Creative Prism：多智能体苏格拉底推理框架，让AI创作过程可见可控

Creative Prism is an innovative multi-agent AI reasoning framework designed to make AI-assisted creative processes visible, navigable, and controllable. It addresses key challenges like AI's "black box" nature, hallucinations, and lack of iterative exploration by using 5 specialized roles (Director, Creator, Critic, Researcher, Scribe) and a 9-stage workflow. Its core philosophy is to expand human thinking rather than replace it, empowering users to understand, guide, and correct AI's reasoning process.

While large language models have transformed creative industries, they present critical challenges: 1) The "black box" effect (unseen reasoning process), 2) Difficulty detecting hallucinations (plausible but false content), and 3) Lack of support for iterative, reflective creative exploration. These gaps led to the development of Creative Prism, a structured collaborative studio that enables multi-agent AI to work with users in a transparent way.

Creative Prism's key components include:

1. 5 Roles:
   • Director: Manages the process, interacts with users, and maintains continuity.
   • Creator: Generates diverse ideas using "verbalized sampling" for lateral thinking.
   • Critic: Constructively evaluates ideas to strengthen rather than filter them.
   • Researcher: Provides targeted context after initial ideas to avoid "research paralysis".
   • Scribe: Produces structured records for visualization.
2. 9-Stage Workflow: Discovery → Reframing → Creative Brief → Ideation → Critique → Research Enrichment → Director Review → Presentation → Final Synthesis.
3. Blackboard Architecture: Uses a shared "Studio Brief Document" (living Markdown file) to ensure all roles access complete history, enabling continuous collaboration.

Creative Prism builds on earlier experiments like the G-S-A-C (Generator-Structurer-Adversary-Compressor) pipeline, which proved structured multi-agent interactions yield deeper reasoning. Its design is supported by research:

• Creator's verbalized sampling is based on arXiv 2510.01171 (diverse sampling for creative outputs).
• Future visualization plans (Phase3) use arXiv2509.14455's VECTOR-style semantic trajectory maps to show thinking paths.

Creative Prism has potential uses in:

• Complex Problem Solving: Avoids premature convergence for product strategy, system design, or policy analysis.
• Creative Writing: Explores story arcs, character development, or argument perspectives.
• Education: Fosters metacognitive skills by making thinking processes visible.
• Decision Support: Helps systematically explore options, assess risks, and consider long-term impacts.

Current limitations include:

• Experimental stage (not ready for external use).
• Ongoing optimization of role prompts (unpublished).
• Scaling challenges for team collaboration or large projects.
• Need for a systematic evaluation framework.
• Phase3 visualization (semantic trajectory maps) still in planning.

The framework's core value lies in its philosophy: "Prism does not replace thinkers; it expands the range of thinking available to them." It marks a milestone in AI-assisted creativity by focusing on enhancing human reasoning rather than automating it.