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1. sat-qkd-security-curves sat-qkd-security-curves Public

   Quantum keys don’t fail quietly—loss and noise can leave you with bits, but no secrecy. We model the cliff to surface silent breakage before it becomes a system risk.

   Python

2. qkernel-telemetry-anomaly qkernel-telemetry-anomaly Public

   Applied quantum kernels for anomaly detection. Low-data anomaly detection on manifold-structured telemetry, benchmarking entanglement kernels vs classical baselines with geometric diagnostics.

   Python 2

3. sqnt-hardware-demo sqnt-hardware-demo Public

   Adaptive quantum networks in practice: superposed graph topologies and operator-space spatialization, with reproducible hardware-relevant demos and figures.

   Python 1

4. qml-verification-lab qml-verification-lab Public

   Verification harness for quantum ML. A reproducible lab for stress-testing quantum models where predictive accuracy, identifiability, curvature, and robustness under noise can diverge.

   Python

5. autodidactic-qml autodidactic-qml Public

   Recursive law learning under measurement constraints. A falsifiable SQNT-inspired testbed for autodidactic rules: internalizing structure under measurement invariants and limited observability.

   Python 2

6. bqnn-benchmark bqnn-benchmark Public

   Controlled interpolation between classical and quantum learning. Binarized Quantum Neural Network benchmark harness for systematic sweeping a quantumness parameter to map learning phase transitions.

   Python 2