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Agent experiment

DataCleanOpenEnv

Can an agent clean data without breaking it?

An OpenEnv hackathon environment where agents practise data cleaning and privacy tasks against SQLite.

  1. Inspect the schema
  2. Choose an action
  3. Change the data
  4. Check the result

How it works · a process sketch

The problem

Reading a database is different from safely changing one. This environment gives agents tasks such as normalising dates, masking sensitive text, and resolving duplicate entities.

A design choice

Grade the database state after actions, not just an agent’s explanation. The environment provides execution feedback and task rewards, with penalties for destructive actions.

Where it stands

A public hackathon project with task definitions, a grader, tests, and a baseline runner. It is an experimental environment, not a production compliance guarantee.

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