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README.md

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-title: README
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-# Catalyst Neuromorphic
-
-Open neuromorphic processor architectures with full software stacks.
-
-## Processors
-
-**Catalyst N1** — 128-core neuromorphic processor with Loihi 1 feature parity. 131K neurons, programmable STDP learning engine, FPGA-validated with zero failures across 25 RTL testbenches.
-
-**Catalyst N2** — Programmable neuron engine with Loihi 2 feature parity. 5 neuron models (LIF, Izhikevich, ALIF, Sigma-Delta, Resonate), 1-16 bit weights, reward-modulated three-factor learning.
-
-## SDK
-
-3,091 tests | 155 features | CPU, GPU, and FPGA backends
-
-```bash
-pip install catalyst-cloud
-```
-
-## Links
-
-- [GitHub](https://github.com/catalyst-neuromorphic/catalyst-neurocore)
-- [Cloud API](https://catalyst-neuromorphic.com/cloud)
-- [Website](https://catalyst-neuromorphic.com)
-- [Paper](https://doi.org/10.5281/zenodo.18727094)
+# Catalyst Neuromorphic
+
+Open neuromorphic processor architectures with full software stacks. Three generations of silicon, FPGA validated, cloud accessible.
+
+## Processors
+
+**Catalyst N3** — 128-core neuromorphic SoC with hybrid ANN/SNN computing, hardware virtualization (NeurOS), and on-chip continual learning. 524K–1M neurons, 68 architectural features, 16 per-tile learning accelerators, 4-level memory hierarchy. FPGA validated (19/19 tests). *Paper and benchmarks coming soon.*
+
+**Catalyst N2** — Programmable neuron engine with Loihi 2 feature parity. 5 neuron models (LIF, Izhikevich, ALIF, Sigma-Delta, Resonate), 1-16 bit weights, reward-modulated three-factor learning.
+
+**Catalyst N1** — 128-core neuromorphic processor with Loihi 1 feature parity. 131K neurons, programmable STDP learning engine, FPGA-validated with zero failures across 25 RTL testbenches.
+
+## Benchmarks
+
+| Benchmark | Accuracy | vs Competition |
+|---|---|---|
+| SHD | **90.7%** | Beats Loihi 1 (89.0%) |
+| SSC | **73.5%** | Beats Loihi 2 (69.8%) |
+| N-MNIST | **99.2%** | — |
+| GSC KWS | **88.0%** | — |
+
+Full N3 benchmark suite with precision sweeps and hardware feature demonstrations — coming soon.
+
+## SDK
+
+3,091 SDK tests | 1,011+ RTL tests | CPU, GPU, and FPGA backends
+
+```bash
+pip install catalyst-cloud
+```
+
+## Links
+
+- [GitHub](https://github.com/catalyst-neuromorphic/catalyst-neurocore)
+- [Cloud API](https://catalyst-neuromorphic.com/cloud)
+- [Website](https://catalyst-neuromorphic.com)
+- [N3 Architecture](https://catalyst-neuromorphic.com/processors/n3)
+- [N2 Paper](https://doi.org/10.5281/zenodo.18728256)
+- [N1 Paper](https://doi.org/10.5281/zenodo.18727094)