diff --git a/model/models/qwen25vl/model_vision.go b/model/models/qwen25vl/model_vision.go
index 969d255f1..2c839b3bd 100644
--- a/model/models/qwen25vl/model_vision.go
+++ b/model/models/qwen25vl/model_vision.go
@@ -245,7 +245,7 @@ func (m *VisionModel) Forward(ctx ml.Context, pixelValues ml.Tensor, grid *Grid)
 		}
 	}
 
-	hiddenStates =  m.PatchMerger.Forward(ctx, hiddenStates, m.VisionModelOptions)
+	hiddenStates = m.PatchMerger.Forward(ctx, hiddenStates, m.VisionModelOptions)
 	reverseWindowIndex := windowIndex.Argsort(ctx)
 	return hiddenStates.Rows(ctx, reverseWindowIndex)
 }
diff --git a/model/models/qwen25vl/process_image.go b/model/models/qwen25vl/process_image.go
index 66294e155..a725fe85d 100644
--- a/model/models/qwen25vl/process_image.go
+++ b/model/models/qwen25vl/process_image.go
@@ -131,22 +131,22 @@ func (p *ImageProcessor) createPatches(pixels []float32, height, width int, grid
 	// in the format expected by the forward pass
 	patchIndex := 0
 
-	for t := 0; t < grid.Temporal; t++ {
+	for range grid.Temporal {
 		// For each patch in the grid
 		for h := 0; h < grid.Height; h += mergeSize {
 			for w := 0; w < grid.Width; w += mergeSize {
 				// Handle the 2x2 merged patches
-				for mh := 0; mh < mergeSize; mh++ {
-					for mw := 0; mw < mergeSize; mw++ {
+				for mh := range mergeSize {
+					for mw := range mergeSize {
 						// For each pixel in the patch
-						for py := 0; py < patchSize; py++ {
-							for px := 0; px < patchSize; px++ {
+						for py := range patchSize {
+							for px := range patchSize {
 								// Calculate source coordinates
 								y := (h+mh)*patchSize + py
 								x := (w+mw)*patchSize + px
 
 								// For each channel
-								for c := 0; c < channels; c++ {
+								for c := range channels {
 									// Channel-first format (CHW)
 									srcIdx := c*height*width + y*width + x
 
@@ -167,9 +167,9 @@ func (p *ImageProcessor) createPatches(pixels []float32, height, width int, grid
 
 						// Handle temporal dimension padding (if needed)
 						for tp := 1; tp < temporalPatchSize; tp++ {
-							for py := 0; py < patchSize; py++ {
-								for px := 0; px < patchSize; px++ {
-									for c := 0; c < channels; c++ {
+							for py := range patchSize {
+								for px := range patchSize {
+									for c := range channels {
 										srcIdx := patchIndex*patchDim +
 											(c * temporalPatchSize * patchSize * patchSize) +
 											(0 * patchSize * patchSize) + // first temporal frame
diff --git a/model/models/qwen2vl/imageproc.go b/model/models/qwen2vl/imageproc.go
index 82abf7321..964b39072 100644
--- a/model/models/qwen2vl/imageproc.go
+++ b/model/models/qwen2vl/imageproc.go
@@ -14,7 +14,7 @@ import (
 const (
 	DefaultFactor    = 28
 	DefaultMinPixels = 56 * 56
-	DefaultMaxPixels = 14 * 14 * 4 * 1280 // TODO: might need to change
+	DefaultMaxPixels = 14 * 14 * 4 * 1280
 )
 
 // smartResize calculates the size of the image to resize to based on the