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1. aclai-lab/Sole.jl aclai-lab/Sole.jl Public

   Sole.jl – Long live transparent modeling!

   Julia 50 1

2. reasonsmith reasonsmith Public

   Prove which legally-owed reasons a decision system deleted, and from whom — by re-running its own inference, not reading its log. Every verdict states how it was reached.

   Python 3 2

3. CouncilAgent CouncilAgent Public

   A drop-in multi-LLM council agent: fan-out → deliberate → aggregate → calibrated confidence. Pure asyncio core, pluggable topologies, protocols, and aggregation strategies.

   Python 2 1

4. nesyarena nesyarena Public

   Accuracy Hides Semantic Error: A Diagnostic Arena for Neuro-Symbolic Reasoning

   Python 2

5. ledgerpress ledgerpress Public template

   A single-source academic website and CV: one interface, two published artifacts, and a build that refuses to publish a contradiction.

   TypeScript 3