πŸ“… 2025-04-19 β€” Session: Flowpower Architecture and CLI Development

πŸ•’ 21:00–21:45
🏷️ Labels: Flowpower, Promptflow, CLI, Architecture, SDK, API
πŸ“‚ Project: Dev
⭐ Priority: MEDIUM

Session Goal

The session focused on enhancing the Flowpower project by leveraging insights from PromptFlow to refine its architecture and developer-facing command-line interface (CLI).

Key Activities

  • Understanding PromptFlow’s Streaming: Explored PromptFlow’s token-by-token streaming output using server-sent events for real-time user experiences.
  • Strategic Pivot for Flowpower: Reevaluated the Flowpower architecture to incorporate modular design and feature integration.
  • SDK Design: Outlined the structure of the flowpower/sdk/ directory, focusing on user-friendly interfaces.
  • Execution Layer: Detailed the engine/ directory’s role in managing interactions with PromptFlow.
  • API Layer Overview: Transitioned Flowpower to a multi-user platform with REST endpoints and streaming outputs.
  • CLI Overview: Developed the Flowpower CLI using Python and Typer, detailing its structure and commands.
  • Project Architecture: Outlined foundational files and project structure for Flowpower.
  • Comparative Analysis: Compared Typer and Argparse frameworks for CLI development.
  • Final CLI Plan: Finalized the developer-facing CLI plan, integrating PromptFlow features.

Achievements

  • Established a clear architectural framework for Flowpower.
  • Developed a comprehensive CLI plan that enhances developer experience.

Pending Tasks

  • Implement the finalized CLI plan into the Flowpower project.
  • Continue refining the API layer for enhanced streaming capabilities.