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AI agent prompt and model configuration #585

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Description

@codebestia

Write apps/ai_agent/docs/concepts-prompts-and-models.md: the system prompts for each LLM-backed endpoint, the models used, and how outputs are parsed and validated back into typed responses.

Acceptance criteria:

  • Each prompt reproduced verbatim with the behaviour it is designed to produce
  • Documents the model used per endpoint and how to change it safely
  • Documents output parsing and the fallback path when the model returns malformed or partial JSON — the transfer analyser's default handling of a missing confidence or flagged is the worked example
  • States the privacy boundary explicitly: which data is sent to the model provider and which never leaves the system

Activity

  1. Meet-hybrid commented on Aug 27, 2026

    @Meet-hybrid

    @Meet-hybrid has applied to work on this issue as part of the Stellar Wave Program's 8th wave.

    Can I work on this please?

    ℹ️ Repo Maintainers: To accept this application, review their application or assign @Meet-hybrid to this issue.

  2. olalois commented on Aug 29, 2026

    @olalois

    @olalois has applied to work on this issue as part of the Stellar Wave Program's 8th wave.

    Hello Maintainer, Please i would love to be assigned this issue

    ℹ️ Repo Maintainers: To accept this application, review their application or assign @olalois to this issue.

  3. 0xDeon commented on Aug 30, 2026

    @0xDeon
    Contributor

    @0xDeon has applied to work on this issue as part of the Stellar Wave Program's 8th wave.

    Hello team.

    I’m Deon (0xDeon), a software engineer with a strong background in building scalable systems and contributing to open-source projects. I’ve taken some time to go through the repository and understand the current implementation, and I’m clear on the issue, its context, and the expected outcome.

    I’d love to work on this and take ownership of the fix. I’m confident I can cleanly resolve it while keeping everything aligned with the existing codebase and ensuring all criteria are met. Would appreciate being assigned to this issue.

    ℹ️ Repo Maintainers: To accept this application, review their application or assign @0xDeon to this issue.

  4. drips-wave commented on Aug 30, 2026

    @drips-wave

    Congratulations, @0xDeon! 🎉 Your application was accepted by the repo's maintainers, and the issue is due on August 31, 2026.

    🧑‍💻 @0xDeon: Please resolve the issue such that the repo's maintainers have enough time to review your contribution before the due date. You'll earn Points for completing the issue on-time, which will make you eligible for a share of the Stellar Wave Program's reward pool.

    Warning

    When opening a PR, please link it to this issue to ensure it gets tracked accurately. Points are awarded when this issue is marked as completed by the maintainer.

    🤠 Repo maintainers: Please keep an eye on the contributor's progress and review their work before the due date. You can manage this issue, including adjusting its complexity and points, here.

    🌊 Happy Wave 🌊

  5. github-actions commented on Aug 31, 2026

    @github-actions

    Closed by #602, merged into dev.

  6. drips-wave commented on Aug 31, 2026

    @drips-wave

    This issue has been completed by @0xDeon as part of the Stellar Wave Program's 8th Wave 🥳

    😎 @0xDeon: You earned 200 Points for completing this issue! After the current Wave ends, you'll be eligible for a percentage of the Wave's reward pool based on the percentage of total points you've earned. Learn more here. You can also Leave a review to share your experience working on this issue.

    🧑‍💻 Repo maintainers: How'd the contributor do? Leave a review to share your experience working with them.

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