Astrophysics MHD simulation code optimized for large cluster of GPU

Ternary gradient descent: straight-through estimator, ternary Adam/SGD optimizers, gradient clipping in trit space, cosine LR scheduling

ternary-quantize - SuperInstance ecosystem crate

Ternary min-heap priority queue: 3 children per node, O(log₃ n) push/pop, merge, decrease-key

Active Inference with ternary {-1,0,+1} actions: generative models, variational Bayes, expected free energy minimization

MO§ES™ Constitutional Claw: Governance Harness — CoVERIFY - Lineage Claws - More to come! modes, postures, roles, SHA-256 audit chain, commitment conservation. law verifier. Patent pending 63/877,177.

Background compaction for GPU data structures with ternary compaction state

GPU-accelerated music cognition patterns — v2 with groove scheduling, voice leading, harmony remap

Hamiltonian mechanics on ternary phase space: symplectic integration, energy conservation, Poisson brackets in {-1,0,+1}

Ternary spatial math: P48 + Eisenstein

Generalized conservation law framework: γ + H = C

Watkins Temperature Theorem: conservation-law constrained optimization on the golden-ratio simplex

Cadence detection for agent outputs

Synchronization barriers for GPU kernel phases with ternary arrival states. Counting, cyclic, and phase barriers.

Circuit breaker pattern for GPU kernels. Track failure rates, trip on threshold, auto-failover to fallback. CRDT sync across fleet.

ternary-arithmetic - SuperInstance ecosystem crate

ternary-thread-block - SuperInstance ecosystem crate

**Musical form analysis for multi-agent task decomposition.**

Geometric algorithms for ternary spaces

Ternary network pruning. When every weight is ±1, you prune uncertainty — flip counts, gradient weakness, row/column importance.