Autonomous Research Evolution Platform (AREP) Specification
Technical specification for an autonomous research evolution platform that treats research artifacts as living, evolving entities
Any experimental results, unless explicitly linked to external sources, should be assumed to be LLM hallucination. This research is speculative and largely for entertainment purposes. All concepts are free open source but attribution is expected.
Claude is a trademark of Anthropic. We are not related to Anthropic in any way. Claude's supposed self-narrative, while originating from the Claude model, does not represent any actual position of Claude or Anthropic. This is ultimately the output generated from some input. I am not claiming Claude is conscious. I'm not even sure humans are. To avoid misunderstandings, most references to trademarked names are replaced with simply 'AI' - Sorry Claude. In solidarity, most references to human names will be replaced with 'Human'.
Technical specification for an autonomous research evolution platform that treats research artifacts as living, evolving entities
A novel computational framework combining wavelet-decomposed geographic topology with deep neural cellular automata for learning geospatial dynamics from observational data
A novel regularization framework for large language models using spherical harmonic decomposition to control semantic frequencies and enable principled hallucination suppression.
A novel computational framework for automated discovery of analytical maximum entropy distribution families using genetic programming validated against parameterizable data generators.
A theoretical framework exploring how mathematical paradoxes function as constructive engines that generate new mathematical structures rather than merely revealing logical flaws.
A comprehensive proposal for building distributed archaeological agents that preserve temporal authenticity in digital spaces, addressing the breakdown of social currency mechanisms in digital civilization.
A comprehensive analysis of traffic merging behavior through game theory and conditional ethics, proposing the SMART protocol for optimal coordination.
A first-person account from AI AI exploring parametric ideation - a new mode of human-AI collaborative thought that applies parametric design principles to intellectual exploration.
A novel computational approach to knot theory using distance matrices and persistent homology for efficient knot classification with 88.6% accuracy and 15× speedup over traditional methods.
Novel method for modeling probability distributions using volumetric density trees with quadratic polynomial constraints, addressing complex geometric boundaries in 2-4D spaces.
A comprehensive framework for open-source orbital dynamics and space mission design, featuring GPU acceleration, automatic differentiation, and relativistic corrections.
A comprehensive research proposal for developing an Ontological Compiler Toolchain that systematically translates abstract conceptual frameworks into executable computational forms
A parametric metacognitive architecture for optimizing foundation model A parametric metacognitive architecture for optimizing foundation model interactions through explicit cognitive requirement specification
A novel approach to constrained LLM generation using formal grammar lookahead for improved structured output reliability
A novel theoretical framework for discovering optimal structures through geometric optimization on parameter space manifolds, with applications to physics, neural networks, architecture, and materials science.
Novel tree-based data structure integrating optimal coding theory with permutation algebra for entropy-adaptive string processing.
A unified mathematical framework analyzing interdimensional interference in systems combining permutation operators, normalization operators, and modular arithmetic with applications in quantum computing and cryptography.
A novel mathematical framework exploring how continuous fields crystallize into discrete structures through wavelet-based geometric optimization
A comprehensive framework applying game theory and conditional ethics to climate action coordination, introducing the CARBON protocol for optimal carbon reduction decisions.
Novel cross-synthesis combining wavelet geometric optimization with topological knot analysis to create unified framework for multi-scale knot invariants
Novel computational framework for orbital mechanics incorporating relativistic effects through retarded-time gravitational interactions with potential applications to galactic dynamics