Development Roadmap

Track our journey from concept to launch. Follow our progress as we build the future of intelligent data analysis with cutting-edge technology.

Last updated: November 19, 2025

Our Vision

🎯

Vision

Make intelligent data analysis accessible to everyone through a simple, powerful CLI platform

🚀

Mission

Transform how people interact with their data by combining the power of AI with the simplicity of command-line tools

🔧

Approach

Build a intelligence pack based platform where the community can create and share intelligence services

Why This Matters

💡 The Problem

  • Sophisticated data analysis requires technical expertise that most people don't have
  • Existing tools are either too simple (spreadsheets) or too complex (programming)
  • AI assistants are general-purpose and don't maintain context or workflows

Our Solution

  • CLI platform combines simplicity of commands with power of AI
  • Intelligence pack marketplace enables specialized services for every use case
  • Community-driven ecosystem creates network effects and rapid innovation

🎁 Key Differentiator

Intelligence Pack Marketplace: We're not just building a tool, we're creating a platform where developers can build and share specialized intelligence services. This creates a flywheel: more packs attract more users, more users attract more developers, more developers create better packs.

Think of it as the "App Store for Intelligence Services" but built on simple, composable command-line tools that anyone can use. And these command-line tools are the foundation. Once they are mature, tested, and adopted by users, we can simply create Graphical Applications that will be powered by Huitzo CLI. Huitzo was architected with scalability in mind.

Development Milestones

3
✓ COMPLETED
3
⏳ IN PROGRESS
7
○ UPCOMING

Project Foundation & Architecture

COMPLETED

Completed: September 30, 2025

Progress 100%

Established the technical foundation and architecture for the platform. Defined the intelligence-packs system design, chose the technology stack, and created development standards to ensure rapid, sustainable development.

Key Deliverables:

  • Technical architecture documentation
  • intelligence-packs system design and API specifications
  • Development environment setup with hot-reload
  • Project roadmap and milestone planning

Core CLI Platform MVP

COMPLETED

Completed: November 25, 2025

Progress 100%

Building the foundational CLI platform. To ensure long-term scalability, we prioritized a significant platform redesign, slightly extending the MVP timeline. This investment in our architecture enables a more robust, extensible, and high-performance system for future growth.

Key Deliverables:

  • Web terminal interface with real-time WebSocket communication
  • Hot-reloadable intelligence-packs system supporting Python modules
  • User authentication and secure session management
  • Rearchitected database and backend for scalability and performance
  • Expanded SDK with multi-channel support (Telegram, Discord) and new core tools

Mechanical Engineering Intelligence Pack

IN PROGRESS

Target: November 30, 2025

Progress 15%

Engineering calculation automation intelligence-packs that replaces spreadsheets and reference manuals with intelligent CLI commands. Provides instant stress analysis, torque calculations, unit conversions, material property lookups, and fastener selection—supporting both SI and Imperial units for mechanical design workflows.

Key Deliverables:

  • Stress and strain analysis engine for shafts, beams, and components
  • Comprehensive unit conversion system (SI/Imperial)
  • Material property database with mechanical and thermal data
  • Fastener selection and bolt joint analysis tools
  • Thermal expansion and power transmission calculators

Rubber Ducky Coaching Intelligence Pack

COMPLETED

Completed: November 19, 2025

Progress 100%

Interactive problem-solving assistant using Socratic questioning to help developers and professionals think through challenges. Demonstrates the platform's conversational AI capabilities and shows how intelligence packs can facilitate reflective thinking rather than just providing answers.

Key Deliverables:

  • Conversational AI using Socratic method for problem exploration
  • Persistent conversation history with save/resume capability
  • Automatic insight summarization and action items
  • Integration with common development workflows

AI-Powered intelligence-packs Scoping Agent

IN PROGRESS

Target: November 30, 2025

Progress 75%

A conversational agent to help customers scope new intelligence-packs ideas. This tool streamlines the intelligence-packs creation process by translating user needs into initial technical specifications, accelerating development and ensuring features align with user expectations. Currently in testing with initial customers.

Key Deliverables:

  • Conversational AI for intelligence-packs requirement gathering
  • Automated generation of intelligence-packs specifications
  • Integration with customer feedback and development workflow

Financial Analysis Intelligence Intelligence Pack

IN PROGRESS

Target: December 31, 2025

Progress 45%

Sophisticated financial market analysis intelligence-packs showcasing real-time data integration, personalized portfolio analysis, and automated reporting. Demonstrates the platform's ability to handle complex data workflows, integrate with external APIs, and deliver valuable insights through simple commands.

Key Deliverables:

  • Real-time market data integration via Polygon.io API
  • Portfolio configuration with custom constraints and preferences
  • AI-powered personalized analysis and investment insights
  • Automated email reports with interactive Q&A capability
  • Natural language query system for financial data exploration

Personal AI Assistant Intelligence Pack

UPCOMING

Target: December 15, 2025

Progress 0%

Transform email chaos, calendar conflicts, and task overload into organized productivity. The AI assistant handles scheduling optimization, drafts email responses, prioritizes work based on goals, and prepares meeting briefings—demonstrating the platform's ability to automate and enhance personal productivity workflows.

Key Deliverables:

  • Intelligent email management with auto-drafting and prioritization
  • Calendar optimization and automated conflict resolution
  • Context-aware task prioritization aligned with user goals
  • Automated meeting preparation with talking points and briefings
  • Multi-platform integration (Gmail, Outlook, Google Calendar)

Educational Personalization Intelligence Pack

UPCOMING

Target: January 15, 2026

Progress 0%

Personalized learning paths powered by AI that adapt to individual pace, style, and goals. Interactive lessons with real-time feedback, progress tracking, and multi-modal learning demonstrate how the platform can democratize education and skill development through intelligent tutoring.

Key Deliverables:

  • Personalized learning path generation based on skill level and goals
  • Interactive lessons with code execution and visualizations
  • AI-powered feedback on practice problems and assignments
  • Progress tracking with strength/weakness analysis
  • Career-focused tracks and certification preparation support

Private Beta Launch

UPCOMING

Target: January 31, 2026

Progress 0%

Launch controlled beta program to validate product-market fit with early adopters. Gather detailed feedback on core platform and initial intelligence packs to refine user experience, fix bugs, and optimize performance before public launch. Focus on understanding which intelligence-packs types resonate most with users.

Key Deliverables:

  • Comprehensive onboarding system with interactive tutorials
  • Multi-channel feedback collection (surveys, usage analytics, interviews)
  • Performance optimization based on real usage patterns
  • Bug fixes and UX improvements from user testing
  • Beta user case studies documenting real-world value

intelligence-packs Marketplace Foundation

UPCOMING

Target: February 28, 2026

Progress 0%

Build marketplace infrastructure enabling third-party developers to create, publish, and share Intelligence Packs. This is the key differentiator - creating an ecosystem where the community extends platform capabilities. Developers can build specialized intelligence services for niche use cases we haven't imagined.

Key Deliverables:

  • intelligence-packs submission and review workflow for quality assurance
  • Comprehensive developer portal with SDK documentation and examples
  • intelligence-packs discovery system with search, categories, and ratings
  • Developer analytics showing intelligence-packs usage and performance
  • intelligence-packs versioning and safe update system

Advanced intelligence-packs Suite Launch

UPCOMING

Target: February 28, 2026

Progress 0%

Launch sophisticated Intelligence Packs demonstrating the platform's capability to handle complex, specialized workflows. Multi-Agent Orchestration enables distributed intelligence for research tasks, while Healthcare Administrative Intelligence showcases industry-specific automation—both highlighting the platform's B2B potential and technical differentiation.

Key Deliverables:

  • Multi-Agent Orchestration: Spawn and coordinate multiple AI agents for parallel workflows
  • Healthcare Administrative Intelligence: Automate claims processing and prior authorization
  • Agent network monitoring with real-time status and progress tracking
  • HIPAA-compliant data handling with healthcare system integrations
  • Cost optimization and intelligent scheduling for agent workflows

Public Platform Launch

UPCOMING

Target: March 15, 2026

Progress 0%

Public launch with polished user experience and production-ready infrastructure. Make the platform available to anyone who wants to leverage AI-powered intelligence services. Focus on clear value demonstration and smooth onboarding to convert visitors into engaged users.

Key Deliverables:

  • Production infrastructure with monitoring and auto-scaling
  • Professional marketing website with clear value proposition
  • Comprehensive video tutorials and interactive guides
  • Customer support system with knowledge base
  • Multi-channel launch campaigns (Product Hunt, social media, communities)

intelligence-packs Ecosystem Expansion

UPCOMING

Target: June 30, 2026

Progress 0%

Grow the intelligence-packs ecosystem with both first-party and third-party Intelligence Packs spanning diverse use cases. Demonstrate the platform's versatility and the power of community-driven intelligence services. Each new intelligence-packs category attracts a new user segment and creates network effects.

Key Deliverables:

  • Government & Enterprise Compliance: FedRAMP preparation and regulatory analysis
  • Scientific Computing Intelligence: Experiment design and optimization for researchers
  • Video-as-Primitive Tools: On-demand video generation infrastructure
  • Design Automation Intelligence: AI-powered UI generation and design systems
  • Community-contributed Intelligence packs across health, e-commerce, social media, and academic domains

Follow our development

Stay updated on our progress as we build the future of intelligent data analysis. Join our community and be part of the journey.

📬 Get development updates in your inbox

Subscribe to our newsletter (COMING SOON)