{"id":29188040,"url":"https://github.com/viadee/workaround-brainstormer","last_synced_at":"2026-05-29T22:00:26.565Z","repository":{"id":290344334,"uuid":"971253641","full_name":"viadee/workaround-brainstormer","owner":"viadee","description":"Hypothesis: We will likely see this workaround in your business process","archived":false,"fork":false,"pushed_at":"2026-05-04T20:23:55.000Z","size":5857,"stargazers_count":4,"open_issues_count":21,"forks_count":0,"subscribers_count":5,"default_branch":"main","last_synced_at":"2026-05-04T21:29:08.525Z","etag":null,"topics":["bpm","creativity","llm","research"],"latest_commit_sha":null,"homepage":"","language":"HTML","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/viadee.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2025-04-23T08:39:38.000Z","updated_at":"2026-05-04T19:48:59.000Z","dependencies_parsed_at":"2025-05-13T09:21:27.017Z","dependency_job_id":"1a176265-a969-4d4e-b804-f43c5ef509c0","html_url":"https://github.com/viadee/workaround-brainstormer","commit_stats":null,"previous_names":["viadee/workaround-brainstormer"],"tags_count":8,"template":false,"template_full_name":null,"purl":"pkg:github/viadee/workaround-brainstormer","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/viadee%2Fworkaround-brainstormer","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/viadee%2Fworkaround-brainstormer/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/viadee%2Fworkaround-brainstormer/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/viadee%2Fworkaround-brainstormer/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/viadee","download_url":"https://codeload.github.com/viadee/workaround-brainstormer/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/viadee%2Fworkaround-brainstormer/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33672125,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-05-29T02:00:06.066Z","response_time":107,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["bpm","creativity","llm","research"],"created_at":"2025-07-01T22:08:55.653Z","updated_at":"2026-05-29T22:00:26.533Z","avatar_url":"https://github.com/viadee.png","language":"HTML","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Workaround Brainstormer\n\n## ℹ️ Description\nWorkaround Brainstormer is a web application designed to facilitate the identification of workarounds based on a process description or bpmn diagram in an interactive way.\n\nIt`s a generative AI approach that helps to identify workarounds in situations where no process data is available for process mining.\n\nYou can try out the tool at the following link: **https://brainstormer.cwa.viadee.cloud/index.html**\n\n\u003e [!NOTE]  \n\u003e The tool was created as part of the [Change.WorkAROUND](https://www.changeworkaround.de) research project by the [viadee](https://www.viadee.de) Data \u0026 AI-Team. The project Change.WorkAROUND is supported by the German [BMFTR](https://www.bmftr.bund.de) since 2023 in the [\"Zukunft der Wertschöpfung\"](https://www.zukunft-der-wertschoepfung.de) program with the goal to improve the abiblity to adapt and innovate in a dynamic context. \n\n## ⭐ Features\n- LLM based workaround generation\n- Visual representation of the workarounds as a network graph\n- Control mechanisms to facilitate the generation process\n\nThe tool contains the [CWA Corpus](rag/workarounds_corpus.csv), i.e. a list auf workarounds found in real industry processes and described in a structured way. This corpus is used to guide an LLM when creating plausible workarounds in new processes through few-shot examples.\n\nBoth the [CWA Corpus](rag/workarounds_corpus.csv) and the software tool are licensed under the [BSD 3-Clause License](LICENSE).\n\n## How it works\n\nhttps://github.com/user-attachments/assets/dd0d4a32-e647-4089-b7b8-37ae73847dd8\n\n\n## Website Content\n\nThe public-facing landing pages are maintained directly as static HTML in `static/`.\nQuarto source files are no longer part of the repository.\n\n\n\n# Getting Started\n\n## Installation\n\n1. Clone this repository and create a python virtual environment\n2. Install the dependencies\n``` \n    pip install .\n``` \n3. Create a .env file based on the .envtemplate and set you variables\n\n4. Run the flask server for development\n``` \n    python run.py\n``` \n5. Or run a production server\n``` \n    pip install gunicorn\n   \n    gunicorn run:app --workers=4 --bind 0.0.0.0:5000\n``` \n\n## Logging Configuration\n\nThe application supports environment-specific logging to help with debugging in development and protect sensitive data in production.\n\n### Setting Log Levels\n\nSet the `ENVIRONMENT` variable in your `.env` file:\n\n```bash\n# Development mode - detailed logging\nENVIRONMENT=dev\n\n# Production mode - limited logging (default)\nENVIRONMENT=prod\n```\n\n### Features\n\n- **Dev Mode**: Full details including request content, LLM responses, and API parameters\n- **Prod Mode**: Limited logging with sensitive information redacted and API keys masked\n\nFor detailed information, see [LOGGING.md](LOGGING.md).\n\nThe first implementation of the concept was created by [Fresh-P](https://github.com/Fresh-P) as part of his master thesis in cooperation with the University of Münster and viadee in 2024.\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fviadee%2Fworkaround-brainstormer","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fviadee%2Fworkaround-brainstormer","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fviadee%2Fworkaround-brainstormer/lists"}