⭐ Featured · AI Optimization
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AI Optimization — MAAT-Core
A safety-first Python framework for ethical and constrained optimization.
Instead of filtering unsafe solutions after the fact, MAAT-Core embeds
Respect constraints directly into
the objective: unsafe states become mathematically dominated by design.
Version 0.1.2 adds core.evaluate(),
seek_trace(),
structured constraint diagnostics, and CCI support — with a reflection loop
for adaptive safety-penalty tuning.
Physics · Cosmology
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MAAT Dynamic Structural Selection
A complementary layer for fundamental physics: standard dynamics defines
what is possible; structural selection ranks which admissible configurations
are coherent and stable enough to be realised.
Includes the first H(z) data comparison (Paper 32).
Diagnostics · Stability
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Critical Coherence Index (CCI)
A structural diagnostic for stability, coherence, and critical transitions
in complex systems. CCI < 1 means stable; CCI ≈ 1 signals a critical
transition; CCI > 1 indicates instability. Also available as
Cosmological CCI (expansion stress vs. growth coherence).
Game · AI · Bilingual
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MAAT RPG — Return of the Principles
A bilingual local AI-RPG with story, journal, boss codex, reactive path
profile, guided demo battles, boss phases, and a world built around the
five principles of MAAT. Runs offline on Linux & macOS.
Papers · Preprints · 32+
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Papers & Preprints
All published papers, preprints, and alpha studies — the structural
selection series (32 papers), MAAT-Core framework paper, the MAAT-KI
Alpha Study on Qwen3-14B, and more.
