Revolutionizing AI with the Misuraca Protocol
By Roberto Misuraca, Architect | November 2025
In an era where AI promises enhanced engineering through long-context windows, a startling anomaly has emerged: Catastrophic Context Saturation. The current state-of-the-art models, including GPT-5 and Gemini, falter as session lengths extend, distorting decision-making and spawning logical errors.
Key Insights:
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Flawed Continuous Chat Architecture:
- Statelessness leads to increasing entropy.
- “Politeness” bias merges incompatible instructions, resulting in decreased fidelity.
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The Misuraca Protocol: A Solution for Complex Software Development
- Hard-Stop Segmentation: Modules must not exceed specific logical limits.
- Context Distillation: AI instances reset, ensuring clarity with each phase.
- Chess Logic: Treat constraints as fixed rules for unyielding accuracy.
This repository serves as a critical proof for AI researchers to challenge the prevailing “Context Window” dogma.
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