diff --git a/LICENSE b/LICENSE
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--- /dev/null
+++ b/LICENSE
@@ -0,0 +1,30 @@
+Copyright (c) 2023, twesterhout
+
+All rights reserved.
+
+Redistribution and use in source and binary forms, with or without
+modification, are permitted provided that the following conditions are met:
+
+    * Redistributions of source code must retain the above copyright
+      notice, this list of conditions and the following disclaimer.
+
+    * Redistributions in binary form must reproduce the above
+      copyright notice, this list of conditions and the following
+      disclaimer in the documentation and/or other materials provided
+      with the distribution.
+
+    * Neither the name of twesterhout nor the names of other
+      contributors may be used to endorse or promote products derived
+      from this software without specific prior written permission.
+
+THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+"AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
+OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
diff --git a/README.md b/README.md
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+++ b/README.md
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+<h1 align="center">
+halide-arrayfire
+</h1>
+
+<div align="center">
+<br />
+
+[![license](https://img.shields.io/github/license/twesterhout/halide-haskell.svg?style=flat-square)](LICENSE)
+
+[![build](https://img.shields.io/github/actions/workflow/status/twesterhout/halide-haskell/ci.yml?style=flat-square)](https://github.com/twesterhout/halide-haskell/actions/workflows/ci.yml)
+[![Hackage](https://img.shields.io/hackage/v/halide-arrayfire?style=flat-square)](https://hackage.haskell.org/package/halide-arrayfire)
+
+</div>
+
+This package integrates
+[halide-haskell](https://github.com/twesterhout/halide-haskell/) with
+[arrayfire](https://github.com/arrayfire/arrayfire-haskell) by implementing
+an instance of `IsHalideBuffer` for the `Array` data type.
+
+  - [X] CPU
+  - [ ] CUDA (know how to do it, just need a bit of time)
+  - [ ] OpenCL (no idea how, contributions are welcome!)
diff --git a/halide-arrayfire.cabal b/halide-arrayfire.cabal
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+++ b/halide-arrayfire.cabal
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+cabal-version:   3.0
+name:            halide-arrayfire
+version:         0.0.2.0
+synopsis:        Integration between Halide and ArrayFire
+description:
+  This package provides instances of [Language.Halide.IsHalideBuffer](https://hackage.haskell.org/package/halide-haskell/docs/Language-Halide.html#t:IsHalideBuffer)
+  for arrays from the [arrayfire](https://hackage.haskell.org/package/arrayfire) library.
+
+homepage:        https://github.com/twesterhout/halide-haskell
+license:         BSD-3-Clause
+license-file:    LICENSE
+author:          Tom Westerhout
+maintainer:
+  Tom Westerhout <14264576+twesterhout@users.noreply.github.com>
+
+category:        Language
+copyright:       2022-2023 Tom Westerhout
+build-type:      Simple
+extra-doc-files: README.md
+tested-with:     GHC ==9.2.7 || ==9.4.4 || ==9.4.5
+
+common warnings
+  ghc-options:      -Wall
+  default-language: GHC2021
+
+library
+  import:          warnings
+  exposed-modules: Language.Halide.ArrayFire
+  build-depends:
+    , arrayfire       >=0.7.0.0  && <0.8
+    , base            >=4.16.0.0 && <5
+    , halide-haskell  >=0.0.2.0  && <0.1
+
+  ghc-options:     -Wno-orphans
+  hs-source-dirs:  src
+
+test-suite halide-arrayfire-test
+  import:         warnings
+  type:           exitcode-stdio-1.0
+  hs-source-dirs: test
+  main-is:        Spec.hs
+  build-depends:
+    , arrayfire
+    , base
+    , halide-arrayfire
+    , halide-haskell
+    , hspec             >=2.9.7 && <3
diff --git a/src/Language/Halide/ArrayFire.hs b/src/Language/Halide/ArrayFire.hs
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+++ b/src/Language/Halide/ArrayFire.hs
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+{-# LANGUAGE DataKinds #-}
+{-# LANGUAGE TypeFamilies #-}
+{-# LANGUAGE UndecidableInstances #-}
+
+module Language.Halide.ArrayFire () where
+
+import ArrayFire (AFType, Array)
+import ArrayFire qualified as AF
+import Data.Proxy
+import GHC.TypeLits
+import Language.Halide
+
+forceNumDims :: AFType a => Array a -> Int -> [Int]
+forceNumDims arr n
+  | AF.getNumDims arr <= n = take n shape
+  | otherwise =
+      error $
+        "cannot treat a "
+          <> show (AF.getNumDims arr)
+          <> "-dimensional array as a "
+          <> show n
+          <> "-dimensional buffer"
+  where
+    shape = let (d0, d1, d2, d3) = AF.getDims arr in [d0, d1, d2, d3]
+
+instance (IsHalideType a, AFType a, KnownNat n, n <= 4) => IsHalideBuffer (Array a) n a where
+  withHalideBufferImpl arr action = case AF.getBackend arr of
+    AF.CPU -> AF.withDevicePtr arr $ \ptr -> bufferFromPtrShape ptr shape action
+    AF.CUDA -> undefined
+    AF.OpenCL -> undefined
+    AF.Default -> error "do not know how to handle 'Default' backend"
+    where
+      shape = forceNumDims arr . fromIntegral $ natVal (Proxy @n)
diff --git a/test/Spec.hs b/test/Spec.hs
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+++ b/test/Spec.hs
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+{-# LANGUAGE DataKinds #-}
+
+module Main (main) where
+
+import ArrayFire qualified as AF
+import Language.Halide
+import Language.Halide.ArrayFire
+import Test.Hspec
+
+main :: IO ()
+main =
+  hspec $
+    describe "IsHalideBuffer" $ do
+      it "supports CPU arrays" $ do
+        let arr = 1 + AF.moddims (AF.range @Double [6] (-1)) [2, 3]
+        -- print arr
+        -- print =<< AF.getManualEvalFlag
+        withHalideBuffer @2 @Double arr peekToList `shouldReturn` [[1, 3, 5], [2, 4, 6]]
