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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

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