diff --git a/docs/src/python/data_types.rst b/docs/src/python/data_types.rst
index 549446447..c75bfcb9d 100644
--- a/docs/src/python/data_types.rst
+++ b/docs/src/python/data_types.rst
@@ -66,3 +66,4 @@ documentation for more information. Use :func:`issubdtype` to determine if one
    Dtype
    DtypeCategory
    issubdtype
+   finfo
diff --git a/mlx/types/limits.h b/mlx/types/limits.h
new file mode 100644
index 000000000..6f2668a5f
--- /dev/null
+++ b/mlx/types/limits.h
@@ -0,0 +1,61 @@
+// Copyright © 2024 Apple Inc.
+#pragma once
+
+#include <limits>
+#include "mlx/types/half_types.h"
+
+namespace mlx::core {
+
+template <typename T>
+struct numeric_limits;
+
+template <>
+struct numeric_limits<float> : public std::numeric_limits<float> {};
+
+template <>
+struct numeric_limits<float16_t> {
+ private:
+  union half_or_bits {
+    uint16_t bits;
+    float16_t value;
+  };
+  constexpr static float16_t bits_to_half(uint16_t v) {
+    return half_or_bits{v}.value;
+  }
+
+ public:
+  constexpr static float16_t lowest() {
+    return bits_to_half(0xFBFF);
+  }
+  static constexpr float16_t max() {
+    return bits_to_half(0x7BFF);
+  }
+  static constexpr float16_t infinity() {
+    return bits_to_half(0x7C00);
+  }
+};
+
+template <>
+struct numeric_limits<bfloat16_t> {
+ private:
+  union bfloat_or_bits {
+    uint16_t bits;
+    bfloat16_t value;
+  };
+  constexpr static bfloat16_t bits_to_bfloat(uint16_t v) {
+    return bfloat_or_bits{v}.value;
+  }
+
+ public:
+  constexpr static bfloat16_t lowest() {
+    return bits_to_bfloat(0xFF7F);
+  }
+  static constexpr bfloat16_t max() {
+    return bits_to_bfloat(0x7F7F);
+  }
+  static constexpr bfloat16_t infinity() {
+    return bits_to_bfloat(0x7F80);
+  }
+};
+
+} // namespace mlx::core
diff --git a/mlx/utils.cpp b/mlx/utils.cpp
index 3471ef566..6a840172f 100644
--- a/mlx/utils.cpp
+++ b/mlx/utils.cpp
@@ -4,6 +4,7 @@
 #include <sstream>
 #include <vector>
 
+#include "mlx/types/limits.h"
 #include "mlx/utils.h"
 
 namespace mlx::core {
@@ -326,4 +327,28 @@ int get_var(const char* name, int default_value) {
 
 } // namespace env
 
+template <typename T>
+void set_finfo_limits(float& min, float& max) {
+  min = numeric_limits<T>::lowest();
+  max = numeric_limits<T>::max();
+}
+
+finfo::finfo(Dtype dtype) : dtype(dtype) {
+  if (!issubdtype(dtype, inexact)) {
+    std::ostringstream msg;
+    msg << "[finfo] dtype " << dtype << " is not inexact.";
+    throw std::invalid_argument(msg.str());
+  }
+  if (dtype == float32) {
+    set_finfo_limits<float>(min, max);
+  } else if (dtype == float16) {
+    set_finfo_limits<float16_t>(min, max);
+  } else if (dtype == bfloat16) {
+    set_finfo_limits<bfloat16_t>(min, max);
+  } else if (dtype == complex64) {
+    this->dtype = float32;
+    set_finfo_limits<float>(min, max);
+  }
+}
+
 } // namespace mlx::core
diff --git a/mlx/utils.h b/mlx/utils.h
index 730bf0315..28134bd20 100644
--- a/mlx/utils.h
+++ b/mlx/utils.h
@@ -53,6 +53,14 @@ struct PrintFormatter {
 
 PrintFormatter& get_global_formatter();
 
+/** Holds information about floating-point types. */
+struct finfo {
+  explicit finfo(Dtype dtype);
+  Dtype dtype;
+  float min;
+  float max;
+};
+
 /** The type from promoting the arrays' types with one another. */
 inline Dtype result_type(const array& a, const array& b) {
   return promote_types(a.dtype(), b.dtype());
diff --git a/python/mlx/nn/layers/transformer.py b/python/mlx/nn/layers/transformer.py
index 79e87dc1d..f3df7986c 100644
--- a/python/mlx/nn/layers/transformer.py
+++ b/python/mlx/nn/layers/transformer.py
@@ -102,9 +102,7 @@ class MultiHeadAttention(Module):
     def create_additive_causal_mask(N: int, dtype: mx.Dtype = mx.float32):
         indices = mx.arange(N)
         mask = indices[:, None] < indices[None]
-        # usually inf but 1e9 is as good and softmax(full(1e9)) != nan
-        # TODO: Should replace this with finfo(dtype).min
-        mask = mask.astype(dtype) * -1e9
+        mask = mask.astype(dtype) * mx.finfo(dtype).min
         return mask
 
 
diff --git a/python/src/array.cpp b/python/src/array.cpp
index f35236ede..ff358cbe4 100644
--- a/python/src/array.cpp
+++ b/python/src/array.cpp
@@ -179,6 +179,31 @@ void init_array(nb::module_& m) {
       .value("number", mx::number)
       .value("generic", mx::generic)
       .export_values();
+
+  nb::class_<mx::finfo>(
+      m,
+      "finfo",
+      R"pbdoc(
+      Get information on floating-point types.
+      )pbdoc")
+      .def(nb::init<mx::Dtype>())
+      .def_ro(
+          "min",
+          &mx::finfo::min,
+          R"pbdoc(The smallest representable number.)pbdoc")
+      .def_ro(
+          "max",
+          &mx::finfo::max,
+          R"pbdoc(The largest representable number.)pbdoc")
+      .def_ro("dtype", &mx::finfo::dtype, R"pbdoc(The :obj:`Dtype`.)pbdoc")
+      .def("__repr__", [](const mx::finfo& f) {
+        std::ostringstream os;
+        os << "finfo("
+           << "min=" << f.min << ", max=" << f.max << ", dtype=" << f.dtype
+           << ")";
+        return os.str();
+      });
+
   nb::class_<ArrayAt>(
       m,
       "ArrayAt",
diff --git a/python/tests/test_array.py b/python/tests/test_array.py
index ef3c6dd2e..1f4515b6b 100644
--- a/python/tests/test_array.py
+++ b/python/tests/test_array.py
@@ -97,6 +97,18 @@ class TestDtypes(mlx_tests.MLXTestCase):
                 self.assertListEqual(list(z.shape), list(x.shape))
                 self.assertListEqual(list(z.shape), list(y.shape))
 
+    def test_finfo(self):
+        with self.assertRaises(ValueError):
+            mx.finfo(mx.int32)
+
+        self.assertEqual(mx.finfo(mx.float32).min, np.finfo(np.float32).min)
+        self.assertEqual(mx.finfo(mx.float32).max, np.finfo(np.float32).max)
+        self.assertEqual(mx.finfo(mx.float32).dtype, mx.float32)
+
+        self.assertEqual(mx.finfo(mx.float16).min, np.finfo(np.float16).min)
+        self.assertEqual(mx.finfo(mx.float16).max, np.finfo(np.float16).max)
+        self.assertEqual(mx.finfo(mx.float16).dtype, mx.float16)
+
 
 class TestEquality(mlx_tests.MLXTestCase):
     def test_array_eq_array(self):
diff --git a/python/tests/test_nn.py b/python/tests/test_nn.py
index 445ef3df4..7ca8ba272 100644
--- a/python/tests/test_nn.py
+++ b/python/tests/test_nn.py
@@ -1826,6 +1826,15 @@ class TestLayers(mlx_tests.MLXTestCase):
 
         self.assertGreater(cosine(y, yq).min(), 0.99)
 
+    def test_causal_mask(self):
+        mask = nn.MultiHeadAttention.create_additive_causal_mask(4, mx.float16)
+        self.assertFalse(mx.any(mx.isnan(mask)))
+        self.assertTrue(mask[0, -1].item() < 0)
+
+        mask = nn.MultiHeadAttention.create_additive_causal_mask(4, mx.bfloat16)
+        self.assertFalse(mx.any(mx.isnan(mask)))
+        self.assertTrue(mask[0, -1].item() < 0)
+
 
 if __name__ == "__main__":
     unittest.main()
diff --git a/tests/utils_tests.cpp b/tests/utils_tests.cpp
index 666a6b749..a17f12e33 100644
--- a/tests/utils_tests.cpp
+++ b/tests/utils_tests.cpp
@@ -43,3 +43,15 @@ TEST_CASE("test normalize axis") {
   CHECK_THROWS(normalize_axis_index(3, 3));
   CHECK_THROWS(normalize_axis_index(-4, 3));
 }
+
+TEST_CASE("test finfo") {
+  CHECK_EQ(finfo(float32).dtype, float32);
+  CHECK_EQ(finfo(complex64).dtype, float32);
+  CHECK_EQ(finfo(float16).dtype, float16);
+  CHECK_EQ(finfo(float32).min, std::numeric_limits<float>::lowest());
+  CHECK_EQ(finfo(float32).max, std::numeric_limits<float>::max());
+  CHECK_EQ(finfo(complex64).min, std::numeric_limits<float>::lowest());
+  CHECK_EQ(finfo(complex64).max, std::numeric_limits<float>::max());
+  CHECK_EQ(finfo(float16).min, -65504);
+  CHECK_EQ(finfo(float16).max, 65504);
+}