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# Private Experiments
This directory contains bleeding-edge experiments that are not yet ready for public release.
## Structure
```
/private
/experiments
/attention-shaping # Token pattern capture and analysis
/continuous-process # Fast-cycle orchestration
/cross-model # Multi-model consensus systems
```
## Safety Guidelines
1. **Never commit API keys** - Use environment variables
2. **Document all experiments** - Include safety considerations
3. **Test in isolation** - Don't mix with production code
4. **Review before migration** - All code must pass safety review before moving to public
## Migration Process
When an experiment is ready for public release:
1. Complete safety review
2. Remove any experimental headers
3. Add documentation
4. Create PR to main branch
5. Delete from private branch
## Experiment Categories
### Attention Shaping
- Neuralese externalization
- Token pattern capture
- Resonant state management
### Continuous Process
- Sub-500ms heartbeat cycles
- Self-improving orchestration
- AIMD backoff strategies
### Cross-Model
- Multi-model consensus (TEJ_CLAUDE_GEMINI_ZERO_UIT)
- Semantic versioning for interpretability
- Phase-locked arbitration