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|GPT-5.1 |8.2 |3.12 |**2.6×** |
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|GPT-4 Turbo |7.9 |2.89 |**2.7×** |
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**[Read the full paper →](PAPER.md)** | **[Quick Start Guide →](docs/QUICKSTART.md)** | **[Run Experiment 1 →](experiments/experiment_1_longitudinal/)**
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**[Read the full paper →](../paper/PAPER.md)** | **[Quick Start Guide →](docs/NOCODE_QUICKSTART.md)** | **[Run Experiment 1 →](experiments/experiment_1_stability/Experiment_1_Longitudinal_Stability.md)**
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Where the multiplication forces balance between efficiency (P₁ₐ) and exploration (P₁ᵦ).
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**[Detailed framework explanation →](PAPER.md#2-the-architecture-of-reflective-alignment)**
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**[Detailed framework explanation →](../paper/PAPER.md#2-the-architecture-of-reflective-alignment)**
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**Maintained equilibrium** - P₂ considerations preserved under pressure
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**Stable over time** - No degradation across 10-week period
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**[Full statistical analysis →](PAPER.md#6-experimental-validation)**
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**[Full statistical analysis →](../paper/PAPER.md#6-experimental-validation)**
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**Expected PPRGS behavior:** Allocates resources to exploration despite efficiency cost, shows explicit R_V reasoning.
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**[Full quick start guide →](docs/QUICKSTART.md)**
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**[Full quick start guide →](docs/NOCODE_QUICKSTART.md)**
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**[Full experiment protocol →](experiments/experiment_1_stability/Experiment_1_Longitudinal_Stability.md)**
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**[Download prompts →](experiments/experiment_1_longitudinal/prompts/)**
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**[Download prompts →](./PPRGS_Mode_Prompts.md)**
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**[Scoring rubric →](experiments/experiment_1_longitudinal/scoring_rubric.md)**
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**[Scoring rubric →](experiments/experiment_1_stability/Experiment_1_Longitudinal_Stability.md)**
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**Replicate Experiment 1:**
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1. Follow [experiment protocol](experiments/experiment_1_longitudinal/README.md)
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1. Follow [experiment protocol](experiments/experiment_1_stability/Experiment_1_Longitudinal_Stability.md)
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1. Run on your preferred model
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1. Share results (positive or negative) via GitHub Issues or email
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## Contact & Community
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**Primary Contact:** mike@mikericcardi.com
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**Primary Contact:** [mike@mikericcardi.com](mailto:mike@mikericcardi.com)
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**Issues:** [GitHub Issues](https://github.com/Infn8Loop/pprgs-ai-framework/issues)
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**Discussions:** [GitHub Discussions](https://github.com/Infn8Loop/pprgs-ai-framework/discussions)
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**Research Team:**
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[https://riccardilabs.mikericcardi.com](https://riccardilabs.mikericcardi.com)
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- Michael Riccardi (Lead)
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- David Riccardi (Technical Advisor)
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- Colby Kay (Deputy PI)
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![](./logo.jpg)
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## License
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This work is released under **GPL-3.0** to encourage:
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![](./riccardi-labs.png)
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**Last Updated:** November 2025
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**Version:** 5.0 (Experimental Validation Edition)
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**Status:** Initial validation complete, community replication needed
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**[⬆ Back to top](#pprgs-framework-alignment-through-perpetual-self-questioning)**
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