The overarching goal of the technical simulation project is to create a synthetic environment capable of subjecting the 4DFamily distributed resource allocation framework to rigorous performance evaluation and resilience testing. This environment is strategically designed to model real-world operational stress, including high concurrent user loads, aggressive bot throttling scenarios, inherent fragility in external API dependencies (specifically the Gemini API), and simulated system component failures. The simulation’s primary output will be the generation of essential metrics required to evaluate the system's performance envelope, its capacity for self-recovery, and its dynamic resource allocation effectiveness under duress. ​The initial plan, which included structured previews for the script and Docker Compose file, was met with strong positive affirmation due to its thoroughness and organization. The refined plan demonstrates a clear commitment to enhancing the project's robustness, observability, and configuration flexibility based on expert review.

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