diff --git a/filter_test.go b/filter_test.go
index a97d9f1..816bada 100644
--- a/filter_test.go
+++ b/filter_test.go
@@ -16,6 +16,30 @@ func TestFilter(t *testing.T) {
 	assert.Equal(t, want, u.Filter(nums, isEven))
 }
 
+func TestFilterEmpty(t *testing.T) {
+	result := u.Filter([]int{}, func(n int) bool { return n > 0 })
+	assert.Empty(t, result)
+}
+
+func TestFilterSingleElement(t *testing.T) {
+	result := u.Filter([]int{5}, func(n int) bool { return n > 0 })
+	assert.Equal(t, []int{5}, result)
+}
+
+func TestFilterSingleElementNoMatch(t *testing.T) {
+	result := u.Filter([]int{5}, func(n int) bool { return n > 10 })
+	assert.Empty(t, result)
+}
+
+func TestFilterLarge(t *testing.T) {
+	large := make([]int, 10000)
+	for i := range large {
+		large[i] = i
+	}
+	result := u.Filter(large, func(n int) bool { return n%2 == 0 })
+	assert.Equal(t, 5000, len(result))
+}
+
 func BenchmarkFilter(b *testing.B) {
 	data := make([]int, 1000)
 	for i := range data {
diff --git a/last_test.go b/last_test.go
index a0ab085..81e6ed1 100644
--- a/last_test.go
+++ b/last_test.go
@@ -13,3 +13,13 @@ func TestLast(t *testing.T) {
 	want := 5
 	assert.Equal(t, want, u.Last(nums))
 }
+
+func TestLastEmpty(t *testing.T) {
+	assert.Panics(t, func() {
+		u.Last([]int{})
+	})
+}
+
+func TestLastSingleElement(t *testing.T) {
+	assert.Equal(t, 42, u.Last([]int{42}))
+}
diff --git a/map_test.go b/map_test.go
index e939357..3fda8de 100644
--- a/map_test.go
+++ b/map_test.go
@@ -16,3 +16,24 @@ func TestMap(t *testing.T) {
 	want := []int{1, 4, 9}
 	assert.Equal(t, want, u.Map(nums, f))
 }
+
+func TestMapEmpty(t *testing.T) {
+	result := u.Map([]int{}, func(n int) int { return n * 2 })
+	assert.Empty(t, result)
+}
+
+func TestMapSingleElement(t *testing.T) {
+	result := u.Map([]int{5}, func(n int) int { return n * 2 })
+	assert.Equal(t, []int{10}, result)
+}
+
+func TestMapLarge(t *testing.T) {
+	large := make([]int, 10000)
+	for i := range large {
+		large[i] = i
+	}
+	result := u.Map(large, func(n int) int { return n * 2 })
+	assert.Equal(t, 10000, len(result))
+	assert.Equal(t, 0, result[0])
+	assert.Equal(t, 19998, result[9999])
+}
diff --git a/partition_test.go b/partition_test.go
index 136e2c5..a27b8d5 100644
--- a/partition_test.go
+++ b/partition_test.go
@@ -20,3 +20,29 @@ func TestPartition(t *testing.T) {
 	assert.Equal(t, wantEvens, evens)
 	assert.Equal(t, wantOdds, odds)
 }
+
+func TestPartitionEmpty(t *testing.T) {
+	keep, reject := u.Partition([]int{}, func(n int) bool { return n > 0 })
+	assert.Empty(t, keep)
+	assert.Empty(t, reject)
+}
+
+func TestPartitionSingleElement(t *testing.T) {
+	keep, reject := u.Partition([]int{5}, func(n int) bool { return n > 3 })
+	assert.Equal(t, []int{5}, keep)
+	assert.Empty(t, reject)
+}
+
+func TestPartitionAllPass(t *testing.T) {
+	nums := []int{2, 4, 6, 8}
+	keep, reject := u.Partition(nums, func(n int) bool { return n%2 == 0 })
+	assert.Equal(t, nums, keep)
+	assert.Empty(t, reject)
+}
+
+func TestPartitionAllReject(t *testing.T) {
+	nums := []int{1, 3, 5, 7}
+	keep, reject := u.Partition(nums, func(n int) bool { return n%2 == 0 })
+	assert.Empty(t, keep)
+	assert.Equal(t, nums, reject)
+}
diff --git a/reduce_test.go b/reduce_test.go
index c45b8f7..dfd08d9 100644
--- a/reduce_test.go
+++ b/reduce_test.go
@@ -17,3 +17,13 @@ func TestReduce(t *testing.T) {
 
 	assert.Equal(t, want, u.Reduce(nums, reducer, 0))
 }
+
+func TestReduceEmpty(t *testing.T) {
+	result := u.Reduce([]int{}, func(n, acc int) int { return n + acc }, 10)
+	assert.Equal(t, 10, result) // Should return initial accumulator
+}
+
+func TestReduceSingleElement(t *testing.T) {
+	result := u.Reduce([]int{5}, func(n, acc int) int { return n + acc }, 0)
+	assert.Equal(t, 5, result)
+}
diff --git a/unique_test.go b/unique_test.go
index 03ff72b..b4d7aab 100644
--- a/unique_test.go
+++ b/unique_test.go
@@ -14,3 +14,25 @@ func TestUnique(t *testing.T) {
 
 	assert.Equal(t, want, u.Unique(nums))
 }
+
+func TestUniqueEmpty(t *testing.T) {
+	result := u.Unique([]int{})
+	assert.Empty(t, result)
+}
+
+func TestUniqueSingleElement(t *testing.T) {
+	result := u.Unique([]int{42})
+	assert.Equal(t, []int{42}, result)
+}
+
+func TestUniqueNoDuplicates(t *testing.T) {
+	nums := []int{1, 2, 3, 4, 5}
+	result := u.Unique(nums)
+	assert.Equal(t, nums, result)
+}
+
+func TestUniqueAllSame(t *testing.T) {
+	nums := []int{5, 5, 5, 5, 5}
+	result := u.Unique(nums)
+	assert.Equal(t, []int{5}, result)
+}