diff --git a/optimization_log_20250928_214329.txt b/optimization_log_20250928_214329.txt
index 7ef5d1e5..63cba741 100644
--- a/optimization_log_20250928_214329.txt
+++ b/optimization_log_20250928_214329.txt
@@ -134,3 +134,23 @@ Testing Optimization Level 19: Benchmarking
 [2025-09-28 21:47:56]     ✅ Complete in 1.88s
 [2025-09-28 21:47:56] 
 Committing results for Benchmarking...
+[2025-09-28 21:47:56]   Committed results
+[2025-09-28 21:47:56] 
+Verifying previous optimizations still work...
+[2025-09-28 21:47:56]   Previous optimizations verified
+[2025-09-28 21:47:56] 
+================================================================================
+[2025-09-28 21:47:56] OPTIMIZATION RESULTS MATRIX
+[2025-09-28 21:47:56] ================================================================================
+[2025-09-28 21:47:56] | Optimization | Perceptron | XOR | MNIST | CIFAR | TinyGPT |
+|-------------|------------|-----|-------|-------|--------|
+| Baseline    | ✅ 100% 1.9s | ✅ 54% 1.9s | ✅ 12% 2.0s | ❌          | ✅ 1.9s     |
+| Profiling   | ✅ 100% 1.8s | ✅ 54% 1.9s | ✅ 12% 2.0s | ❌          | ✅ 1.8s     |
+| Acceleration | ✅ 100% 1.8s | ✅ 54% 1.9s | ✅ 11% 2.0s | ❌          | ✅ 1.9s     |
+| Quantization | ✅ 100% 1.9s | ✅ 54% 1.9s | ✅ 10% 2.0s | ❌          | ✅ 1.8s     |
+| Compression | ✅ 100% 1.8s | ✅ 54% 1.9s | ✅ 11% 2.0s | ❌          | ✅ 1.8s     |
+| Caching     | ✅ 100% 1.9s | ✅ 54% 1.9s | ✅ 10% 1.9s | ❌          | ✅ 1.9s     |
+| Benchmarking | ✅ 100% 1.9s | ✅ 54% 1.9s | ✅ 8% 2.0s  | ❌          | ✅ 1.9s     |
+
+[2025-09-28 21:47:56] 
+Matrix saved to optimization_matrix.md