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Vibe AIGC

A New Paradigm for Content Generation via Agentic Orchestration

CI PyPI Python 3.12+ License: MIT

What is Vibe AIGC?

Vibe AIGC introduces a paradigm shift from model-centric to agentic orchestration for content generation. Based on the research paper arXiv:2602.04575, it bridges the Intent-Execution Gap between what creators want and what AI systems produce.

Instead of traditional prompt engineering, users provide a Vibe — a high-level representation encompassing aesthetic preferences, functional logic, and intent. A Meta-Planner then decomposes this into executable, adaptive workflows.

from vibe_aigc import MetaPlanner, Vibe

# Express your intent as a Vibe
vibe = Vibe(
    description="Create a cinematic sci-fi trailer",
    style="dark, atmospheric, Blade Runner aesthetic",
    constraints=["under 60 seconds", "no dialogue"]
)

# Let the Meta-Planner handle the rest
planner = MetaPlanner()
result = await planner.execute(vibe)

Key Features

  • :dart: Vibe-based Planning

    Decompose high-level creative intent into executable workflows automatically

  • :zap: Parallel Execution

    Independent nodes execute concurrently for faster results

  • :arrows_counterclockwise: Adaptive Replanning

    Automatic workflow adaptation based on execution feedback

  • :floppy_disk: Checkpoint/Resume

    Save and restore workflow state for long-running tasks

  • :chart_with_upwards_trend: Progress Tracking

    Real-time callbacks and visualization during execution

  • :art: Workflow Visualization

    ASCII and Mermaid diagram generation

Architecture

User Vibe → MetaPlanner → Agentic Pipeline → Execution → Result
     ↑                           ↓
     └──── Feedback Loop ────────┘

The system follows a closed-loop architecture where:

  1. User provides a high-level Vibe (intent + constraints)
  2. MetaPlanner decomposes it into a hierarchical workflow
  3. Executor runs nodes in parallel where possible
  4. Feedback flows back for adaptive replanning on failures

Quick Install

pip install vibe-aigc

Next Steps