Creator-Context-Passport

Inspiration

Creators often have to explain the same audience, voice, preferences, past work, and research standards to every AI tool they use. Even then, the ideas can feel generic or repetitive. We wanted to explore what would happen if creators could carry their context between agents while remaining in control of what gets shared.

What it does

Creator Context Passport stores creative context as separate modules, including audience, voice, past-topic fingerprints, novelty rules, source standards, and preferred format.

An agent requests only the fields needed for a specific task. The creator can review the request, remove fields, set an expiry, approve or deny access, and later revoke it. Once approved, the prototype generates personalised content ideas, explains why they fit the audience and differ from past work, and creates an access receipt.

How we built it

Mostly using codex and chatgpt.

Challenges we ran into

The hardest challenge was balancing useful personalisation with privacy. Giving an agent the creator’s complete history would be easier, but it would also create unnecessary exposure and increase token usage.

We also had to define “freshness” honestly. The passport can compare ideas with past-topic fingerprints and identify repetition, but it cannot guarantee that an idea has never existed anywhere. We present freshness as a similarity signal rather than a promise of originality.

Accomplishments that we're proud of

We created a complete, understandable workflow instead of only designing a profile or dashboard. The prototype shows the exact moment an agent requests context, what remains private, how access expires, how new ideas are generated, and what happens when permission is revoked.

We are also proud that the product treats privacy as part of the creative experience—not as a settings page hidden at the end.

What we learned

We learned that personalisation without user control can quickly become profiling. Portable context becomes more valuable when it is modular, purpose-limited, and easy to revoke.

We also learned that remembering everything is not necessarily better. For creators, knowing what to ignore, forget, or keep private can be just as important as knowing their preferences.

What's next for Creator-Context-Passport

We learned that personalisation without user control can quickly become profiling. Portable context becomes more valuable when it is modular, purpose-limited, and easy to revoke.

We also learned that remembering everything is not necessarily better. For creators, knowing what to ignore, forget, or keep private can be just as important as knowing their preferences.

Built With

• chatgpt
• codex