blueprintflow 0.0.0

Simplify code generation via abstractions and structured retrieval

BlueprintFlow

BlueprintFlow aims to simplify code generation through abstractions and structured data retrieval, allowing developers to create high-quality, modularized code with reduced overhead and adherence to established standards.

Overview

Goals

• Systematic Approach: ensure structured and consistent code generation.
• Architecture Replication: replicate existing architectural structures.
• Reduced Overhead: minimize the initial development.
• Modularity: facilitate the creation of reusable, independent components.

Generative AI

• Code Generation: automate the production of efficient, modular code.
• Abstraction Generation: create high-level, reusable code structures using AI.

User Interaction

• Q&A: provide question and answer mechanisms to support development needs.
• Chat: allow user to communicate with AI through a chat interface.
• Configuration: allow tool customization for tailored usage.
• Software Library: provide reusable components and modules.
• Validation Checks: ensure the code generated meets quality standards.

Content Validation

• Code Failure by Default: fail code generated without human validation.
• Function Calling: allow custom validations through function calling.
• Traceability: track content generation up to its origins.
• Watermarks: embed identifiers for metadata purposes.

Information Retrieval

• RAG: use Retrieval-Augmented Generation.
• GraphRAG: use graph-based approaches for structured data access.
• Contextual Retrieval: enhance efficiency by considering retrieval context.
• Query Expansion Retrieval: refine search queries for more relevant results.

Storage

• VectorStore: store abstractions and high-quality code along with their vectors.
• GraphDB: store guidelines and rules in graph structures.

Tech Stack

• Python
• LiteLLM
• Pydantic
• Chroma
• Kùzu

Philosophy

• Offline-First: prioritize software that works seamlessly without internet connection.
• Local Privacy: store all data locally.
• Open-Source: promote transparency, collaboration, and community-driven development.