Harmonic-Lumina-12B is a model merged using a custom harmony_prism method — It merges Harmony-Bird-12B, Violet-Mist-12B, and Luminous-Shadow-12B.

A merge algorithm that aligns models across structural (spatial) and energetic (style/variance) domains. It performs stochastic coherence sampling—random block analysis of parameter deltas—to measure local structure and energy similarity. Using these signals, it adaptively adjusts per-model weights through entropy-stabilized softmax and a decaying EMA center, achieving smooth, artifact-free convergence that preserves each model’s “resonance” while unifying tone and logic.

• focus — Controls decisiveness of weighting; higher = stronger emphasis on the most coherent contributors. (Global or per-model.).
• blend — Balances between spatial structure (0) and energy signature (1), determining whether the merge favors logic/shape or expressive style. (Global or per-model.)
• max_goodness — Convergence threshold for coherence optimization; the process stops when this target is reached.
• refinement_steps — Number of refinement passes; higher values yield smoother and more unified results at the cost of time.

• 💠 Team Mradermacher — Static & imatrix quants
• 🌌 DeathGodlike — EXL3 quants
• 🌠 Original creators and model authors

Merges

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