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

Autonomous MVP Build Framework v2

Status: Draft
Based On: Lessons learned from build-v1 (2025-08-02)
Purpose: Enhanced framework for autonomous product development


Key Improvements from v1

1. Documentation Structure

  • Location: All build tracking in docs/build-logs/build-vX/
  • Consistency: Follow established project documentation patterns
  • Accessibility: Build history easy to find and reference

2. Prerequisites Phase

  • Phase 0: Manual Prerequisites & External Service Setup
  • Validation: All external services configured before development
  • Documentation: Complete setup guides and credential requirements

3. Testing Framework

  • Comprehensive Validation: 17+ automated tests covering all components
  • Continuous Verification: Test after each major component
  • Complete Workflows: End-to-end user experience validation

Enhanced Autonomous MVP Build Framework v2

Phase 0: Prerequisites Validation (NEW)

Objective: Ensure all external dependencies are configured before development starts

Checklist:

  • External service credentials gathered and documented
  • Docker environment verified and running
  • Database connections tested
  • Email service configured and tested
  • Authentication setup complete
  • Domain/hosting requirements identified
  • Required APIs accessible

Deliverable: Prerequisites validation report confirming all dependencies ready


Phase 0.5: AI-First Architecture Validation (NEW)

Objective: Validate AI-first platform requirements and ensure revolutionary AI technology is properly planned before development

Critical: This phase prevents the catastrophic gap from build-v1 where AI-first architecture was specified but traditional CRUD was implemented.

AI-First Platform Determination:

  • Revolutionary vs Incremental Test: Does removing AI eliminate core value proposition?
  • Interface Paradigm Validation: Does AI replace traditional forms/menus entirely?
  • Workflow Paradigm Test: Does AI generate/create rather than just assist?
  • Competitive Analysis: Research 5+ AI-first competitors vs AI-enhanced alternatives
  • New Product Category Validation: Does this create new category or improve existing?

LLM Provider & Technology Planning:

  • Provider Selection: OpenAI/Anthropic/Google comparison with cost analysis
  • Technical Capabilities Assessment: Context windows, response speed, rate limits
  • Cost Projections: Monthly estimates at 1K, 10K, 100K users
  • Integration Architecture: API abstraction layer design
  • Fallback Strategy: Secondary provider backup plan

Conversational Interface Architecture:

  • AI Character Definition: Personality, capabilities, communication style
  • Intent Analysis Engine: Business domain intent recognition patterns
  • Conversation Flow Design: Multi-turn dialog management specification
  • Voice Integration Planning: Speech-to-text and voice interaction patterns (if required)
  • Mobile Conversation Optimization: Touch interface and responsive design

AI Safety & Quality Framework:

  • Content Quality Standards: Professional tone and brand consistency requirements
  • Hallucination Prevention: Detection and validation systems planning
  • Cost Management Strategy: Usage limits, monitoring, and optimization
  • Error Recovery Patterns: Misunderstanding handling and human escalation
  • Performance Monitoring: Response time and quality tracking systems

AI Implementation Roadmap:

  • Phase 1 Scope: Core AI infrastructure (LLM integration, conversation management)
  • Phase 2 Scope: Conversational interface (chat UI, AI character implementation)
  • Phase 3 Scope: Business integration (intent-to-action, dynamic content generation)
  • Phase 4 Scope: Optimization (performance, cost management, advanced personalization)

Documentation Requirements:

  • AI Technology Architecture Specification: Complete technical implementation plan
  • Conversational UX Design Specification: Interface patterns and user experience
  • AI Implementation Priority Matrix: Phase-by-phase development roadmap
  • AI Safety Implementation Plan: Risk mitigation and quality assurance

Quality Gate: 100% AI-first validation confirmed AND complete technical architecture specified AND conversational UX designed AND safety framework planned. CRITICAL: If platform is not truly AI-first, pivot to AI-enhanced approach with traditional UI.

Deliverable: Complete AI-first architecture specification with implementation roadmap


Phase 1: Pre-Build Assessment, Design & Business Model Compliance

Objective: Analyze documentation completeness, design specifications, business model requirements, and development readiness

Enhanced Process:

  • Documentation gap analysis with scoring
  • WIREFRAME COMPLIANCE ANALYSIS: Detailed review of design specifications
  • BUSINESS MODEL VALIDATION: Architecture must support revenue model and customer acquisition
  • Revolutionary Feature Verification: Ensure revolutionary features are planned, not incremental
  • Multi-Tenancy Assessment: SaaS products require multi-user architecture
  • Technical feasibility assessment including AI/voice integration requirements
  • Resource requirement validation
  • Risk identification and mitigation planning
  • Documentation Location: docs/build-logs/build-vX/gaps-analysis.md

CRITICAL: Wireframe Compliance Checklist:

  • Design specifications reviewed and understood
  • Revolutionary features identified and planned
  • AI integration requirements defined
  • Voice interface capabilities planned
  • Conversational workflows designed
  • Technical stack supports design vision

CRITICAL: Business Model Compliance Checklist:

  • Multi-tenant architecture planned using SaaS development guide
  • User authentication and signup flows designed with complete lifecycle
  • Subscription management requirements identified with billing integration
  • Admin portal capabilities defined for user and subscription management
  • Customer data isolation designed with Row Level Security (RLS)
  • Usage tracking and limits architecture defined for subscription tiers
  • GDPR-compliant account deletion and data export planned
  • Architecture supports business scalability with proper multi-tenancy

CRITICAL: Core Technology Compliance Checklist:

  • AI-first validation completed (Phase 0.5 requirements)
  • LLM provider selected with technical and cost justification
  • Conversational interface architecture specified with complete UX design
  • AI character/assistant personality defined with consistent voice
  • Intent analysis patterns documented for business domain
  • Revolutionary technology validated - creates new product category (not incremental)
  • AI safety framework planned with monitoring and risk mitigation

CRITICAL: Commercial SaaS Platform Compliance Checklist (NEW):

  • Legal compliance framework planned (Terms, Privacy, GDPR)
  • Customer onboarding and help system designed
  • Account management and user self-service planned
  • Usage tracking and limits architecture defined
  • Subscription and billing integration planned
  • Customer support infrastructure designed
  • Professional service integration depth specified
  • Business intelligence and reporting planned

Quality Gate: 95%+ readiness score AND 100% wireframe compliance AND 100% business model compliance AND 100% core technology compliance AND 100% commercial platform compliance required to proceed


Phase 1.5: Commercial SaaS Platform Validation (NEW)

Objective: Validate commercial-ready platform requirements and ensure professional SaaS features are planned before development

Critical: This phase prevents the commercial platform gap from build-v1 where a technical MVP was built without essential SaaS business features.

Legal & Compliance Framework Planning:

  • Terms of Service Requirements: Legal framework for service usage and liability
  • Privacy Policy Specification: GDPR/CCPA compliance and data processing disclosure
  • Data Processing Agreements: Customer data handling and processor obligations
  • Compliance Standards Research: Industry-specific regulatory requirements
  • Legal Review Process: Attorney consultation and approval workflow planned

Customer Experience Framework Planning:

  • User Onboarding System: Multi-step guided tour and feature introduction
  • Help & Documentation System: Searchable knowledge base and tutorial system
  • Customer Support Infrastructure: Ticketing system, live chat, escalation procedures
  • Account Management Portal: Self-service account settings, billing, usage monitoring
  • User Communication System: Email notifications, in-app announcements, status updates

Subscription & Monetization Framework Planning:

  • Subscription Tier Architecture: Free trial, paid plans, enterprise features defined
  • Usage Tracking & Limits: Feature limits, API rate limits, storage quotas
  • Billing Integration Planning: Payment processing, invoicing, subscription management
  • Usage Analytics & Reporting: Customer usage dashboards and business intelligence
  • Conversion Optimization: Trial-to-paid conversion flows and upgrade prompts

Professional Service Integration Planning:

  • Advanced Integration Features: Webhook systems, API access, enterprise connectors
  • Template & Marketplace Systems: Pre-built templates, community contributions
  • Professional Services Support: Implementation assistance, consulting integration
  • Enterprise Feature Set: SSO, advanced security, dedicated support, SLAs
  • Partner & Reseller Framework: Channel partner support and white-label options

Operational Readiness Planning:

  • Monitoring & Alerting Systems: Uptime monitoring, performance alerts, incident response
  • Backup & Disaster Recovery: Data backup, service continuity, recovery procedures
  • Security Framework: Penetration testing, vulnerability management, security audits
  • Scalability Planning: Load balancing, database scaling, performance optimization
  • Business Continuity: Service level objectives, maintenance windows, communication

Documentation Requirements:

  • Commercial Platform Architecture Specification: Complete business feature implementation plan
  • Legal Compliance Implementation Guide: Step-by-step legal framework setup
  • Customer Experience Journey Map: Onboarding, support, and lifecycle management
  • Subscription & Billing Integration Plan: Payment processing and monetization implementation

Quality Gate: 100% commercial platform validation confirmed AND complete business feature architecture specified AND legal compliance planned AND customer experience designed. CRITICAL: If platform lacks commercial readiness planning, develop additional business features before proceeding.

Deliverable: Complete commercial SaaS platform specification with implementation roadmap


Phase 2: Environment Setup & Tracking

Objective: Initialize development environment and tracking systems

Enhanced Process:

  • Create build tracking structure in docs/build-logs/build-vX/
  • Initialize comprehensive todo tracking system
  • Set up Docker environment with health checks
  • Configure automated testing framework
  • Establish continuous validation checkpoints

Quality Gate: All tracking systems operational, Docker environment healthy


Phase 3: Design-First Feature Development

Objective: Build revolutionary features with continuous wireframe compliance validation

Enhanced Process:

  • WIREFRAME-FIRST DEVELOPMENT: Build exactly what wireframes specify
  • Revolutionary Feature Implementation: AI integration, voice interface, conversational workflows
  • Mobile-first responsive design from start
  • Comprehensive testing after each component
  • Wireframe Compliance Verification: Regular checks against design specifications
  • Complete user workflow validation (not just API testing)
  • Server log analysis for error detection
  • Dependency verification and UI compilation checks

CRITICAL: Wireframe Compliance Checkpoints:

  • After each major component: matches wireframe specification
  • Revolutionary features implemented as designed
  • AI integration functional with LLM provider connectivity
  • Conversational interface operational with chat UI and AI character
  • Intent analysis working with business domain understanding
  • Voice interface operational (if specified in wireframes)
  • AI-generated content quality validated with professional standards

CRITICAL: Commercial Platform Compliance Checkpoints:

  • Legal pages implemented (Terms, Privacy, GDPR compliance)
  • User onboarding system functional with guided tour
  • Account management portal operational with self-service features
  • Usage tracking and limits enforced with subscription management
  • Customer support infrastructure accessible with help system
  • Professional integrations functional with webhook handling

Quality Gate: 100% test success rate AND 100% wireframe compliance maintained throughout


Phase 4: Integration & Testing

Objective: Comprehensive system integration with automated validation

Enhanced Process:

  • Run full automated test suite (17+ tests)
  • Verify complete user workflows end-to-end
  • Performance optimization and monitoring
  • Security validation and error handling
  • Production readiness assessment

Quality Gate: 100% automated test success rate


Phase 5: Final Validation & Documentation

Objective: Complete system verification and knowledge capture

Enhanced Process:

  • Generate comprehensive verification report
  • Document lessons learned and framework improvements
  • CREATE COMPLETE SERVICE ACCESS GUIDE - URLs, credentials, admin interfaces
  • GENERATE TROUBLESHOOTING DOCUMENTATION - Common issues and solutions
  • PROVIDE ADMIN SETUP INSTRUCTIONS - User management and configuration
  • Create production deployment guide
  • Capture knowledge for future builds
  • Update framework based on learnings

Quality Gate: Production-ready status confirmed


Enhanced Testing Methodology

Continuous Validation Requirements:

  1. After Each Component:

    • API endpoints functional
    • Database operations working
    • UI pages loading without errors
    • ALL REFERENCED COMPONENTS EXIST AND RENDER
    • ALL INTERACTIVE ELEMENTS FUNCTIONAL (buttons, forms, links)
    • COMPLETE CRUD OPERATIONS IMPLEMENTED (Create, Read, Update, Delete)
    • EDIT BUTTONS CONNECT TO ACTUAL EDIT FUNCTIONALITY
    • NO DEAD/NON-FUNCTIONAL UI ELEMENTS EXIST
    • Server logs clear of critical errors
    • Dependencies installed and functional
  2. Complete User Workflows (MANDATORY):

    • NEW USER CAN CREATE FIRST CAMPAIGN (end-to-end)
    • USER CAN EDIT EXISTING CAMPAIGN (complete workflow)
    • USER CAN CREATE AUTOMATION (from start to finish)
    • USER CAN MANAGE CONTACTS (complete CRUD)
    • USER CAN ACHIEVE BUSINESS VALUE (send first email)
    • End-to-end feature functionality
    • Mobile responsiveness verified
    • Navigation between pages working
    • Error handling graceful
    • Performance acceptable
  3. System Integration & Usability:

    • All services communicating
    • External APIs responding
    • EXTERNAL SERVICES CONFIGURED FOR IMMEDIATE USE
    • n8n HAS INITIAL WORKFLOWS AND SETUP INSTRUCTIONS
    • Database connections stable
    • Email delivery functioning
    • Automation systems operational
    • ONBOARDING PROVIDES CLEAR PATH TO SUCCESS

Automated Test Framework Requirements:

  • Minimum 25 validation tests for comprehensive platform coverage
  • Core functionality coverage: All major components and features
  • AI testing suite: LLM integration, conversation quality, safety measures (10 test suites)
  • Commercial platform testing: Onboarding, support, account management, legal compliance
  • Performance metrics: Response times, uptime, scalability, cost efficiency
  • Error handling scenarios: Graceful degradation and recovery testing
  • Complete user journeys: End-to-end business value achievement validation
  • Security testing: Authentication, authorization, data protection, API security
  • Accessibility testing: WCAG compliance and assistive technology support

CRUD Completeness Validation (NEW):

Mandatory for All Data Entities:

  • CREATE: New record creation functional and tested
  • READ: Data listing/viewing functional and tested
  • UPDATE: Data editing functional and tested (CRITICAL - often missed)
  • DELETE: Data removal functional and tested

Interactive Element Validation:

  • All buttons have functional onClick handlers or href targets
  • Edit buttons lead to working edit forms and API endpoints
  • Form submissions connect to working backend APIs
  • No dead/broken interactive elements exist
  • User clicks produce expected results

Edit Functionality Checklist:

  • Edit buttons exist AND have onClick handlers
  • Edit forms created for all editable entities
  • Edit API endpoints (PUT/PATCH) implemented
  • Edit forms pre-populate with existing data
  • Edit submissions update data correctly
  • UI reflects changes after successful edit

Commercial SaaS Platform Validation (NEW):

Legal & Compliance Validation:

  • Terms of Service and Privacy Policy pages implemented
  • GDPR compliance framework functional
  • Data processing consent management working
  • Legal compliance accessible and complete

Customer Experience Validation:

  • User onboarding tour implemented and functional
  • Help system and documentation accessible
  • Account management dashboard operational
  • Customer support infrastructure functional

Usage & Monetization Validation:

  • Usage tracking and limits enforced
  • Subscription management integrated
  • Usage reports and analytics available
  • Billing and payment processing functional

Professional Integration Validation:

  • Service integrations include webhook handling
  • Professional features beyond basic functionality
  • Template marketplaces and guided setup available
  • Business intelligence and reporting operational

AI-First Technology Validation (NEW):

LLM Integration Validation:

  • LLM provider connection established and responding to queries
  • API abstraction layer functional with fallback provider support
  • Token usage tracking operational with cost monitoring
  • Rate limiting handling implemented with queue management
  • Error handling functional for API failures and timeouts

Conversational Interface Validation:

  • Chat interface components rendered and responsive on all devices
  • AI character personality consistent across all interactions
  • Message bubble design implemented with proper visual hierarchy
  • Typing indicators and loading states functional
  • Voice input integration working (if specified)
  • Quick reply and action buttons functional

AI Conversation Quality Validation:

  • Intent recognition accuracy >90% for business domain queries
  • Multi-turn conversation coherence maintained across dialog sessions
  • Business context integration working with user/company data
  • Content generation quality professional and brand-consistent
  • Error recovery patterns functional for misunderstandings
  • Conversation state persistence working across sessions

AI Business Integration Validation:

  • Natural language to action conversion functional
  • AI-generated workflows executable in automation systems
  • Dynamic content creation operational (emails, campaigns, etc.)
  • Business data integration working with AI conversations
  • AI recommendations relevant and actionable for users

AI Safety & Monitoring Validation:

  • Content moderation filters active and preventing inappropriate content
  • Hallucination detection operational with confidence scoring
  • Cost monitoring and limits enforced to prevent budget overruns
  • Performance monitoring dashboards functional for AI metrics
  • Human escalation triggers working for complex or failed scenarios

Multi-Tenant SaaS Platform Testing Validation (NEW):

Authentication & User Isolation Testing:

  • User signup and verification functional with email confirmation working
  • Multi-user authentication isolated - users only see their own data
  • Row Level Security (RLS) policies effective preventing cross-user data access
  • Session management secure with proper logout and session expiration
  • Admin authentication elevated with proper role-based access control

Subscription & Usage Limit Testing:

  • Usage tracking accurate for contacts, emails, and automations
  • Subscription tier limits enforced preventing overage usage
  • Billing integration functional with payment processing working
  • Plan upgrade/downgrade working with immediate limit changes
  • Trial expiration handling with proper conversion flows

Admin Management Testing:

  • User management functional - view, suspend, modify user accounts
  • Subscription management operational - change plans, billing status
  • Admin analytics accurate - user metrics, revenue tracking, usage reports
  • Admin audit logging working - all administrative actions tracked
  • Admin security isolation - admin actions properly authorized

Data Isolation & Security Testing:

  • Cross-tenant data isolation verified - User A cannot access User B data
  • API endpoint security validated - user_id properly filtered in all endpoints
  • Database RLS policies tested - direct database access properly isolated
  • Account deletion GDPR compliant - complete data removal and export
  • Data export functionality complete - user can export all their data

Commercial Platform Testing Validation (NEW):

Customer Onboarding Testing:

  • Onboarding flow completion functional with guided tour working
  • User activation milestones achieved with first success moments
  • Onboarding personalization working with role-based flows
  • Progress tracking and resumption functional across sessions
  • Help integration operational with contextual assistance

Help & Support System Testing:

  • Knowledge base searchable with accurate search results
  • Self-service help functional with comprehensive documentation
  • Multi-channel support accessible (chat, email, phone)
  • Support request tracking operational with status updates
  • Contextual help working with location-aware assistance

Account Management Testing:

  • Self-service account management functional with profile editing
  • Billing and subscription management operational with payment processing
  • Usage tracking and analytics accurate with real-time data
  • Security controls functional (2FA, API keys, access logs)
  • Team management operational with role-based permissions

Professional Platform Standards Testing:

  • Professional visual design implemented with consistent branding
  • Performance standards met (sub-2-second loading, high uptime)
  • Security indicators visible with compliance badges displayed
  • Enterprise features functional (SSO, advanced security, APIs)
  • Trust elements displayed (testimonials, security certifications)

Legal Compliance Testing:

  • Terms of service accessible and legally compliant
  • Privacy policy implemented with GDPR/CCPA compliance
  • Consent management functional with granular privacy controls
  • Data subject rights operational (access, correction, deletion)
  • Legal compliance monitoring active with update procedures

Mobile-First Development Standards

Responsive Design Requirements:

  • Start with mobile layouts first
  • Use flexible grid systems (grid sm:grid-cols-2 lg:grid-cols-3)
  • Implement responsive typography (text-2xl lg:text-3xl)
  • Ensure touch-friendly interactions
  • Test across multiple screen sizes

Component Standards:

  • Responsive button layouts (w-full sm:w-auto)
  • Flexible spacing (gap-2 lg:gap-4)
  • Adaptive navigation (flex-col lg:flex-row)
  • Scalable containers (px-4 py-8)

Error Handling Strategy

Graceful Degradation Requirements:

  • External services may be unavailable
  • Provide meaningful user feedback
  • Don't fail completely for optional features
  • Log errors appropriately
  • Plan for service setup scenarios

User Experience Standards:

  • Clear error messages
  • Helpful guidance for setup requirements
  • Progressive enhancement approach
  • Fallback functionality where possible

Quality Gates & Metrics

Development Quality Gates:

  1. Prerequisites: All external dependencies ready
  2. AI-First Validation: Revolutionary AI architecture confirmed (for AI platforms)
  3. Commercial Platform Validation: SaaS business features planned (for commercial platforms)
  4. Environment: Docker and tracking systems operational
  5. Components: Each feature 100% tested before proceeding
  6. Integration: Complete system functionality verified
  7. Production: Comprehensive validation passed

Success Metrics:

  • Test Coverage: 100% for critical paths with 25+ automated tests
  • Performance: Sub-2-second response times for 95% of interactions
  • Mobile Experience: Functional across all devices with responsive design
  • Documentation: Complete build tracking with comprehensive guides
  • Production Readiness: Deployment-ready status with all quality gates passed
  • AI Performance: >90% intent recognition accuracy and professional content quality (for AI platforms)
  • Commercial Readiness: Professional UX, legal compliance, and enterprise features operational (for SaaS platforms)
  • Customer Experience: Onboarding, help system, and account management fully functional

Framework Application Process

For Each New Build:

  1. Initialize Build Structure:

    mkdir -p docs/build-logs/build-vX/
    
  2. Run Prerequisites Phase:

    • Validate all external services
    • Gather required credentials
    • Test connectivity and access
  3. Run AI-First Validation Phase (for AI platforms):

    • Validate revolutionary vs incremental determination
    • Select LLM provider with cost analysis
    • Design conversational interface architecture
    • Plan AI safety and quality framework
  4. Run Commercial Platform Validation Phase (for SaaS platforms):

    • Plan legal compliance framework
    • Design customer experience journey
    • Architect subscription and monetization system
    • Design professional service integrations
  5. Execute Enhanced Build Process:

    • Follow v2 framework phases
    • Maintain continuous validation
    • Document decisions and learnings
  6. Capture Improvements:

    • Update lessons learned
    • Enhance framework based on discoveries
    • Improve process for next build

Documentation Templates

Required Tracking Documents:

  • build-log.md - Daily progress and decisions
  • gaps-analysis.md - Documentation completeness assessment
  • verification-report.md - Component-specific testing
  • final-verification-report.md - Complete system validation
  • lessons-learned.md - Framework improvements
  • clarifications-needed.md - User input requirements
  • service-access-guide.md - NEW: Complete guide for accessing all services
  • ai-architecture-specification.md - NEW: AI technology implementation plan
  • conversational-ux-specification.md - NEW: Chat interface and AI character design
  • commercial-platform-specification.md - NEW: Complete business feature implementation plan
  • legal-compliance-guide.md - NEW: Legal framework and compliance implementation

Required Operational Documents (NEW):

  • service-access-guide.md - URLs, credentials, and access instructions for all services
  • admin-setup-guide.md - Admin portal access and configuration
  • troubleshooting-guide.md - Common issues and solutions
  • environment-setup.md - Complete environment variable and configuration guide

Required AI Research Guides (NEW):

  • docs/private/guides/development/ai-service-implementation-guide.md - LLM integration patterns and provider abstraction
  • docs/private/guides/research/ai-architecture-research-guide.md - AI-first vs AI-enhanced validation methodology
  • docs/private/guides/research/conversational-ux-research-guide.md - Chat interface design and user experience patterns

Required Commercial Platform Research Guides (NEW):

  • docs/private/guides/research/legal-compliance-research-guide.md - Legal framework and regulatory compliance methodology
  • docs/private/guides/research/commercial-ux-research-guide.md - Professional UX and customer experience standards

Required Testing Guides (NEW):

  • docs/private/guides/testing/ai-implementation-testing-guide.md - Comprehensive AI testing methodology with 10 test suites

Required SaaS Development Guides (NEW):

  • docs/private/guides/development/saas-multi-tenancy-development-guide.md - Complete multi-tenant SaaS architecture, user lifecycle, admin management, and business model integration

Documentation Standards:

  • All files in docs/build-logs/build-vX/
  • Consistent naming and structure
  • Comprehensive decision tracking
  • Clear success criteria
  • Actionable improvement recommendations

Expected Outcomes

Framework v2 Improvements:

  • Faster Setup: Prerequisites validated upfront
  • Higher Quality: Comprehensive testing throughout
  • Better Documentation: Consistent structure and tracking
  • Fewer Issues: Early error detection and resolution
  • Reproducible Process: Clear steps and quality gates
  • AI-First Validation: Revolutionary AI architecture properly planned and implemented
  • Commercial Platform Readiness: Professional SaaS features and legal compliance integrated

Build Success Criteria:

  • 100% automated test success rate
  • Production-ready deployment status
  • Complete user workflow functionality
  • Mobile-responsive across all devices
  • Comprehensive documentation and tracking
  • AI-first architecture validated and implemented (for AI platforms)
  • Conversational interface functional with professional AI character
  • Revolutionary technology differentiators delivered as specified

Autonomous MVP Build Framework v2 - Enhanced with lessons learned from successful build-v1 completion