Long-form fictional roleplay environments as AI evaluation sandboxes

ChatGPT Use cases and examples
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Hi everyone,

I would like to share a product/research concept related to long-form fictional roleplay environments and AI evaluation.

The basic idea is that complex fictional worlds, especially persistent roleplay settings with many characters, relationships, rules, memories, boundaries, and evolving storylines, could be useful as sandboxes for evaluating AI behavior over time.

A long-form roleplay world can test things that are difficult to measure in short prompts, such as:

  • character consistency

  • memory continuity

  • emotional nuance

  • multi-character interaction

  • user preference handling

  • boundary awareness

  • avoiding over-smoothing or generic responses

  • maintaining source fidelity for existing fictional characters

  • handling complex relationship dynamics without turning everything into the same repetitive pattern

  • distinguishing between story mode, analysis mode, and user-facing emotional support

In my own experience as a ChatGPT user, I have built a very large fictional setting with many characters from different source materials, original lore, recurring conflicts, rules, relationship dynamics, and long-term continuity. This kind of environment exposes interesting strengths and weaknesses in AI behavior.

For example, a model may start strong but later drift into generic responses, soften character personalities too much, ignore previously established dynamics, become overly therapeutic when the user wanted story progression, or fail to keep different characters’ knowledge separated.

I think this type of fictional sandbox could be useful for testing and improving:

  1. Long-context consistency

  2. Character fidelity

  3. Narrative continuity

  4. Multi-agent social dynamics

  5. Emotional realism without excessive safety flattening

  6. Better distinction between roleplay, analysis, and support

  7. User-controlled tone and immersion preferences

The goal would not be to remove safety boundaries, but to make creative writing and roleplay feel more consistent, nuanced, and less repetitive while still respecting clear limits.

I would love to know whether OpenAI has considered using long-form fictional roleplay environments as evaluation sandboxes, or whether there is a better place to submit a more detailed version of this concept.

Thanks for readin

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I would love to know whether OpenAI has considered using long-form fictional roleplay environments as evaluation sandboxes, or whether there is a better place to submit a more detailed version of this concept.

This is a developer forum for those using OpenAI models. Your topic seems to be beyond the scope of what any OpenAI staff member would respond to.