Dynamo

[gauravpandeydigilantern]

Project Roadmap: Domain-Specific Knowledge Mesh

1. Project Goals:

• Unified Data Management: Create a system that ingests and manages data from various sources, including files, databases, and third-party applications.
• Intelligent Automation: Automate tasks like report generation, notification delivery, and data updates using AI-powered capabilities.
• Empowered Decision-Making: Provide insights and support informed decision-making by leveraging LLM-driven analysis and knowledge retrieval.

2. Key Features:

• DataIn Dynamo:

  • Manage multiple Dynamos (DataIn instances) with varying data throughput and size limits.
  • Support various file formats (text, audio, image, JSON, XML).
  • Integrate with third-party applications:
    • Slack (notifications)
    • Google Workspace (Docs, Sheets, Gmail)
    • Salesforce (CRM)
    • SAP S/4HANA (ERP)
  • Provide tiered access levels (Basic, Pro, Premium) with varying feature sets.

• LLM Features:

  • Utilize contextual embeddings and token sizes appropriate for different LLM models.
  • Leverage factual knowledge integration and multimodal learning capabilities.

• Retrieval and Search:

  • Implement a Retrieval-Augmented Generation (RAG) system for information retrieval.
  • Enable semantic search tailored to specific domains and internal knowledge bases.

• Orchestration and Management:

  • Implement CI/CD and model monitoring tools.
  • Utilize prompt engineering techniques to enhance LLM performance.

• Integration and API Access:

  • Provide an OpenAPI Swagger documentation for API access and testing.

• Key Deliverables:

  • DataIn Dynamo with all supported file formats and integrations (Slack, Google Workspace, on-premise data stores).
  • LLM integration with refined contextual embeddings and token size configurations.
  • Semantic search capabilities tailored to specific domains.
  • Basic orchestration and management tools for model monitoring and logging.
  • Production-ready API access.
  • Complete user documentation and onboarding materials.
  • User-driven enhancements to the product.
  • Integration with Salesforce and SAP S/4HANA.
  • More robust orchestration and management tools.
  • Enhanced LLM features and models.
  • New API endpoints and integrations.

1. UI Wireframing: Create detailed wireframes for the Dynamo management UI, focusing on:
   • Data ingestion.
   • Dynamo configuration.
   • Output management.
   • User management and permissions.
2. Technical Architecture: Finalize the backend system, database, and integration strategies.
3. Feature Prioritization: Determine the order of feature development for the MVP.
4. Development Team: Assemble a team with expertise in NextJS, backend development, AI/ML, data integration, and API design.

[gauravpandeydigilantern]

Category	Feature	Description
User Authentication and Management	Basic user signup	Implement user registration
	User login	Implement user login
	Password reset functionality	Implement password reset
	Social media login options	Add Google and Facebook login
	Two-factor authentication	Implement 2FA
	Email verification	Implement email verification
	User session management	Manage user sessions
Plan Selection	Display of available plans	Show available subscription plans
	Basic plan selection during signup	Allow plan selection during registration
	Detailed plan comparison page	Develop plan comparison page
	Upgrade/downgrade plan functionality	Allow plan changes
	Proration for plan changes	Handle proration of plan changes
	Free trial option	Implement free trial option
User Profile	View basic profile information	Display user profile
	Edit profile information	Allow profile editing
	Profile picture upload	Implement profile picture upload
	Notification preferences	Set notification preferences
	Language preferences	Set language preferences
Basic Web Pages	Home page	Develop home page
	About Us page	Develop About Us page
	Contact Us page	Develop Contact Us page
	Pricing page	Develop pricing page
	Features page	Develop features page
	FAQ page	Develop FAQ page
	Blog/News section	Develop blog/news section
	Documentation/Knowledge Base	Develop documentation section
	Terms of Service and Privacy Policy pages	Develop legal pages
Billing and Payments	Integration with payment gateway	Integrate Stripe or PayPal
	Recurring billing system	Implement recurring billing
	Invoice generation and management	Generate and manage invoices
	Payment history	Display payment history
User Dashboard	Overview of account usage	Show account usage stats
	Quick access to key features	Provide shortcuts to main features
	Recent activity feed	Display recent user activity
Account Settings	Change password	Implement password change
	Manage connected accounts	Manage social media connections
	Data export option	Allow users to export their data
Customer Support	FAQ/Help center	Develop help center
Team Management	Invite team members	Allow team member invitations
	Assign roles and permissions	Set roles and permissions
	Team activity monitoring	Monitor team activities
Core Functionality - DataIn Dynamo	Basic data ingestion and management	Implement basic data ingestion and management
	Data transformation and normalization	Transform and normalize various data formats
	Data tokenization and analysis	Tokenize and analyze unstructured data
	Change Data Capture (CDC)	Implement CDC to track data changes
	Data lineage tracking	Track the origin and transformation of data
	Real-time data updates	Publish data changes in real-time
LLM Integration	Basic LLM features	Implement basic LLM features
	Contextual embeddings	Capture broader context with embeddings
	Multimodal learning	Integrate text, image, and audio data
	Retrieval-Augmented Generation (RAG)	Implement RAG for enhanced information retrieval
	Semantic search	Implement semantic search tailored to specific domains
	API access to LLM tasks	Provide API access for NLP, speech recognition, document processing
Advanced Retrieval and Search	Enhanced retrieval capabilities	Implement dense vector and sparse encoder indexes
	Custom search algorithms	Develop custom search algorithms for domain-specific needs
	Advanced filtering and sorting	Implement advanced filtering and sorting of search results
Orchestration and Management	CI/CD pipeline	Implement CI/CD pipeline for continuous integration and deployment
	Model monitoring and registry	Monitor and manage deployed models
	Logging and configuration management	Implement logging and configuration management tools
	Prompt engineering	Implement prompt engineering for optimized model responses
	Reinforcement Learning from Human Feedback (RLHF)	Implement RLHF for model improvement
Integration and API Access	API access documentation	Provide detailed API documentation
	Integration with Slack	Implement Slack integration for notifications
	Integration with Google Workspace	Implement integration with Google Docs, Sheets, Gmail, Calendar, Meet
	Integration with Salesforce CRM	Implement Salesforce CRM integration
	Integration with SAP S/4HANA ERP	Implement SAP S/4HANA ERP integration
	OpenAPI Swagger documentation	Develop OpenAPI Swagger documentation
Security	Security features	Implement security features
	Data encryption	Implement data encryption at rest and in transit
	Access control and permissions	Implement access control and permissions
	Audit logs	Maintain audit logs of user and system activities
Advanced User Management	Single Sign-On (SSO) integration	Implement SSO
	User activity analytics	Track user activities
	Customizable user roles and permissions	Custom roles and permissions
Sophisticated Billing and Plans	Custom plan creation for enterprise clients	Create custom plans
	Usage-based billing options	Implement usage-based billing
	Multi-currency support	Support multiple currencies
	Tax calculation and management	Implement tax calculations
Advanced Team Collaboration	Team workspaces	Create team workspaces
	Shared dashboards and reports	Share dashboards and reports
	Audit logs for team actions	Log team activities
Advanced Analytics and Reporting	Custom report builder	Develop custom report builder
	Scheduled reports	Implement scheduled reports
	Export reports in multiple formats	Allow report exports
Localization and Internationalization	Multi-language support for the platform	Implement multi-language support
	Localized content and currency	Localize content and currency
User Experience	Improved user experience	Improve user experience
Scalability	Enhanced scalability	Enhance scalability

Total estimated hours = 834 hours

[gauravpandeydigilantern]

Category	Feature	Sub-Feature	Description	Estimated Hours
Data Integration and Automation	Data Ingestion	Connection wizards	Develop data source connection wizards for Slack, Google Workspace, Salesforce, SAP, Jira, Confluence	40
		Incremental ingestion	Implement incremental data ingestion capabilities	20
		Data validation	Create data validation and error handling processes	20
	Data Transformation	ETL pipelines	Develop ETL pipelines for common data formats	30
		Data cleansing	Implement data cleansing and normalization functions	20
		Custom scripts	Develop a framework for custom transformation scripts	25
	Data Storage	Cloud storage setup	Set up and configure cloud storage solutions	15
		Data partitioning	Implement data partitioning and indexing strategies	20
	Data Processing	Batch processing	Implement batch processing workflows	25
		Real-time processing	Develop real-time data processing pipelines	30
		Job scheduling	Create job scheduling and orchestration system	20
	Data Export	Report generation	Develop LLM-based report generation system	25
		Export options	Implement export to various platforms and local machine	20
		Customization	Create customizable export templates	15
API Development	GraphQL API	Schema design	Design flexible GraphQL schema	20
		Query resolution	Implement efficient query resolution	25
		Mutations	Develop mutation operations for data modifications	20
	REST API	Endpoint design	Design RESTful API endpoints	15
		Authentication	Implement API authentication and authorization	20
		Documentation	Create comprehensive API documentation	15
LLM Integration	Model Integration	API integration	Implement selected LLM API integration	30
		Fine-tuning	Create fine-tuning capabilities for domain-specific tasks	25
	RAG Implementation	Document indexing	Implement document indexing and embedding generation for various data types	30
		Semantic search	Develop semantic search capabilities for different modalities	25
		Context retrieval	Create context retrieval mechanisms for diverse data sources	25
	Prompt Engineering	Interface development	Develop prompt engineering interface	20
Orchestration and Management	AI Platform Integration	Vertex AI integration	Explore and implement Vertex AI Search capabilities	40
		Custom RAG solutions	Develop custom RAG solutions using AI platform APIs	35
	Cluster Management	K8s deployment	Implement multi-node cluster deployment with k8s	20
		Health checks	Implement health checks and routing with ingress controller	15
		Resource monitoring	Implement per-tier resource footprint monitoring	20
	CI/CD Pipeline	Automated deployment	Develop CI/CD pipelines for automated deployment	25
		Blue-green deployment	Implement blue-green deployment strategies	20
	Observability	Logging	Implement centralized logging system	15
		Monitoring	Set up Grafana dashboards for system monitoring	20
		Alerting	Create alerting and notification system	15
UI and Templates	Basic Web Pages	Responsive layout	Develop responsive layout templates	20
		Navigation	Implement navigation components	15
		UI components	Create reusable UI components (buttons, forms, tables)	25
		Theming	Implement theming and styling system	20
	Auth Pages	Login and Registration	Develop login and registration pages with various authentication methods	25
		Password management	Implement password reset and change functionality	15
	FAQs and Pricing	Information pages	Develop FAQ and pricing pages	15
User Tiers	Freemium Tier	Data modality support	Implement support for language, speech, and vision inputs	30
		Basic features	Develop basic embedding, indexing, and retrieval features	25
		Output options	Implement various output options for free users	20
	Premium Tier	Advanced features	Implement advanced RAG features and data integration capabilities	35
	Enterprise Tier	Full integration	Develop full data integration suite and customizable compliance options	40
		AI search integration	Implement advanced AI search engine integration	30
User Dashboard and Account Settings	User Dashboard	Overview and visualization	Develop dashboard with key metrics and data visualization	25
		Activity tracking	Implement activity feed and recent actions	20
	Account Settings	Profile and preferences	Implement profile management and notification preferences	20
		Data management	Develop data export and linked accounts management	25
	Notification System	Multi-channel notifications	Implement in-app, email, and push notification system	30
	Points Management	Usage tracking	Implement points tracking system and usage history	20
Deployment	Containerization	Docker setup	Develop Dockerfiles and implement multi-stage builds	25
	Kubernetes	K8s setup	Create Kubernetes manifests and implement config management	30
	Compliance	Hosting options	Implement features to support HIPAA, SOC compliance on cloud platforms	35
TOTAL				800

[gauravpandeydigilantern]

Category	Hours
Development	750
Data Integration and Automation	181
API Development	64
LLM Integration	86
Orchestration and Management	125
UI and Templates	67
User Tiers	100
User Dashboard and Account Settings	78
Deployment	49
Testing and QA	130
Project Management	75
Total	955