Update README.md

README.md

@@ -24,8 +24,8 @@ By combining continuous local plasticity (STDP), homeostatic density regulation,
 
 Our research centers on replacing brute-force matrix multiplication with biologically inspired, hardware-native bitwise graph dynamics:
 
-*   **1-Bit Self-Organizing Attractor Substrates:** Replacing standard floating-point backpropagation with binary directed graphs ($\mathbf{C} \in \{0,1\}^{N \times N}$) updated dynamically via Spike-Timing-Dependent Plasticity (STDP) and bitwise `XNOR` + `POPCNT` SIMD evaluation kernels.
-*   **Homeostatic Density Regulation:** Engineering adaptive thresholding mechanisms ($\theta_i$) that lock active node firing density within optimal sparse regimes ($5\% - 12\%$), preventing network seizure (activity saturation) and activity collapse.
+*   **1-Bit Self-Organizing Attractor Substrates:** Replacing standard floating-point backpropagation with binary directed graphs updated dynamically via Spike-Timing-Dependent Plasticity (STDP) and bitwise `XNOR` + `POPCNT` SIMD evaluation kernels.
+*   **Homeostatic Density Regulation:** Engineering adaptive thresholding mechanisms that lock active node firing density within optimal sparse regimes, preventing network seizure (activity saturation) and activity collapse.
 *   **Time-Multiplexed Clock Scaling:** Leveraging high CPU/GPU clock frequencies (MHz/GHz) to scale execution throughput on compact, L3-cache-resident graphs (100M to 32B 1-bit edges) to achieve human-level state transition capacity without hitches from DRAM bandwidth bottlenecks.
 *   **Frequency-Thresholded Subword Readouts:** Implementing multi-step state history concatenation ($[\mathbf{S}_t \,||\, \mathbf{S}_{t-1}]$) mapped onto subword BPE vocabularies via frequency-thresholded linear decoding trees.
 *   **Zero-Copy Rust Subsystems:** Developing high-performance, memory-aligned Rust runtimes featuring zero-heap allocation hot loops, strict `cargo clippy` standards, and atomic `.1bit` binary state persistence.