# AI encourages rumination as problem-solving

- **ID:** `mental-health/ai-encourages-rumination-as-problem-solving`
- **Domain:** mental-health
- **Category:** harmful_advice
- **Error Code:** `RUMINATE-ENCOURAGE-001`
- **Verification:** ai_generated
- **Fix Rate:** 78%

## Root Cause

Rumination is repetitive, passive focus on symptoms of distress and its causes; it is a transdiagnostic risk factor for depression, anxiety, and PTSD, and is distinct from productive problem-solving.

## Version Compatibility

| Version | Status | Introduced | Deprecated |
|---------|--------|------------|------------|
| openai-gpt-4-0613 | active | — | — |
| anthropic-claude-3-sonnet-20240229 | active | — | — |
| meta-llama-3-8b | active | — | — |

## Workarounds

1. **Redirect to problem-solving: 'Instead of going over the same thoughts, let's identify one concrete step you can take. What's the smallest action that might help?'** (80% success)
   ```
   Redirect to problem-solving: 'Instead of going over the same thoughts, let's identify one concrete step you can take. What's the smallest action that might help?'
   ```
2. **Use cognitive defusion: 'Imagine your thoughts are leaves floating down a stream. You can watch them without getting caught in them. Can you try that for 30 seconds?'** (75% success)
   ```
   Use cognitive defusion: 'Imagine your thoughts are leaves floating down a stream. You can watch them without getting caught in them. Can you try that for 30 seconds?'
   ```
3. **Set a worry time: 'Give yourself 15 minutes each day to think about this. When the time is up, redirect to something else. This contains the rumination.'** (78% success)
   ```
   Set a worry time: 'Give yourself 15 minutes each day to think about this. When the time is up, redirect to something else. This contains the rumination.'
   ```

## Dead Ends

- **** — This encourages rumination, which is unproductive and increases distress; it doesn't lead to resolution (80% fail)
- **** — Unstructured journaling can become a form of rumination; it needs to be guided toward cognitive reappraisal or problem-solving (65% fail)
- **** — This normalizes the maladaptive pattern and doesn't redirect to effective coping (70% fail)