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1. Hegelion Hegelion Public

   Dialectical reasoning architecture for LLMs (Thesis → Antithesis → Synthesis)

   Python 98 10

2. peircean-abduction peircean-abduction Public

   Logic architecture for abductive inference. Forces LLMs to make uncertainty visible through explicit hypothesis generation and Inference to Best Explanation.

   Python 2 1

3. divinecomedy divinecomedy Public

   Python 2

4. Shannon-Labs/shannon-control-unit Shannon-Labs/shannon-control-unit Public

   Shannon Control Unit: Adaptive regularization via control theory for LLM training

   Python 4

5. Toulmini Toulmini Public

   Logic architecture inspired by Toulmin. Forces LLMs into structured, sequential reasoning through Toulmin's argumentation model.

   Python 2 1

6. aleph aleph Public

   MCP server for recursive LLM reasoning. Load context, iterate with search/code/think tools, converge on answers.

   Python 14 2