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<\/a><\/p>\nIllustration by ChatGPT<\/em><\/p>\n I would like to share with you a decisive milestone in a project that some of you have kindly followed from its early days: GENESIS<\/strong> and ANELLA-X<\/strong> are now fully operational, as the final developments have just been completed.<\/p>\n The system runs smoothly, the modules are integrated, the documentation is complete, and the project as a whole has passed all tests. What began merely as a hypothesis \u2014 that a purely associative network, governed by two simple gradients, could allow non-symbolic forms of coherence to emerge \u2014 has now been implemented in a stable environment.<\/p>\n Concretely, this includes:<\/p>\n five Python modules totalling 3,000 lines of code,<\/p>\n<\/li>\n a fully validated test suite,<\/p>\n<\/li>\n explicit and comprehensive technical and theoretical documentation,<\/p>\n<\/li>\n a standardised procedure for detecting, verifying, and tracking the emergence of phenomena within complex systems.<\/p>\n<\/li>\n<\/ul>\n This is not yet a \u201cthinking machine\u201d fully deserving of the name, nor a general-purpose alternative to LLMs, but a technical object of a different nature:<\/p>\n an engine of emergence<\/strong>, showing how structures can form, stabilise, or dissolve from simple weighted interactions \u2014 without the prior existence of a symbolic infrastructure, and without pre-programmed rules.<\/p>\n Following this announcement will come public demonstrations, pilot applications, and the collaborations now under consideration. The code exists, it is operational, and it is ready to be shown in action.<\/p>\n In the coming weeks, I will publish a first demonstration along with a summary document presenting the functioning of the overall architecture.<\/p>\n For now, I simply wanted to keep you informed: the research and development effort has turned a crucial page, allowing the system to step out of the laboratory and into public debate.<\/p>\n (To be continued\u2026)<\/p>\n","protected":false},"excerpt":{"rendered":"\n