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feat(ml,graph,procint): add 8 innovative kernels (106 total)
New kernels: - graph: GNNInference, GraphAttention (GAT multi-head attention) - ml: EmbeddingGeneration, SemanticSimilarity (NLP/LLM integration) - ml: SecureAggregation (federated learning with differential privacy) - ml: DrugInteractionPrediction, ClinicalPathwayConformance (healthcare) - procint: DigitalTwin (process simulation for what-if analysis) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
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Cargo.lock

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README.md

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| Domain | Crate | Kernels |
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|--------|-------|---------|
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| Graph Analytics | `rustkernel-graph` | 26 |
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| Statistical ML | `rustkernel-ml` | 12 |
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| Graph Analytics | `rustkernel-graph` | 28 |
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| Statistical ML | `rustkernel-ml` | 17 |
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| Compliance | `rustkernel-compliance` | 11 |
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| Temporal Analysis | `rustkernel-temporal` | 7 |
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| Risk Analytics | `rustkernel-risk` | 5 |
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| Banking | `rustkernel-banking` | 1 |
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| Behavioral Analytics | `rustkernel-behavioral` | 6 |
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| Order Matching | `rustkernel-orderbook` | 1 |
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| Process Intelligence | `rustkernel-procint` | 6 |
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| Process Intelligence | `rustkernel-procint` | 7 |
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| Clearing | `rustkernel-clearing` | 5 |
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| Treasury | `rustkernel-treasury` | 5 |
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| Accounting | `rustkernel-accounting` | 9 |
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## Status
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The port is functionally complete. All 98 kernels have been implemented with both BatchKernel and RingKernelHandler traits. K2K (kernel-to-kernel) messaging is in place for cross-kernel coordination patterns.
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The port is functionally complete. All 106 kernels have been implemented with both BatchKernel and RingKernelHandler traits. K2K (kernel-to-kernel) messaging is in place for cross-kernel coordination patterns.
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Recent additions include:
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- **Graph Neural Networks**: GNNInference, GraphAttention (GAT)
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- **NLP/LLM Integration**: EmbeddingGeneration, SemanticSimilarity
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- **Federated Learning**: SecureAggregation with differential privacy
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- **Healthcare Analytics**: DrugInteractionPrediction, ClinicalPathwayConformance
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- **Process Simulation**: DigitalTwin for what-if analysis
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Test coverage exists for all domains. Some edge cases in the behavioral analytics causal graph module remain flaky.
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crates/rustkernel-graph/Cargo.toml

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# Graph-specific dependencies
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nalgebra = { workspace = true }
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rand = { workspace = true }
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[dev-dependencies]
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tokio = { workspace = true, features = ["test-util", "macros"] }

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