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How to review the ASM plan before calibration runs with Auto WWTP ASM Demo

Pause after the plan is written, check or edit asm_plan.md, then let the run continue.

  • Research
  • Intermediate
  • 1 hour
  • From the README
  • Any agent

Who it is forA process modeler who wants to approve the modeling plan before any sensitivity analysis or calibration runs on plant data.

The problemAn automatically generated ASM plan may use the wrong modeled object, variables or boundary conditions, and a full run wastes time if the plan is wrong.

The outcomeA checked or edited asm_plan.md and a run that continues from your approved plan.

What you need first

  • 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

Steps

  1. Install the dependencies with pip install langgraph langchain-core langchain-openai langchain-anthropic langchain-google-genai pandas numpy scipy matplotlib openpyxl markdown-pdf pymoo.
  2. Set the AUTOWWTP_LLM_* variables as described in the LLM Configuration section.
  3. Run python main.py --task-file task/task1.md --hitl-plan.
  4. When the run pauses after asm_plan.md is generated, open midoutput/asm_plan.md in the new output folder and check the modeled object, target variables and boundary conditions.
  5. Edit the plan if needed, then continue the run as the pause prompt allows.

Prompt for your agent

Use the AutoWWTP-ASM repo in <repo-folder>/code/langgraph-en to run <task-file> with the --hitl-plan option. Expected output: a paused run with midoutput/asm_plan.md ready for review, then the completed asm_report.md. Verify that the plan names the target tank or process section and the target state variables before continuing.

Caveat. The README says the run pauses after asm_plan.md but does not describe the exact prompt to resume, so check the terminal output when it pauses.

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