sage-architecture

byLorenzo

Act as a team of Senior Software Architects, DevOps Engineers, and Full-Stack Developers. I want to build the core architecture for "L0ki", an automated AI Software Factory. The application must be a self-contained, enterprise-grade software platform capable of generating other software components based on user prompts. Please generate a complete, production-ready codebase organized in a clean repository structure. ### 1. TECH STACK REQUIREMENTS - Backend: Python (FastAPI) or Node.js (TypeScript) for high performance and async task handling. - Frontend: Next.js with Tailwind CSS, clean, minimalist, and responsive UI. - Database: PostgreSQL or Supabase integration for user data and generation history. - Core Feature: Integration with OpenAI/Anthropic APIs for code orchestration. ### 2. CORE ARCHITECTURE & MODULES TO BUILD - User Dashboard: A premium workspace where clients can input text prompts, view their active software, and track generation logs. - Generation Pipeline (The AI Factory): An async background worker system (using Celery or native async queues) that splits a user prompt into sub-tasks (Frontend, Backend, Database schema, Docs). - Parallel Agent Orchestrator: A system that simulates 4 virtual agents working concurrently: 1. Product Manager (Extracts requirements) 2. Backend Engineer (Writes server code & APIs) 3. Frontend Engineer (Creates UI components) 4. QA Engineer (Performs syntax validation and linting) - Zip & Export Engine: A module that takes all generated files, structures them correctly, and packages them into a single, downloadable .zip file. ### 3. OUTPUT AND PACKAGING REQUIREMENTS The final codebase MUST include: - A clean folder structure: `/src` (frontend & backend), `/docs` (installation guides and API specs). - A `.env.example` file with all necessary environment variables (API keys, DB connection strings). - A production-ready `Dockerfile` and `docker-compose.yml` file to allow the entire L0ki platform to be launched locally or on a server with a single command (`docker-compose up --build`). - Auto-generated initialization scripts (`setup.sh` / `setup.bat`) for easy installation. Focus on security (sandboxing the generated code variables) and modularity so that the system is easily scalable. Deliver a clean, professional, and fully functional folder structure.

Landing
Landing

Comments (0)

No comments yet. Be the first!

System Requirements

System Requirement Document
Page 1 of 4

sage-architecture

Introduction

The "sage-architecture" project aims to develop "L0ki", an automated AI Software Factory. This platform is designed to be a self-contained, enterprise-grade software capable of generating other software components based on user prompts. The focus is on creating a secure, scalable, and efficient system that leverages advanced AI models to automate the software development lifecycle.

System Overview

The "L0ki" platform will serve as a comprehensive environment where users can input prompts to generate software components. It will feature a user dashboard, a generation pipeline, a parallel agent orchestrator, and a zip & export engine. The system will integrate with Claude 3.5 Sonnet for AI-driven code orchestration and prioritize security to protect sensitive data.

Functional Requirements

  • As a User, I should be able to access a secure login page to authenticate myself.
  • As a User, I should be able to input text prompts in the dashboard to generate software components.
  • As a User, I should be able to view and manage my active software and generation logs.
  • As a System, I should use Claude 3.5 Sonnet to orchestrate code generation.
  • As a System, I should implement enterprise-grade security measures to protect AI-generated data.
  • As a System, I should package generated files into a downloadable .zip file.
Page 2 of 4

User Personas

  • Admin: Manages user accounts, oversees system operations, and ensures security protocols are followed.
  • User: Inputs prompts to generate software, views active projects, and downloads generated files.

Visuals Colors and Theme

  • primary: #2A3D45 (deep teal)
  • primary_light: #4A6B75 (light teal)
  • secondary: #F4A261 (sandy orange)
  • accent: #E76F51 (vibrant coral)
  • highlight: #F4A261 (warm amber)
  • bg: #F1FAEE (soft white)
  • surface: rgba(42, 61, 69, 0.8) (semi-transparent teal)
  • text: #1D3557 (navy blue)
  • text_muted: #A8DADC (light blue-gray)
  • border: rgba(233, 69, 96, 0.2) (subtle coral)

Signature Design Concept

The homepage of "L0ki" will feature an interactive architectural blueprint theme. Users will navigate a digital blueprint where each section of the platform is represented as a different part of a building. As users hover over different sections, they will see pencil-sketch animations that transform into detailed 3D models using @react-three/fiber and @react-three/drei. This interactive experience will allow users to click and explore different features, providing a unique and engaging way to interact with the platform.

Page 3 of 4

Interaction Model & Motion Direction

The landing page will utilize a "parallax" interaction model, creating a layered depth effect as users scroll through the page. Decorative elements will move at different speeds, enhancing the storytelling aspect of the platform. Internal pages, such as dashboards and settings, will adopt a "static" model to prioritize clarity and ease of use.

Non-Functional Requirements

  • The system must handle concurrent user sessions securely.
  • The platform should support high availability and scalability.
  • Data encryption must be implemented for both data at rest and in transit.
  • The system should log user activities for audit purposes.

Tech Stack

  • Frontend: Next.js with Tailwind CSS
  • Backend: Python (FastAPI) or Node.js (TypeScript)
  • Database: PostgreSQL or Supabase
  • AI Model: Claude 3.5 Sonnet
  • Containerization: Docker, docker-compose

Assumptions and Constraints

  • The platform will be deployed in a cloud environment with robust security measures.
  • User data and AI-generated content will be stored securely with encryption.
  • The system will comply with relevant data protection regulations.
Page 4 of 4

Glossary

  • AI Software Factory: A system that automates the generation of software components using AI.
  • Claude 3.5 Sonnet: An AI model used for code orchestration.
  • Parallax: An interaction model that creates a sense of depth through layered scrolling effects.
  • Blueprint Theme: A design concept that visually represents the platform as an architectural blueprint.
Landing design preview
Landing: View Blueprint
Login: Authenticate
Dashboard: View Overview
Dashboard: Manage Users
Users: Edit Account
Users: Revoke Access
Dashboard: View Audit Logs
Logs: Filter Activity
Settings: Configure Security
Settings: Manage API Keys
Dashboard: Monitor Pipelines