+1. Track analyses in database with timestamp
+2. Before each analysis, check count this month
+3. If limit reached, show upgrade prompt
+4. Reset counter on 1st of each month
+
+Database Schema:
+analyses {
+  id: uuid
+  user_id: uuid
+  tic_id: string
+  created_at: timestamp
+  result: jsonb
+}
+
+Query for limit check:
+SELECT COUNT(*) FROM analyses
+WHERE user_id = ?
+AND created_at >= date_trunc('month', now())
+```
+
+---
+
+### 6. BACKEND API (CRITICAL)
+
+#### 6.1 API Endpoints
+```
+Priority: P0 (Blocker)
+Status: [ ] Not Started / [ ] In Progress / [ ] Complete / [ ] Tested
+
+Required Endpoints:
+
+POST /api/auth/register
+POST /api/auth/login
+POST /api/auth/logout
+POST /api/auth/reset-password
+
+GET  /api/user/profile
+PUT  /api/user/profile
+GET  /api/user/usage
+
+POST /api/analyze
+  Input: { tic_id: string }
+  Output: { analysis_id: string, status: "processing" }
+
+GET  /api/analyze/:id
+  Output: Full analysis results
+
+GET  /api/analyses
+  Output: List of user's analyses (paginated)
+
+DELETE /api/analyses/:id
+
+POST /api/subscription/create-checkout
+POST /api/subscription/webhook (Stripe)
+GET  /api/subscription/portal
+```
+
+#### 6.2 Background Job Processing
+```
+Priority: P0 (Blocker)
+Status: [ ] Not Started / [ ] In Progress / [ ] Complete / [ ] Tested
+
+Analysis jobs should run async (30-60 second processing time)
+
+Options:
+□ Option A: Serverless function with longer timeout (Vercel Pro, AWS Lambda)
+□ Option B: Dedicated worker process (Railway, Render)
+□ Option C: Queue system (Redis + Bull, AWS SQS)
+
+Recommended for MVP:
+- Vercel Pro with 60-second function timeout
+- OR Railway with background worker
+
+Job Flow:
+1. POST /api/analyze creates job, returns job_id immediately
+2. Frontend polls GET /api/analyze/:id every 5 seconds
+3. Worker processes job, updates database
+4. Poll returns completed results
+```
+
+---
+
+### 7. DATABASE (CRITICAL)
+
+#### 7.1 Schema Design
+```
+Priority: P0 (Blocker)
+Status: [ ] Not Started / [ ] In Progress / [ ] Complete / [ ] Tested
+
+Recommended: PostgreSQL (Supabase, Railway, or Neon)
+
+Tables:
+
+users {
+  id: uuid PRIMARY KEY
+  email: string UNIQUE
+  password_hash: string
+  created_at: timestamp
+  email_verified: boolean
+  stripe_customer_id: string
+}
+
+subscriptions {
+  id: uuid PRIMARY KEY
+  user_id: uuid REFERENCES users
+  stripe_subscription_id: string
+  status: enum ('active', 'canceled', 'past_due')
+  plan: enum ('hobbyist_monthly', 'hobbyist_annual')
+  current_period_end: timestamp
+}
+
+analyses {
+  id: uuid PRIMARY KEY
+  user_id: uuid REFERENCES users
+  tic_id: string
+  status: enum ('pending', 'processing', 'completed', 'failed')
+  created_at: timestamp
+  completed_at: timestamp
+  result: jsonb
+  error: string
+}
+
+favorites {
+  id: uuid PRIMARY KEY
+  user_id: uuid REFERENCES users
+  tic_id: string
+  analysis_id: uuid REFERENCES analyses
+  created_at: timestamp
+}
+
+Indexes:
+- analyses(user_id, created_at) for usage counting
+- analyses(status) for job processing
+- users(email) for login
+- users(stripe_customer_id) for webhook handling
+```
+
+---
+
+### 8. INFRASTRUCTURE (CRITICAL)
+
+#### 8.1 Hosting Setup
+```
+Priority: P0 (Blocker)
+Status: [ ] Not Started / [ ] In Progress / [ ] Complete / [ ] Tested
+
+Recommended Stack for MVP:
+
+Frontend + API:
+□ Vercel (Next.js) - Free tier to start, Pro for longer functions
+
+Database:
+□ Supabase (PostgreSQL) - Free tier: 500MB, 2 projects
+□ OR Neon (PostgreSQL) - Free tier: 3GB
+
+Background Processing:
+□ Vercel Pro Functions (60s timeout)
+□ OR Railway worker ($5/month)
+
+File Storage (for cached light curves):
+□ Vercel Blob
+□ OR Supabase Storage
+□ OR AWS S3
+
+Domain:
+□ larun.space (if owned)
+□ Configure DNS
+□ SSL automatic via Vercel
+```
+
+#### 8.2 Environment Variables
+```
+Priority: P0 (Blocker)
+Status: [ ] Not Started / [ ] In Progress / [ ] Complete / [ ] Tested
+
+Required Environment Variables:
+
+# Database
+DATABASE_URL=postgresql://...
+
+# Auth
+JWT_SECRET=random-32-char-string
+NEXTAUTH_SECRET=random-32-char-string
+NEXTAUTH_URL=https://larun.space
+
+# Stripe
+STRIPE_SECRET_KEY=sk_live_...
+STRIPE_WEBHOOK_SECRET=whsec_...
+NEXT_PUBLIC_STRIPE_PUBLISHABLE_KEY=pk_live_...
+
+# Email (for verification, password reset)
+SMTP_HOST=smtp.sendgrid.net
+SMTP_USER=apikey
+SMTP_PASS=SG.xxxxx
+
+# Optional: Error tracking
+SENTRY_DSN=https://...
+```
+
+---
+
+## PHASE 1 IMPLEMENTATION CHECKLIST
+
+### Week 1-2: Core Detection Pipeline
+```
+□ Set up project repository
+□ Configure development environment
+□ Implement MAST data access
+□ Implement BLS periodogram
+□ Implement phase folding
+□ Implement transit detection (model or threshold-based)
+□ Write unit tests for detection pipeline
+□ Test on 10 known planets, 10 known false positives
+```
+
+### Week 3-4: Vetting & API
+```
+□ Implement odd-even test
+□ Implement V-shape detection
+□ Implement secondary eclipse check
+□ Create vetting summary generator
+□ Set up database (Supabase/Neon)
+□ Implement API endpoints
+□ Set up background job processing
+□ Test full pipeline end-to-end
+```
+
+### Week 5-6: Frontend & Auth
+```
+□ Create landing page
+□ Implement user authentication
+□ Build analysis interface
+□ Build results display with visualizations
+□ Build user dashboard
+□ Implement usage tracking
+□ Mobile responsive testing
+```
+
+### Week 7-8: Payments & Launch
+```
+□ Set up Stripe products
+□ Implement checkout flow
+□ Implement webhook handling
+□ Set up subscription management
+□ Production deployment
+□ Domain configuration
+□ Final testing (10 test users)
+□ Soft launch to early adopters
+□ Monitor and fix critical bugs
+```
+
+---
+
+## MVP SUCCESS CRITERIA
+
+### Launch Readiness Checklist
+```
+□ User can register and verify email
+□ User can subscribe via Stripe ($9/month or $89/year)
+□ User can input TIC ID and receive analysis within 2 minutes
+□ Analysis includes detection result + 3 vetting tests
+□ User can view analysis history
+□ Usage limit (25/month) is enforced
+□ User can cancel subscription
+□ System handles errors gracefully with user-friendly messages
+□ Site loads in < 3 seconds
+□ Works on mobile browsers
+```
+
+### Quality Thresholds
+```
+□ Detection accuracy: ≥85% on test set of 50 known planets
+□ False positive rate: <20% (can improve post-launch)
+□ API uptime: >99% (use Vercel/Railway reliability)
+□ Page load time: <3 seconds
+□ Analysis completion: <2 minutes for 95% of targets
+```
+
+### Post-Launch Week 1 Targets
+```
+□ 10+ registered users
+□ 3+ paying subscribers
+□ <5 critical bugs reported
+□ Zero security incidents
+□ Collect feedback from 5 users
+```
+
+---
+
+## WHAT'S EXPLICITLY OUT OF SCOPE FOR MVP
+
+Do NOT build these features for initial launch:
+
+```
+❌ FPP/NFPP Bayesian calculation (Phase 2)
+❌ Gaia DR3 integration (Phase 2)
+❌ MCMC posterior distributions (Phase 2)
+❌ Multi-sector stitching beyond 3 sectors (Phase 2)
+❌ TLS algorithm (BLS is sufficient for MVP)
+❌ Peer review system (Phase 3)
+❌ ExoFOP submission (Phase 3)
+❌ DOI assignment (Phase 3)
+❌ API access for users (Phase 3)
+❌ Education tier features (Phase 2)
+❌ Professional tier features (Phase 3)
+❌ Mobile app (Web responsive is sufficient)
+❌ Advanced stellar characterization
+❌ Centroid analysis
+❌ Real-time TESS data monitoring
+❌ Batch processing
+❌ Custom aperture photometry
+```
+
+---
+
+## RISK MITIGATION
+
+### Technical Risks
+```
+Risk: Detection accuracy too low
+Mitigation: Start with conservative thresholds, display confidence prominently, iterate based on user feedback
+
+Risk: MAST API rate limiting
+Mitigation: Implement caching, queue requests, show estimated wait times
+
+Risk: Processing takes too long
+Mitigation: Show progress indicator, process in background, email when complete
+
+Risk: Stripe integration issues
+Mitigation: Test thoroughly in test mode, start with simple checkout flow
+```
+
+### Business Risks
+```
+Risk: No users sign up
+Mitigation: Soft launch to astronomy communities (Reddit r/exoplanets, Twitter astronomy), offer free trial week
+
+Risk: Users churn after first month
+Mitigation: Collect feedback aggressively, iterate fast, add value quickly
+
+Risk: Competitors copy features
+Mitigation: Move fast, build community, iterate toward professional features
+```
+
+---
+
+## SUPPORT & DOCUMENTATION
+
+### Minimum Documentation for Launch
+```
+□ FAQ page (10 common questions)
+□ "How to use" tutorial (1 page with screenshots)
+□ Terms of Service
+□ Privacy Policy
+□ Contact email configured
+```
+
+### Support Channels
+```
+□ Email: support@larun.space
+□ Response time target: <24 hours
+□ Consider: Discord community (free, builds engagement)
+```
+
+---
+
+## METRICS TO TRACK FROM DAY 1
+
+```
+□ Total registered users
+□ Conversion rate (registered → paid)
+□ Monthly Active Users (MAU)
+□ Analyses per user per month
+□ Churn rate (monthly)
+□ Revenue (MRR)
+□ Error rate (failed analyses / total)
+□ Average processing time
+□ User feedback (NPS or simple rating)
+```
+
+Use: Vercel Analytics (free) + Stripe Dashboard + Simple database queries
+
+---
+
+## PHASE 2 PREVIEW (After MVP Success)
+
+Once MVP is stable with 50+ paying users:
+
+```
+Phase 2A: Accuracy Improvements (Month 3)
+- Upgrade detection model to 95% AUC
+- Add TLS algorithm option
+- Improve vetting accuracy
+
+Phase 2B: Education Tier (Month 4)
+- Simplified FPP calculation
+- Basic Gaia integration
+- Multi-user accounts
+- Admin dashboard
+- Curriculum materials
+
+Phase 2C: Professional Foundation (Month 5-6)
+- Full Bayesian FPP
+- MCMC posteriors
+- Enhanced Gaia integration
+- Peer review system (basic)
+```
+
+---
+
+## QUICK START COMMANDS
+
+```bash
+# Clone and setup (example for Next.js)
+npx create-next-app@latest larun-space --typescript --tailwind --app
+cd larun-space
+
+# Install key dependencies
+npm install @stripe/stripe-js stripe
+npm install next-auth
+npm install @supabase/supabase-js
+npm install plotly.js-dist-min react-plotly.js
+npm install lightkurve  # If using Python backend
+
+# Database setup (Supabase CLI)
+npx supabase init
+npx supabase db push
+
+# Run development
+npm run dev
+```
+
+---
+
+## EXISTING LARUN COMPONENTS TO REUSE
+
+The following components from the current LARUN codebase can be leveraged for MVP:
+
+### Already Implemented (Ready to Use)
+| Component | Location | Status |
+|-----------|----------|--------|
+| BLS Periodogram | `src/skills/periodogram.py` | ✅ Ready |
+| Phase Folding | `src/skills/periodogram.py` | ✅ Ready |
+| Odd-Even Test | `src/skills/vetting.py` | ✅ Ready |
+| V-Shape Detection | `src/skills/vetting.py` | ✅ Ready |
+| Secondary Eclipse | `src/skills/vetting.py` | ✅ Ready |
+| MAST Data Access | `src/pipeline/nasa_pipeline.py` | ✅ Ready |
+| Transit Detection | `src/model/spectral_cnn.py` | ⚠️ 81.8% AUC |
+| FastAPI Backend | `api.py` | ✅ Ready |
+
+### Needs Adaptation for Web
+| Component | Current | Needed for MVP |
+|-----------|---------|----------------|
+| CLI Interface | `larun.py` | → Web API endpoints |
+| Report Generator | `src/reporter/` | → PDF download |
+| Figure Generator | `src/skills/figures.py` | → Plotly.js |
+
+---
+
+## CONTACT & ESCALATION
+
+For MVP development questions:
+- Technical blockers: Document and escalate immediately
+- Scope creep: Refer to "OUT OF SCOPE" section
+- Timeline risk: Cut features, not quality
+
+---
+
+*This document is the single source of truth for MVP scope. Any feature not listed here requires explicit approval before implementation.*
+
+**START DATE:** _______________
+**TARGET LAUNCH:** _______________
+**OWNER:** Padmanaban
+
+---
+
+## DAILY STANDUP TEMPLATE
+
+```
+Yesterday:
+- [ ] What I completed
+
+Today:
+- [ ] What I'm working on
+
+Blockers:
+- [ ] Any issues preventing progress
+
+MVP Checklist Progress: X / 47 items complete
+```
+
+---
+
+*Document Version: 1.0*
+*Last Updated: February 2, 2026*