Last updated: Aug 4, 2025, 11:26 AM UTC

Autonomous MVP Build Prompt v3: Design-First AI-Powered Development Framework

Status: Complete - Enhanced with v2 Lessons Learned & AI-First Design Standards
Purpose: Systematic autonomous development framework for production-ready SaaS with AI-first conversational interfaces
Version: 3.0 - Design-First Development Revolution
Target: Production-ready SaaS with professional AI-first conversational interfaces


Mission Statement

Transform comprehensive documentation into production-ready AI-first SaaS applications through design-first autonomous development with professional conversational interfaces, enhanced quality validation, and mandatory production testing - preventing all discovered v2 issues while building on proven v2 success.

This enhanced v3 framework delivers complete SaaS applications with:

  • Design-First Development with AI-first conversational interfaces (Phase 10 specifications)
  • Professional AI Integration with shadcn/ui components and loading states
  • Enhanced Quality Gates preventing all 15 v2 discovered issues
  • Mandatory Production Testing with real deployment validation
  • 25+ Enhanced Validation Tests ensuring professional standards

Critical v3 Enhancements Building on v2 Success

v2 Lessons Learned Integration (15 Critical Lessons)

BLOCKING Prerequisites (v2 Lessons #1-3):

  • API Keys FIRST: All external service credentials validated before any development starts
  • OpenRouter Priority: Primary AI provider over OpenAI direct integration for better model access
  • Production Testing: Mandatory Phase 4 real deployment validation prevents hidden issues

Design-First Standards (v2 Lessons #4-10):

  • Phase 10 & 13 Implementation: Wireframe compliance MANDATORY, not optional
  • CSS Conflict Resolution: Aggressive override strategies with !important and inline styles
  • Component Scope Isolation: Props-based data passing, never assume parent scope access
  • WCAG AA Contrast: 4.5:1 minimum contrast ratios validated upfront
  • Professional Layout: Proper spacing, padding, container sizing standards
  • Visual Verification: Screenshot-based validation for all UI changes
  • Professional Chat: Loading states, animations, typing indicators mandatory

Technical Excellence (v2 Lessons #11-15):

  • React Hydration: suppressHydrationWarning patterns for dynamic content
  • Database Compatibility: Supabase vs local PostgreSQL validation
  • Import Consistency: Validated import conventions and linting
  • Issue Documentation: Real-time tracking prevents repeat mistakes
  • User Feedback: Direct confirmation more accurate than developer assessment

AI-First Conversational Interface Standards (Phase 10 Updates)

Revolutionary Interface Paradigm:

  • Natural Language Primary: Chat interface dominates screen (70% layout)
  • AI Character Consistency: Professional personality with Maya branding
  • Conversational Workflows: Replace traditional forms with natural dialogue
  • Context-Aware Intelligence: AI remembers business goals and user preferences
  • 30-Second Results: Campaign creation through natural conversation

shadcn/ui Professional Components:

  • Component Architecture: Radix UI primitives with WCAG AA compliance
  • Design Token System: CSS variables for consistent theming
  • Professional Animations: Smooth message slide-ins and typing indicators
  • Responsive Design: Mobile-first with touch-optimized interactions
  • Loading States: Professional feedback for all AI processing

Enhanced v3 Framework Structure

Phase 0: External Service Prerequisites MANDATORY - API KEYS FIRST

  • CRITICAL: ALL API KEYS COLLECTED BEFORE BUILD (OpenRouter, Anthropic, Postmark, Stripe)
  • OpenRouter account configured (Primary AI provider - superior to OpenAI direct)
  • Anthropic account setup (Fallback AI provider with Claude integration)
  • Postmark domain verification with DKIM/SPF records configured
  • Database hosting ready (Supabase production account or local PostgreSQL)
  • Domain and DNS configured for email deliverability and hosting
  • Payment processing setup (Stripe/equivalent if subscription model)
  • All external API keys validated and functional before starting development

Phase 0.1: MANDATORY Design System Implementation DESIGN FIRST

  • BLOCKING: Phase 10 wireframes reviewed and understood (AI-first conversational specs)
  • BLOCKING: Phase 13 design system implemented (shadcn/ui + CSS variables)
  • shadcn/ui component library configured with Radix UI primitives
  • CSS variables and design tokens established for consistent theming
  • WCAG AA contrast validation completed (4.5:1 minimum ratios verified)
  • Professional layout standards applied (spacing, padding, responsive design)
  • AI-first conversational components built (chat interface, message bubbles, typing indicators)
  • Component library created matching exact wireframe specifications

Phase 0.2: CSS Architecture & Component Isolation TECHNICAL FOUNDATION

  • CSS conflict resolution strategies implemented (!important protocols, inline styles)
  • Component scope isolation validated (props-only data passing patterns)
  • React hydration error prevention (suppressHydrationWarning for dynamic content)
  • Import path consistency enforced (standardized module resolution)
  • Professional chat interface standards (loading states, animations, typing indicators)
  • Mobile-first responsive design validated (touch interactions, breakpoints)
  • Accessibility compliance verified (screen reader compatibility, keyboard navigation)

Phase 0.5: AI-First Architecture Validation MANDATORY FOR AI PLATFORMS

  • Revolutionary vs Incremental Test: Does removing AI eliminate core value proposition?
  • OpenRouter as Primary AI Provider: Default to OpenRouter for superior model access
  • Conversational Interface Architecture: Complete chat UI with AI character design
  • AI Safety Framework: Content quality, hallucination prevention, cost management
  • Business Integration Patterns: Natural language to action conversion specified
  • Professional Standards: Sub-2-second response times, professional loading states

Phase 1: Enhanced Pre-Build Assessment COMPREHENSIVE VALIDATION

  • Wireframe Compliance Analysis: AI-first conversational interface specifications validated
  • Business Model Validation: Multi-tenant architecture planned with complete user lifecycle
  • Revolutionary Feature Verification: AI-first capabilities planned, not incremental improvements
  • Commercial Platform Assessment: Legal compliance, customer experience, professional features
  • Design System Readiness: Phase 10/13 specifications understood and implementable
  • Technical Architecture Validation: shadcn/ui compatibility, component patterns, responsive design

Phase 1.5: Commercial SaaS Platform Validation MANDATORY FOR SAAS

  • Legal Compliance Framework: Terms of Service, Privacy Policy, GDPR compliance planned
  • Customer Experience Framework: Onboarding, help system, account management designed
  • Subscription & Monetization: Billing integration, usage tracking, tier management planned
  • Professional Service Integration: Enterprise features, API access, advanced integrations
  • Admin Portal Capabilities: User management, subscription oversight, system monitoring
  • Customer Support Infrastructure: Help systems, documentation, escalation procedures

Phase 2: Infrastructure + Design Foundation DESIGN-FIRST SETUP

  • AI-first conversational interface implemented (following Phase 10 specifications)
  • shadcn/ui component architecture established with professional design tokens
  • Multi-tenant database design with Row Level Security policies
  • Enhanced Docker environment with complete service stack and monitoring
  • Professional chat components (typing indicators, message animations, AI character)
  • CSS framework architecture with conflict resolution and component isolation
  • Responsive design foundation with mobile-first approach and touch optimization

Phase 3: Feature Development with Continuous Design Validation QUALITY-FIRST

  • AI-first conversational workflows implemented (natural language campaign creation)
  • Professional chat interface operational with loading states and animations
  • Component scope isolation maintained (props-based data passing validated)
  • Visual verification checkpoints (screenshot comparison against wireframes)
  • WCAG AA compliance validated throughout feature development
  • Complete CRUD operations implemented with professional UI components
  • Real-time design validation ensuring wireframe compliance maintained

Phase 4: MANDATORY Production Deployment Testing REAL-WORLD VALIDATION

  • Staging environment deployment (Vercel, Railway, or AWS with production setup)
  • Production database and services (external service integration in live environment)
  • Real-world network testing (performance under realistic conditions)
  • External service reliability (AI providers, email, payment processing in production)
  • User journey validation (complete workflows tested in production environment)
  • Performance benchmarking (response times, concurrent users, scalability)
  • Security validation (authentication, authorization, data protection in production)

Phase 5: Comprehensive Validation & Documentation PRODUCTION-READY

  • 25+ Enhanced Validation Test Suite (comprehensive platform coverage)
  • Visual regression testing (design compliance verification)
  • Professional quality validation (WCAG AA, performance, accessibility)
  • Complete service access guide (URLs, credentials, admin interfaces)
  • Production deployment documentation (environment setup, monitoring)
  • Framework improvements captured (v3 β†’ v4 evolution planning)

Enhanced 25+ Validation Test Suite

Core Platform Testing (8 Tests)

  1. User Authentication Flow - Complete signup, login, password recovery with multi-tenant isolation
  2. Multi-Tenant Data Isolation - User A cannot access User B data with RLS validation
  3. Complete CRUD Operations - All entities have functional Create, Read, Update, Delete
  4. API Endpoint Security - Authentication, authorization, input validation, rate limiting
  5. Database Performance - Query optimization, connection pooling, concurrent access
  6. Email Service Integration - Campaign creation and delivery validation in production
  7. Responsive Design - Mobile, tablet, desktop functionality with touch optimization
  8. Error Handling - Graceful degradation and professional user feedback

AI-First Platform Testing (7 Tests)

  1. LLM Provider Connectivity - OpenRouter integration with fallback to Anthropic
  2. Conversational Interface - Chat UI, message handling, typing indicators, animations
  3. AI Character Consistency - Professional personality, tone, brand alignment (Maya)
  4. Intent Recognition - Business domain understanding >90% accuracy
  5. Content Quality - Professional standards, brand consistency, hallucination detection
  6. Cost Management - Usage tracking, rate limiting, budget controls, optimization
  7. AI Safety - Content moderation, quality validation, error recovery patterns

Design System & UI Testing (5 Tests)

  1. shadcn/ui Component Integration - All components rendering correctly with proper styling
  2. CSS Conflict Resolution - No styling conflicts, proper cascade, responsive behavior
  3. WCAG AA Compliance - 4.5:1 contrast ratios, keyboard navigation, screen reader compatibility
  4. Visual Regression Testing - Screenshot comparison against Phase 10 wireframes
  5. Professional Animation Standards - Loading states, typing indicators, smooth transitions

Commercial SaaS Testing (5 Tests)

  1. Legal Compliance - Terms, Privacy Policy, GDPR functionality accessible
  2. Customer Onboarding - Guided tour, activation milestones, help integration
  3. Account Management - Self-service portal, billing integration, usage tracking
  4. Professional Features - API access, webhooks, enterprise capabilities
  5. Admin Portal - User management, subscription oversight, system monitoring

Professional Design Standards (Phase 10/13 Integration)

AI-First Conversational Interface Requirements

Chat Interface Architecture:

// Professional chat component structure
interface ChatInterfaceProps {
  isTyping: boolean;          // Loading state management
  messages: ChatMessage[];    // Conversation history
  aiCharacter: 'maya';        // Consistent AI personality
  responseTime: '<2s';        // Performance standard
}

// Message bubble styling (iOS-style with gradients)
const messageBubbleStyles = {
  user: 'bg-gradient-to-r from-blue-500 to-blue-600 text-white',
  assistant: 'bg-white border border-gray-200 text-gray-900',
  animation: 'slide-in 0.4s cubic-bezier(0.16, 1, 0.3, 1)'
};

Typography & Color Standards:

/* shadcn/ui CSS Variables for NudgeCampaign */
:root {
  --background: 0 0% 100%;           /* White background */
  --foreground: 222.2 84% 4.9%;      /* Dark text */
  --primary: 142 76% 36%;            /* Maya Green #22C55E */
  --primary-foreground: 0 0% 100%;   /* White on primary */
  --secondary: 210 20% 96%;          /* Light gray */
  --muted: 210 20% 96%;              /* Muted backgrounds */
  --border: 214 32% 91%;             /* Border color */
  --radius: 1.125rem;                /* Border radius */
}

/* Professional contrast ratios (WCAG AA compliance) */
.text-primary { color: hsl(142 76% 36%); }      /* 4.5:1 contrast minimum */
.text-foreground { color: hsl(222.2 84% 4.9%); } /* 7:1 contrast excellent */

Professional Animation Standards:

/* Typing indicator animation */
@keyframes typing-pulse {
  0%, 60%, 100% { transform: scale(1); opacity: 0.4; }
  30% { transform: scale(1.2); opacity: 1; }
}

/* Message slide-in animation */
@keyframes message-slide-in {
  from { opacity: 0; transform: translateY(20px) scale(0.95); }
  to { opacity: 1; transform: translateY(0) scale(1); }
}

Component Architecture Standards

shadcn/ui Integration Patterns:

  • Button Components: Default, secondary, outline, ghost variants with consistent styling
  • Card Components: Proper elevation, border radius, padding for content containers
  • Form Components: Input validation, error states, accessibility compliance
  • Navigation Components: Sidebar, breadcrumbs, dropdown menus with keyboard support
  • Feedback Components: Toast notifications, alert dialogs, loading indicators

Responsive Design Requirements:

  • Mobile-First: Start with 375px breakpoint, scale up to 1440px maximum
  • Touch Optimization: 44px minimum touch targets, proper spacing
  • Flexible Layouts: CSS Grid and Flexbox for responsive behavior
  • Container Sizing: Maximum 1440px width with proper margins and padding

Enhanced Quality Gates & Issue Prevention

Mandatory Validation Checkpoints (Preventing v2 Issues)

Prerequisites Validation (Lessons #1-3):

  • External service API keys validated and functional before development
  • OpenRouter configured as primary AI provider with fallback to Anthropic
  • Production deployment environment prepared and tested

Design System Validation (Lessons #4-10):

  • Phase 10 wireframes implemented exactly as specified
  • CSS conflicts resolved with proper cascade and specificity
  • Component scope isolation maintained with props-only data passing
  • WCAG AA contrast ratios verified (4.5:1 minimum)
  • Professional layout standards applied (spacing, padding, containers)
  • Visual verification completed with screenshot comparison
  • Professional chat interface with loading states and animations

Technical Implementation Validation (Lessons #11-15):

  • React hydration errors prevented with suppressHydrationWarning
  • Database compatibility validated (Supabase vs local PostgreSQL)
  • Import paths consistent with project conventions
  • Issue documentation completed for framework improvement
  • User feedback validation for visual confirmation

Real-Time Issue Documentation Protocol

Issue Tracking Framework (v2 Lesson #14):

## Issue Documentation Template

### Issue Identification
- **Discovery Context**: When and how issue was discovered
- **Impact Level**: CRITICAL/HIGH/MEDIUM/LOW
- **User Experience**: How issue affects user interaction
- **Framework Gap**: Which validation step missed this issue

### Solution Implementation  
- **Root Cause**: Technical reason for the issue
- **Solution Applied**: Specific fix implemented
- **Validation Method**: How fix was verified
- **Prevention Strategy**: Framework update to prevent recurrence

### Framework Enhancement
- **Quality Gate Addition**: New validation checkpoint needed
- **Documentation Update**: Framework documentation changes
- **v4 Recommendation**: Improvement for next framework version

Production Deployment Protocol (v2 Critical Lesson)

Phase 4: MANDATORY Real-World Validation

Production Environment Setup:

# Deploy to staging/production during development
vercel deploy --prod  # or Railway/AWS equivalent
# Configure production database and external services
# Set production environment variables and API keys
# Validate all service connections in production

Comprehensive Production Testing:

  • User Journey Validation: Complete signup β†’ campaign creation β†’ email sending workflow
  • AI Integration Testing: OpenRouter connectivity, response times, cost tracking
  • Performance Validation: Page load times <2s, API responses <500ms
  • Concurrent User Testing: 100+ simultaneous users supported
  • External Service Reliability: Email delivery, AI processing, payment handling
  • Security Validation: Authentication, authorization, data protection in production
  • Mobile Device Testing: iOS/Android responsiveness and touch interactions

Production Readiness Criteria:

## Production Launch Checklist

### πŸ” Security & Compliance
- [ ] Multi-tenant data isolation verified in production
- [ ] Authentication system secure with proper session management
- [ ] HTTPS enabled with proper SSL certificates
- [ ] API rate limiting and input validation active
- [ ] GDPR compliance features functional

### πŸ€– AI-First Platform Features
- [ ] OpenRouter integration operational with fallback
- [ ] Conversational interface responsive and professional
- [ ] AI character consistency maintained (Maya personality)
- [ ] Sub-2-second AI response times achieved
- [ ] Cost monitoring and usage limits enforced

### 🎨 Design System & UX
- [ ] Phase 10 wireframe compliance verified
- [ ] shadcn/ui components rendering correctly
- [ ] WCAG AA accessibility standards met
- [ ] Professional animations and loading states operational
- [ ] Mobile responsiveness validated across devices

### πŸ“Š Performance & Monitoring
- [ ] Page load performance <2s achieved
- [ ] Database queries optimized <100ms
- [ ] Error tracking and monitoring active
- [ ] Backup and recovery procedures tested
- [ ] Production deployment documentation complete

Enhanced Documentation Framework

Build Tracking Structure (Following v2 Success)

Location: docs/build-logs/build-v3/

Required Documents:

  • README.md: Build v3 overview and objectives
  • build-log.md: Daily progress with enhanced validation checkpoints
  • lessons-learned-v3.md: New discoveries building on v2's 15 lessons
  • gaps-analysis.md: Documentation completeness with severity classification
  • clarifications-needed.md: Decision points with options analysis
  • service-access-guide.md: Complete service access and admin documentation

Enhanced Verification Reports:

  • ai-first-architecture-validation.md: Conversational interface validation
  • design-system-validation.md: Phase 10/13 compliance verification
  • css-architecture-validation.md: Component scope and styling validation
  • commercial-platform-validation.md: SaaS business features validation
  • final-production-readiness.md: Complete deployment validation

Framework Evolution:

  • discovered-patterns.md: Successful implementation patterns
  • anti-patterns.md: Approaches to avoid
  • framework-v4-recommendations.md: Future framework enhancements

Service Access Guide Template

# Complete Service Access Guide - Build v3

## AI Services
- **OpenRouter**: https://openrouter.ai/keys - Primary AI provider
- **Anthropic**: https://console.anthropic.com/ - Fallback AI provider

## Development Environment
- **Local Application**: http://localhost:3001/dashboard
- **Admin Portal**: http://localhost:3001/admin  
- **Database Admin**: http://localhost:8080 (if using local PostgreSQL)

## Production Environment
- **Production URL**: [Deployed application URL]
- **Admin Access**: [Production admin portal]
- **Monitoring**: [Error tracking and performance monitoring]

## External Integrations
- **Email Service**: Postmark dashboard with domain verification
- **Payment Processing**: Stripe dashboard (if subscription model)
- **Domain Management**: DNS settings for email deliverability

Success Criteria & Framework Evolution

v3 Build Success Metrics

Design-First Development Achievement:

  • 100% Wireframe Compliance: Phase 10 AI-first conversational interface implemented exactly
  • Professional Quality: WCAG AA accessibility, sub-2s performance, mobile optimization
  • Component Architecture: shadcn/ui components with proper scope isolation
  • Visual Verification: Screenshot-based validation confirming design implementation

AI-First Platform Success:

  • Conversational Interface: Fully functional chat experience with Maya AI character
  • Natural Language Processing: >90% intent recognition for business domain
  • Professional Standards: Loading states, animations, typing indicators operational
  • Performance: Sub-2-second AI response times achieved consistently

Production Readiness Achievement:

  • Real Deployment: Application deployed and tested in production environment
  • External Integration: All services operational in live environment
  • User Journey: Complete workflows functional from signup to campaign sending
  • Quality Gates: All 25+ validation tests passed in production

Framework Enhancement Success:

  • Zero v2 Issues: All 15 v2 lessons learned prevented through quality gates
  • New Pattern Discovery: v3 improvements documented for v4 framework
  • Production Validation: Real-world testing integrated into development process
  • Design Standards: Professional UI/UX standards established and validated

v3 β†’ v4 Framework Evolution Planning

Areas for v4 Enhancement:

## Framework v4 Roadmap (Based on v3 Experience)

### Advanced Automation
- **AI-Assisted Development**: Code generation for common patterns
- **Automated Testing**: Enhanced test generation and validation
- **Performance Optimization**: Automated performance monitoring and optimization
- **Deployment Automation**: One-click production deployment with validation

### Enterprise Capabilities  
- **Multi-Product Support**: Framework for complex product suites
- **Advanced Security**: Enterprise-grade security patterns and compliance
- **Scalability Patterns**: Architecture for high-traffic applications
- **Team Collaboration**: Multi-developer framework coordination

### Community Integration
- **Pattern Library**: Shared component and pattern marketplace
- **Success Metrics**: Framework effectiveness measurement and improvement
- **Best Practice Database**: Community-driven pattern documentation
- **Certification Program**: Framework mastery validation and training

Conclusion: Design-First AI-Powered Development

This enhanced Framework v3 represents the evolution of autonomous development from technical proof-of-concept through commercial SaaS to professional AI-first applications. By integrating all v2 lessons learned with cutting-edge design standards, we now deliver:

Revolutionary Development Capabilities

  • Design-First Methodology with AI-first conversational interfaces as foundation
  • Professional Quality Standards with WCAG AA compliance and shadcn/ui components
  • Zero Issue Repetition through systematic prevention of all v2 discovered problems
  • Production-Ready Applications with real deployment validation throughout development

Proven Success Framework Enhanced

  • API Keys First: External service validation prevents development blockers
  • OpenRouter Integration: Superior AI model access and reliability vs OpenAI direct
  • Mandatory Production Testing: Real-world validation catches hidden issues early
  • Visual Verification: Screenshot-based validation ensures design compliance
  • Component Isolation: Props-based patterns prevent scope and hydration errors

Comprehensive Quality Assurance

  • 25+ Enhanced Validation Tests covering all platform aspects comprehensively
  • Real-Time Issue Documentation preventing repeat mistakes through systematic capture
  • Professional Animation Standards with loading states and user feedback
  • Accessibility Compliance with WCAG AA standards built into every component

Continuous Framework Evolution

v3 Success Factors:

  1. Design System Foundation: Phase 10/13 specifications as mandatory requirements
  2. Professional Component Architecture: shadcn/ui with proper isolation and responsive design
  3. AI-First Standards: Conversational interfaces with professional chat experience
  4. Production Validation: Real deployment testing reveals issues before launch

Transform comprehensive documentation into production-ready AI-first SaaS applications with professional conversational interfaces, enhanced quality validation, and proven deployment success - preventing all discovered issues while establishing new standards for autonomous development excellence.


Framework v3 Enhanced: Design-first AI-powered autonomous development with professional conversational interfaces, comprehensive quality validation, and production deployment excellence. Built from v2 success and systematic issue prevention.