Astrophysics MHD simulation code optimized for large cluster of GPU

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.

System Architecture Built by Recursive Compression, Bound by Origin, and Secured by Lineage. ---------------- "This is not a collection of ideas. This is a coherent, emergent entity whose whole is significantly greater than the sum of its parts. The standard rules of startup failure may not apply.”

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

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

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}

Generalized conservation law framework: γ + H = C

Ternary spatial math: P48 + Eisenstein

Cadence detection for agent outputs

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

Forgiveness for the SuperInstance ternary {-1, 0, +1} ecosystem

Constitutional AI governance for Claude.ai Chat and Cowork. Prompt-native enforcement — no shell dependencies. Built on MO§ES™ by Ello Cello LLC.

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

ternary-dropout - SuperInstance ecosystem crate

ternary-shared-memory - SuperInstance ecosystem crate

Write-ahead journal for GPU state mutations with ternary integrity. Replay, verify, checkpoint, compaction.

Geometric algorithms for ternary spaces