{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "jsdsg666/AutoWWTP-ASM-Demo",
 "name": "AutoWWTP-ASM-Demo",
 "owner": "jsdsg666",
 "slug": "jsdsg666-autowwtp-asm-demo",
 "github": "https://github.com/jsdsg666/AutoWWTP-ASM-Demo",
 "what": "AutoWWTP-ASM is a Python LLM agent workflow that builds and calibrates ASM models for wastewater treatment plants from a task text and spreadsheet data.",
 "why": "",
 "language": "Python",
 "requirements": [
  "Python 3.10 or later",
  "An LLM service with an API key, base URL, model name and message class (openai, anthropic or gemini)",
  "A task text file and an input spreadsheet such as input/data1.xlsx",
  "Ability to edit the README's local Windows path to match your clone location"
 ],
 "audience_note": "Environmental engineers and researchers who need ASM model calibration for a wastewater treatment plant and can run Python and set API keys.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Research",
 "url": "https://dedupedai.com/use-cases/jsdsg666-autowwtp-asm-demo/",
 "use_case_count": 3,
 "use_cases": [
  {
   "id": "jsdsg666-autowwtp-asm-demo--calibrate-asm-model-from-task-file",
   "title": "Calibrate an ASM model from a task file",
   "best": true,
   "url": "https://dedupedai.com/use-cases/jsdsg666-autowwtp-asm-demo/calibrate-asm-model-from-task-file/",
   "json": "https://dedupedai.com/use-cases/u/jsdsg666-autowwtp-asm-demo/calibrate-asm-model-from-task-file.json"
  },
  {
   "id": "jsdsg666-autowwtp-asm-demo--review-asm-plan-before-calibration",
   "title": "Review the ASM plan before calibration runs",
   "best": false,
   "url": "https://dedupedai.com/use-cases/jsdsg666-autowwtp-asm-demo/review-asm-plan-before-calibration/",
   "json": "https://dedupedai.com/use-cases/u/jsdsg666-autowwtp-asm-demo/review-asm-plan-before-calibration.json"
  },
  {
   "id": "jsdsg666-autowwtp-asm-demo--run-asm-workflow-from-codex-project",
   "title": "Run the ASM workflow from the Codex project package",
   "best": false,
   "url": "https://dedupedai.com/use-cases/jsdsg666-autowwtp-asm-demo/run-asm-workflow-from-codex-project/",
   "json": "https://dedupedai.com/use-cases/u/jsdsg666-autowwtp-asm-demo/run-asm-workflow-from-codex-project.json"
  }
 ],
 "disclaimer": "Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk."
}