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GitOps continuous-reconciliation engine for Cisco IOS XE. Reads desired state from Git, compares live device state via RESTCONF, writes only the delta via NETCONF/YANG. Idempotent, self-healing, model-driven, a Kubernetes-style control loop for network config

  • Updated Jul 17, 2026
  • Python

JuniorQuant breaks the dependency on heavy-compute data centers. Industry-standard NVIDIA Ising models demand a 700W+ power envelope per node, JuniorQuant stabilizes the same manifolds within a 45W peak limit. An Adaptive Tensor Modulation Loop (ATML); replacing floating-point matrix multiplications with multiplier-free b1.58, a 20x eff. yield

  • Updated Apr 15, 2026
  • Python

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