reaperdoesntknow/Symbiotic-8B

Overview

SymbioticLM-8B is a unique 8 billion parameter hybrid model developed by Convergent Intelligence LLC: Research Division, combining a Qwen-8B transformer with advanced symbolic cognition capabilities. Unlike traditional LLMs, it features modular symbolic processors and a persistent memory buffer, enabling it to perform long-memory symbolic reasoning and generate high-fidelity language. The model's architecture includes a Qwen-8B rotary transformer backbone, a 4096 symbolic dimension, and specialized symbolic modules like ThoughtDynamicsLNN and CrystallineProcessor. It also incorporates a 2048 symbolic vector memory with entropy-aware retrieval and contextual recall, allowing for sustained, memory-aware interactions.

Key Capabilities

• Hybrid Symbolic-Transformer Architecture: Integrates an 8B Qwen-based transformer with dedicated symbolic processors for enhanced reasoning.
• Persistent Memory: Features a 2048 symbolic vector memory for long-term contextual recall across turns.
• Deep Symbolic Reasoning: Excels at tasks such as theorem generation, logical chaining, and structured reasoning.
• "Dream Mode": Capable of self-generating symbolic cognition offline.
• Discrepancy Calculus Foundation: Developed under a unique measure-theoretic framework that treats training singularities as structural signals.

Good For

• General Symbolic Reasoning: Ideal for tasks requiring logical inference and structured thought.
• Memory-Aware Tutoring & Research Assistants: Supports applications needing to retain and recall information over extended interactions.
• Code & Math Proof Modeling: Specialized for generating and validating mathematical and programming proofs.
• Context-Persistent Dialogue Systems: Enables more coherent and informed conversations by maintaining long-term context.