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

Polazni H₂ model. Hamiltonijan, Ising iz CSV statistike. ansatz — parametrizovano kolo (StronglyEntanglingLayers na 5×5). VQE: minimizacija ⟨H⟩. GradientDescent na expval(H). Energija ovde je cost nad lotom — loto adapter na qc25.