A meaning-first reasoning substrate built on conceptual topology, persistent entities, and parallel interpretations — designed to correct structural failures in transformer-based LLMs.
natural-language-understanding cognitive-models ai-research ambiguity-resolution semantic-representation reasoning-engine llm-integration aurora-pef conceptual-topology constraint-reasoning
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Updated
Dec 5, 2025 - Python