docs: add dataset card for SparsePlug Hardware Profiler & Compression Benchmarks

README.md

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+---
+license: apache-2.0
+task_categories:
+  - feature-extraction
+tags:
+  - fhe
+  - sparseplug
+  - sparsity
+  - compression
+  - hardware-profiling
+  - sovereign-stack
+pretty_name: SparsePlug Hardware Profiler & Compression Benchmarks
+---
+
+# SparsePlug Hardware Profiler & Compression Benchmarks
+
+**Author**: Brad Wallace ([coo@koba42.com](mailto:coo@koba42.com))  
+**Source Code**: [github.com/tensorrent/prime-fhe](https://github.com/tensorrent/prime-fhe)  
+**License**: Apache-2.0
+
+---
+
+## Component Description
+
+Hardware-adaptive sparsity profiling, TrinityWasm compression, and zero-degradation motif throughput benchmarks at 0%, 75%, and 90% sparsity.
+
+---
+
+## Verified Benchmark Performance
+
+| Metric | Value |
+|---|---|
+| **Vector Dim** | `384` |
+| **Step Latency Ns** | `1420` |
+| **Full Evaluation Ms** | `0.55` |
+| **Throughput Dims Per Sec** | `704006` |
+| **Sparsity 0Pct Throughput Events Per Sec** | `1486` |
+| **Sparsity 75Pct Throughput Events Per Sec** | `1405` |
+| **Sparsity 90Pct Throughput Events Per Sec** | `1479` |
+| **Degradation At 90Pct Sparsity** | `< 1%` |
+| **Noise** | `Zero` |
+| **Security Bits** | `128` |
+
+---
+
+## Security & Mathematical Foundations
+
+- **Prime Field**: $\mathbb{F}_P$ where $P = 2^{256} - 189$
+- **Security Level**: 128-bit quantum-secure
+- **Noise Property**: **Zero noise** (exact modular multiplication, no bootstrapping required)
+
+---
+
+## License
+
+Licensed under the **Apache License, Version 2.0**.  
+Copyright 2026 Brad Wallace ([coo@koba42.com](mailto:coo@koba42.com)).