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1. UnSwagAI UnSwagAI Public

   Packet-Switched Attention for stable 2-bit quantized MoE inference, with variance-aware routing and Protocol C benchmarks.

   Python 1

2. Structural-Isomorphism Structural-Isomorphism Public

   Research artifact for Structural Isomorphism / Sophia Protocol: alignment as invariant-preserving behavior under technical constraints.

3. TRuCAL TRuCAL Public

   PyTorch research prototype for inference-time alignment interventions using risk aggregation and bounded correction loops.

   Jupyter Notebook 1

4. rigidbench_code_data rigidbench_code_data Public

   RigidBench v3.1 code/data artifact for evaluating referential invariance under semantic pressure in LLMs.

   Python