diff --git a/streaming/sexp_to_cuda.py b/streaming/sexp_to_cuda.py
new file mode 100644
index 0000000..eada006
--- /dev/null
+++ b/streaming/sexp_to_cuda.py
@@ -0,0 +1,350 @@
+"""
+Sexp to CUDA Kernel Compiler.
+
+Compiles sexp frame pipelines to fused CUDA kernels for maximum performance.
+Instead of interpreting sexp and launching 10+ kernels per frame,
+generates a single kernel that does everything in one pass.
+"""
+
+import cupy as cp
+import numpy as np
+from typing import Dict, List, Any, Optional, Tuple
+import hashlib
+import sys
+
+# Kernel cache
+_COMPILED_KERNELS: Dict[str, Any] = {}
+
+
+def compile_frame_pipeline(effects: List[dict], width: int, height: int) -> callable:
+    """
+    Compile a list of effects to a fused CUDA kernel.
+
+    Args:
+        effects: List of effect dicts like:
+            [{'op': 'rotate', 'angle': 45.0},
+             {'op': 'blend', 'alpha': 0.5, 'src2': <gpu_array>},
+             {'op': 'hue_shift', 'degrees': 90.0},
+             {'op': 'ripple', 'amplitude': 10.0, 'frequency': 8.0, ...}]
+        width, height: Frame dimensions
+
+    Returns:
+        Callable that takes input frame and returns output frame
+    """
+
+    # Generate cache key
+    ops_key = str([(e['op'], {k:v for k,v in e.items() if k != 'src2'}) for e in effects])
+    cache_key = f"{width}x{height}_{hashlib.md5(ops_key.encode()).hexdigest()}"
+
+    if cache_key in _COMPILED_KERNELS:
+        return _COMPILED_KERNELS[cache_key]
+
+    # Generate fused kernel code
+    kernel_code = _generate_fused_kernel(effects, width, height)
+
+    # Compile kernel
+    kernel = cp.RawKernel(kernel_code, 'fused_pipeline')
+
+    # Create wrapper function
+    def run_pipeline(frame: cp.ndarray, **dynamic_params) -> cp.ndarray:
+        """Run the compiled pipeline on a frame."""
+        if frame.dtype != cp.uint8:
+            frame = cp.clip(frame, 0, 255).astype(cp.uint8)
+        if not frame.flags['C_CONTIGUOUS']:
+            frame = cp.ascontiguousarray(frame)
+
+        output = cp.zeros_like(frame)
+
+        block = (16, 16)
+        grid = ((width + 15) // 16, (height + 15) // 16)
+
+        # Build parameter array
+        params = _build_params(effects, dynamic_params)
+
+        kernel(grid, block, (frame, output, width, height, params))
+
+        return output
+
+    _COMPILED_KERNELS[cache_key] = run_pipeline
+    return run_pipeline
+
+
+def _generate_fused_kernel(effects: List[dict], width: int, height: int) -> str:
+    """Generate CUDA kernel code for fused effects pipeline."""
+
+    # Build the kernel
+    code = r'''
+extern "C" __global__
+void fused_pipeline(
+    const unsigned char* src,
+    unsigned char* dst,
+    int width, int height,
+    const float* params
+) {
+    int x = blockIdx.x * blockDim.x + threadIdx.x;
+    int y = blockIdx.y * blockDim.y + threadIdx.y;
+
+    if (x >= width || y >= height) return;
+
+    // Start with source coordinates
+    float src_x = (float)x;
+    float src_y = (float)y;
+    float cx = width / 2.0f;
+    float cy = height / 2.0f;
+
+    // Track accumulated transforms
+    float total_cos = 1.0f, total_sin = 0.0f;  // rotation
+    float total_zoom = 1.0f;  // zoom
+    float ripple_dx = 0.0f, ripple_dy = 0.0f;  // ripple displacement
+
+    int param_idx = 0;
+
+'''
+
+    # Add effect-specific code
+    for i, effect in enumerate(effects):
+        op = effect['op']
+
+        if op == 'rotate':
+            code += f'''
+    // Rotate {i}
+    {{
+        float angle = params[param_idx++] * 3.14159265f / 180.0f;
+        float c = cosf(angle);
+        float s = sinf(angle);
+        // Compose with existing rotation
+        float nc = total_cos * c - total_sin * s;
+        float ns = total_cos * s + total_sin * c;
+        total_cos = nc;
+        total_sin = ns;
+    }}
+'''
+        elif op == 'zoom':
+            code += f'''
+    // Zoom {i}
+    {{
+        float zoom = params[param_idx++];
+        total_zoom *= zoom;
+    }}
+'''
+        elif op == 'ripple':
+            code += f'''
+    // Ripple {i}
+    {{
+        float amplitude = params[param_idx++];
+        float frequency = params[param_idx++];
+        float decay = params[param_idx++];
+        float phase = params[param_idx++];
+        float rcx = params[param_idx++];
+        float rcy = params[param_idx++];
+
+        float rdx = src_x - rcx;
+        float rdy = src_y - rcy;
+        float dist = sqrtf(rdx * rdx + rdy * rdy);
+
+        float wave = sinf(dist * frequency * 0.1f + phase);
+        float amp = amplitude * expf(-dist * decay * 0.01f);
+
+        if (dist > 0.001f) {
+            ripple_dx += rdx / dist * wave * amp;
+            ripple_dy += rdy / dist * wave * amp;
+        }
+    }}
+'''
+
+    # Apply all geometric transforms at once
+    code += '''
+    // Apply accumulated geometric transforms
+    {
+        // Translate to center
+        float dx = src_x - cx;
+        float dy = src_y - cy;
+
+        // Apply rotation
+        float rx = total_cos * dx + total_sin * dy;
+        float ry = -total_sin * dx + total_cos * dy;
+
+        // Apply zoom (inverse for sampling)
+        rx /= total_zoom;
+        ry /= total_zoom;
+
+        // Translate back and apply ripple
+        src_x = rx + cx - ripple_dx;
+        src_y = ry + cy - ripple_dy;
+    }
+
+    // Sample source with bilinear interpolation
+    float r, g, b;
+    if (src_x < 0 || src_x >= width - 1 || src_y < 0 || src_y >= height - 1) {
+        r = g = b = 0;
+    } else {
+        int x0 = (int)src_x;
+        int y0 = (int)src_y;
+        float fx = src_x - x0;
+        float fy = src_y - y0;
+
+        int idx00 = (y0 * width + x0) * 3;
+        int idx10 = (y0 * width + x0 + 1) * 3;
+        int idx01 = ((y0 + 1) * width + x0) * 3;
+        int idx11 = ((y0 + 1) * width + x0 + 1) * 3;
+
+        #define BILERP(c) \\
+            (src[idx00 + c] * (1-fx) * (1-fy) + \\
+             src[idx10 + c] * fx * (1-fy) + \\
+             src[idx01 + c] * (1-fx) * fy + \\
+             src[idx11 + c] * fx * fy)
+
+        r = BILERP(0);
+        g = BILERP(1);
+        b = BILERP(2);
+    }
+
+'''
+
+    # Add color transforms
+    for i, effect in enumerate(effects):
+        op = effect['op']
+
+        if op == 'invert':
+            code += f'''
+    // Invert {i}
+    {{
+        float amount = params[param_idx++];
+        if (amount > 0.5f) {{
+            r = 255.0f - r;
+            g = 255.0f - g;
+            b = 255.0f - b;
+        }}
+    }}
+'''
+        elif op == 'hue_shift':
+            code += f'''
+    // Hue shift {i}
+    {{
+        float shift = params[param_idx++];
+        if (fabsf(shift) > 0.01f) {{
+            // RGB to HSV
+            float rf = r / 255.0f;
+            float gf = g / 255.0f;
+            float bf = b / 255.0f;
+
+            float max_c = fmaxf(rf, fmaxf(gf, bf));
+            float min_c = fminf(rf, fminf(gf, bf));
+            float delta = max_c - min_c;
+
+            float h = 0, s = 0, v = max_c;
+
+            if (delta > 0.00001f) {{
+                s = delta / max_c;
+                if (rf >= max_c) h = (gf - bf) / delta;
+                else if (gf >= max_c) h = 2.0f + (bf - rf) / delta;
+                else h = 4.0f + (rf - gf) / delta;
+                h *= 60.0f;
+                if (h < 0) h += 360.0f;
+            }}
+
+            h = fmodf(h + shift + 360.0f, 360.0f);
+
+            // HSV to RGB
+            float c = v * s;
+            float x_val = c * (1 - fabsf(fmodf(h / 60.0f, 2.0f) - 1));
+            float m = v - c;
+
+            float r2, g2, b2;
+            if (h < 60) {{ r2 = c; g2 = x_val; b2 = 0; }}
+            else if (h < 120) {{ r2 = x_val; g2 = c; b2 = 0; }}
+            else if (h < 180) {{ r2 = 0; g2 = c; b2 = x_val; }}
+            else if (h < 240) {{ r2 = 0; g2 = x_val; b2 = c; }}
+            else if (h < 300) {{ r2 = x_val; g2 = 0; b2 = c; }}
+            else {{ r2 = c; g2 = 0; b2 = x_val; }}
+
+            r = (r2 + m) * 255.0f;
+            g = (g2 + m) * 255.0f;
+            b = (b2 + m) * 255.0f;
+        }}
+    }}
+'''
+        elif op == 'brightness':
+            code += f'''
+    // Brightness {i}
+    {{
+        float factor = params[param_idx++];
+        r *= factor;
+        g *= factor;
+        b *= factor;
+    }}
+'''
+
+    # Write output
+    code += '''
+    // Write output
+    int dst_idx = (y * width + x) * 3;
+    dst[dst_idx] = (unsigned char)fminf(255.0f, fmaxf(0.0f, r));
+    dst[dst_idx + 1] = (unsigned char)fminf(255.0f, fmaxf(0.0f, g));
+    dst[dst_idx + 2] = (unsigned char)fminf(255.0f, fmaxf(0.0f, b));
+}
+'''
+
+    return code
+
+
+def _build_params(effects: List[dict], dynamic_params: dict) -> cp.ndarray:
+    """Build parameter array for kernel."""
+    params = []
+
+    for effect in effects:
+        op = effect['op']
+
+        if op == 'rotate':
+            params.append(float(dynamic_params.get('rotate_angle', effect.get('angle', 0))))
+        elif op == 'zoom':
+            params.append(float(dynamic_params.get('zoom_amount', effect.get('amount', 1.0))))
+        elif op == 'ripple':
+            params.append(float(effect.get('amplitude', 10)))
+            params.append(float(effect.get('frequency', 8)))
+            params.append(float(effect.get('decay', 2)))
+            params.append(float(dynamic_params.get('ripple_phase', effect.get('phase', 0))))
+            params.append(float(effect.get('center_x', 960)))
+            params.append(float(effect.get('center_y', 540)))
+        elif op == 'invert':
+            params.append(float(effect.get('amount', 0)))
+        elif op == 'hue_shift':
+            params.append(float(effect.get('degrees', 0)))
+        elif op == 'brightness':
+            params.append(float(effect.get('factor', 1.0)))
+
+    return cp.array(params, dtype=cp.float32)
+
+
+# Test the compiler
+if __name__ == '__main__':
+    print("[sexp_to_cuda] Testing fused kernel compiler...")
+
+    # Define a test pipeline
+    effects = [
+        {'op': 'rotate', 'angle': 45.0},
+        {'op': 'zoom', 'amount': 1.2},
+        {'op': 'hue_shift', 'degrees': 30.0},
+        {'op': 'ripple', 'amplitude': 10, 'frequency': 8, 'decay': 2, 'phase': 0, 'center_x': 960, 'center_y': 540},
+    ]
+
+    # Compile
+    pipeline = compile_frame_pipeline(effects, 1920, 1080)
+
+    # Test with dummy frame
+    import time
+    frame = cp.random.randint(0, 255, (1080, 1920, 3), dtype=cp.uint8)
+
+    # Warmup
+    output = pipeline(frame)
+    cp.cuda.Stream.null.synchronize()
+
+    # Benchmark
+    start = time.time()
+    for i in range(100):
+        output = pipeline(frame, rotate_angle=i, ripple_phase=i*0.1)
+    cp.cuda.Stream.null.synchronize()
+    elapsed = time.time() - start
+
+    print(f"Fused kernel: {elapsed/100*1000:.2f}ms per frame")
+    print(f"That's {100/elapsed:.0f} fps potential!")