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My Contribution

This project was developed in a larger student team.
This showcase therefore focuses on my actual contribution areas instead of claiming ownership of the entire system.

Contribution Snapshot

My work was especially visible in two areas:

  1. Implementation work inside the main smart repository
  2. Documentation, research, and concept work inside the Docs repository

In the smart repository, I contributed 65 commits.
In the Docs repository, I contributed 83 commits and was the strongest contributor by commit count in the


Technical Contribution in smart

My work in the implementation repository focused on selected frontend, validation, and shared-service areas.

1. Frontend and UI work

I contributed to multiple UI-related files and user-facing components, including areas such as:

  • app-wide styling and theming
  • sidebar and chat-related UI
  • edit and summary views
  • send / copy / footer interactions

Relevant touched files included:

  • web/src/app.css
  • web/src/lib/components/SendButton.svelte
  • web/src/lib/components/Sidebar.svelte
  • web/src/lib/components/ChatSummary.svelte
  • web/src/lib/components/EditView.svelte
  • web/src/lib/components/CopyButton.svelte
  • web/src/lib/components/chat/+page.svelte

2. Theme and visual system work

A notable part of my implementation work was improving and restructuring the visual appearance of the frontend.

Examples from my commit history include:

  • dark theme integration
  • light theme integration
  • ocean theme variants
  • color cleanup and prototype-oriented restructuring

3. Prompt validation work

I contributed to the implementation of user input validation in the Autotester workflow.

This included a feature-level contribution described in the commit history as:

  • smart(#28): feat autotester user input validation implementieren

4. Shared logic / Suproxy-related work

I also worked on shared and backend-adjacent areas, especially around validation and tag handling.

This included contributions related to:

  • TagList entity / repository / service implementation
  • validation-related logic
  • fixes for incorrect tag handling
  • related test and mock files

5. Pipeline and stability fixes

Beyond feature work, I also contributed to fixing technical issues caused by rebasing and broken pipeline-related testing files.


Contribution in Docs

My documentation contribution was not just “writing things down”, but actively shaping the conceptual side of the project.

Key areas I worked on

  • documentation for the validation system prompt
  • research on how to write effective system prompts
  • documentation on response quality metrics
  • MCP server research
  • frontend color guidelines and styleguide work

Relevant files included for example:

  • Research/autotester-validation-system-prompt.md
  • Research/Recherche-How-to-write-system-prompts.md
  • Research/quality-metrics.md
  • Research/MCP/MCP-Server-Recherche.md
  • multiple frontend color guideline and palette draft files

My Role

My contribution was strongest in the product-facing and workflow-defining parts of the system.

I worked substantially on the frontend experience of the Autotester, including UI refinement, theming, and the implementation of the visual style direction.
I also contributed to prompt-validation-related logic and backend-adjacent work, including validation flows that interacted with AWS S3-based data access.

In addition, I helped shape the conceptual side of the project through documentation and research on system prompts, quality criteria, MCP-related ideas, and frontend design guidelines.

In short: I helped make the system more usable, more structured, and closer to something that feels like an actual product instead of just a prototype.