diff --git a/core/vector/vector_types.rs b/core/vector/vector_types.rs
index 2ec79ed1d..779f1db86 100644
--- a/core/vector/vector_types.rs
+++ b/core/vector/vector_types.rs
@@ -25,11 +25,59 @@ pub struct Vector {
 }
 
 impl Vector {
+    /// # Safety
+    ///
+    /// This method is used to reinterpret the underlying `Vec<u8>` data
+    /// as a `&[f32]` slice. This is only valid if:
+    /// - The buffer is correctly aligned for `f32`
+    /// - The length of the buffer is exactly `dims * size_of::<f32>()`
     pub fn as_f32_slice(&self) -> &[f32] {
-        unsafe { std::slice::from_raw_parts(self.data.as_ptr() as *const f32, self.dims) }
+        if self.dims == 0 {
+            return &[];
+        }
+
+        assert_eq!(
+            self.data.len(),
+            self.dims * std::mem::size_of::<f32>(),
+            "data length must equal dims * size_of::<f32>()"
+        );
+
+        let ptr = self.data.as_ptr();
+        let align = std::mem::align_of::<f32>();
+        assert_eq!(
+            ptr.align_offset(align),
+            0,
+            "data pointer must be aligned to {align} bytes for f32 access"
+        );
+
+        unsafe { std::slice::from_raw_parts(ptr as *const f32, self.dims) }
     }
 
+    /// # Safety
+    ///
+    /// This method is used to reinterpret the underlying `Vec<u8>` data
+    /// as a `&[f64]` slice. This is only valid if:
+    /// - The buffer is correctly aligned for `f64`
+    /// - The length of the buffer is exactly `dims * size_of::<f64>()`
     pub fn as_f64_slice(&self) -> &[f64] {
+        if self.dims == 0 {
+            return &[];
+        }
+
+        assert_eq!(
+            self.data.len(),
+            self.dims * std::mem::size_of::<f64>(),
+            "data length must equal dims * size_of::<f64>()"
+        );
+
+        let ptr = self.data.as_ptr();
+        let align = std::mem::align_of::<f64>();
+        assert_eq!(
+            ptr.align_offset(align),
+            0,
+            "data pointer must be aligned to {align} bytes for f64 access"
+        );
+
         unsafe { std::slice::from_raw_parts(self.data.as_ptr() as *const f64, self.dims) }
     }
 }
@@ -281,11 +329,6 @@ pub fn vector_f64_distance_cos(v1: &Vector, v2: &Vector) -> Result<f64> {
 }
 
 pub fn vector_type(blob: &[u8]) -> Result<VectorType> {
-    if blob.is_empty() {
-        return Err(LimboError::ConversionError(
-            "Invalid vector value".to_string(),
-        ));
-    }
     // Even-sized blobs are always float32.
     if blob.len() % 2 == 0 {
         return Ok(VectorType::Float32);
@@ -706,6 +749,7 @@ mod tests {
         let v2 = float32_vec_from(&[]);
         let result = vector_concat(&v1, &v2).unwrap();
         assert_eq!(result.dims, 0);
+        assert_eq!(f32_slice_from_vector(&result), Vec::<f32>::new());
     }
 
     #[test]