diff --git a/LICENSE b/LICENSE
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--- /dev/null
+++ b/LICENSE
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+              GNU GENERAL PUBLIC LICENSE
+                Version 3, 29 June 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <http://fsf.org/>
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+WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
+THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY
+GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE
+USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF
+DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
+PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
+EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
+SUCH DAMAGES.
+
+  17. Interpretation of Sections 15 and 16.
+
+  If the disclaimer of warranty and limitation of liability provided
+above cannot be given local legal effect according to their terms,
+reviewing courts shall apply local law that most closely approximates
+an absolute waiver of all civil liability in connection with the
+Program, unless a warranty or assumption of liability accompanies a
+copy of the Program in return for a fee.
+
+              END OF TERMS AND CONDITIONS
+
+     How to Apply These Terms to Your New Programs
+
+  If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
+  To do so, attach the following notices to the program.  It is safest
+to attach them to the start of each source file to most effectively
+state the exclusion of warranty; and each file should have at least
+the "copyright" line and a pointer to where the full notice is found.
+
+    <one line to give the program's name and a brief idea of what it does.>
+    Copyright (C) <year>  <name of author>
+
+    This program is free software: you can redistribute it and/or modify
+    it under the terms of the GNU General Public License as published by
+    the Free Software Foundation, either version 3 of the License, or
+    (at your option) any later version.
+
+    This program is distributed in the hope that it will be useful,
+    but WITHOUT ANY WARRANTY; without even the implied warranty of
+    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+    GNU General Public License for more details.
+
+    You should have received a copy of the GNU General Public License
+    along with this program.  If not, see <http://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
+
+  If the program does terminal interaction, make it output a short
+notice like this when it starts in an interactive mode:
+
+    <program>  Copyright (C) <year>  <name of author>
+    This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
+    This is free software, and you are welcome to redistribute it
+    under certain conditions; type `show c' for details.
+
+The hypothetical commands `show w' and `show c' should show the appropriate
+parts of the General Public License.  Of course, your program's commands
+might be different; for a GUI interface, you would use an "about box".
+
+  You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU GPL, see
+<http://www.gnu.org/licenses/>.
+
+  The GNU General Public License does not permit incorporating your program
+into proprietary programs.  If your program is a subroutine library, you
+may consider it more useful to permit linking proprietary applications with
+the library.  If this is what you want to do, use the GNU Lesser General
+Public License instead of this License.  But first, please read
+<http://www.gnu.org/philosophy/why-not-lgpl.html>.
diff --git a/benchmark/Main.hs b/benchmark/Main.hs
new file mode 100644
--- /dev/null
+++ b/benchmark/Main.hs
@@ -0,0 +1,60 @@
+{-# LANGUAGE DeriveDataTypeable #-}
+{-# LANGUAGE RecordWildCards #-}
+
+{-# OPTIONS -Wall #-}
+
+module Main where
+
+import Control.Monad (foldM)
+import Control.Monad.IO.Class (MonadIO(..))
+import Control.Monad.Trans.Resource (runResourceT)
+import Crypto.Hash.SHA256 (hash)
+import Data.ByteString.Char8 (ByteString, pack)
+import Data.Default.Class (Default(..))
+import System.Console.CmdArgs (Data, cmdArgs)
+
+import Network.DFINITY.RadixTree
+
+data Args
+   = Args
+   { database :: FilePath
+   } deriving Data
+
+instance Default Args where
+   def = Args "benchmark/benchmarkdb"
+
+step
+   :: MonadIO m
+   => (RadixTree -> ByteString -> m RadixTree)
+   -> RadixTree
+   -> Int
+   -> m RadixTree
+step action tree i =
+   if mod i 1000 == 0
+   then merkleizeRadixTree tree >>= flip action key . snd
+   else action tree key
+   where key = hash $ pack $ show i
+
+foldInsert
+   :: MonadIO m
+   => RadixTree
+   -> [Int]
+   -> m RadixTree
+foldInsert = foldM $ step $ flip $ \ key -> insertRadixTree key key
+
+foldDelete
+   :: MonadIO m
+   => RadixTree
+   -> [Int]
+   -> m RadixTree
+foldDelete = foldM $ step $ flip deleteRadixTree
+
+main :: IO ()
+main = do
+   Args {..} <- cmdArgs def
+   runResourceT $ do
+      tree <- createRadixTree 1048576 6144 database Nothing
+      tree' <- foldInsert tree keys
+      tree'' <- foldDelete tree' keys
+      liftIO $ print $ isEmptyRadixTree tree''
+      where keys = [1..1000000]
diff --git a/benchmark/dfinity-radix-tree-benchmarks.svg b/benchmark/dfinity-radix-tree-benchmarks.svg
new file mode 100644
# file too large to diff: benchmark/dfinity-radix-tree-benchmarks.svg
diff --git a/dfinity-radix-tree.cabal b/dfinity-radix-tree.cabal
new file mode 100644
--- /dev/null
+++ b/dfinity-radix-tree.cabal
@@ -0,0 +1,93 @@
+name:          dfinity-radix-tree
+version:       0.0.0
+synopsis:      A Merkleized key–value data store.
+description:   This library provides a simple data integrity layer for LevelDB.
+homepage:      https://github.com/dfinity-lab/hs-radix-tree
+license:       GPL-3
+license-file:  LICENSE
+author:        Enzo Haussecker <enzo@dfinity.org>
+maintainer:    DFINITY USA Research <team@dfinity.org>
+copyright:     2018 DFINITY Stiftung
+category:      Blockchain, DFINITY, Database
+build-type:    Simple
+cabal-version: >=1.10
+
+library
+   build-depends:
+      BoundedChan,
+      base >=4.10 && <5,
+      base16-bytestring,
+      bloomfilter,
+      bytestring,
+      conduit,
+      containers,
+      cryptohash-sha256,
+      data-default-class,
+      deepseq,
+      ghc-prim,
+      lens-simple,
+      leveldb-haskell,
+      lrucaching,
+      resourcet,
+      semigroups,
+      serialise
+   default-language:
+      Haskell2010
+   exposed-modules:
+      Network.DFINITY.RadixTree
+   ghc-options:
+      -O2
+      -Wall
+      -fno-warn-missing-signatures
+   hs-source-dirs:
+      src
+   other-modules:
+      Network.DFINITY.RadixTree.Bits
+      Network.DFINITY.RadixTree.Bloom
+      Network.DFINITY.RadixTree.Lenses
+      Network.DFINITY.RadixTree.Memory
+      Network.DFINITY.RadixTree.Serialise
+      Network.DFINITY.RadixTree.Types
+      Network.DFINITY.RadixTree.Utilities
+
+executable dfinity-radix-tree-unit-tests
+   build-depends:
+      aeson,
+      base >=4.10 && <5,
+      base16-bytestring,
+      bytestring,
+      cmdargs,
+      data-default-class,
+      dfinity-radix-tree,
+      resourcet,
+      text,
+      unordered-containers
+   default-language:
+      Haskell2010
+   ghc-options:
+      -O2
+      -Wall
+   hs-source-dirs:
+      test
+   main-is:
+      Main.hs
+
+executable dfinity-radix-tree-benchmarks
+   build-depends:
+      base >=4.10 && <5,
+      bytestring,
+      cmdargs,
+      cryptohash-sha256,
+      data-default-class,
+      dfinity-radix-tree,
+      resourcet
+   default-language:
+      Haskell2010
+   ghc-options:
+      -O2
+      -Wall
+      -rtsopts
+   hs-source-dirs:
+      benchmark
+   main-is:
+      Main.hs
diff --git a/src/Network/DFINITY/RadixTree.hs b/src/Network/DFINITY/RadixTree.hs
new file mode 100644
--- /dev/null
+++ b/src/Network/DFINITY/RadixTree.hs
@@ -0,0 +1,709 @@
+{-# LANGUAGE LambdaCase #-}
+{-# LANGUAGE RecordWildCards #-}
+
+{-# OPTIONS -Wall #-}
+{-# OPTIONS -fno-warn-incomplete-patterns #-}
+
+-- |
+-- Module     : Network.DFINITY.RadixTree
+-- Copyright  : 2018 DFINITY Stiftung
+-- License    : GPL-3
+-- Maintainer : Enzo Haussecker <enzo@dfinity.org>
+-- Stability  : Stable
+--
+-- A Merkleized key–value data store.
+module Network.DFINITY.RadixTree (
+
+   -- ** Types
+     RadixRoot
+   , RadixTree
+   , RadixError(..)
+
+   -- ** Create
+   , createRadixTree
+   , subtreeRadixTree
+
+   -- ** Insert
+   , insertRadixTree
+
+   -- ** Delete
+   , deleteRadixTree
+
+   -- ** Merkleize
+   , merkleizeRadixTree
+
+   -- ** Query
+   , lookupMerkleizedRadixTree
+   , lookupNonMerkleizedRadixTree
+
+   -- ** Test
+   , isEmptyRadixTree
+   , isValidRadixRoot
+
+   -- ** Stream
+   , sourceMerkleizedRadixTree
+
+   -- ** Debug
+   , printMerkleizedRadixTree
+   , printNonMerkleizedRadixTree
+
+   ) where
+
+import Codec.Serialise (deserialise)
+import Control.Concurrent (forkIO, killThread)
+import Control.Concurrent.BoundedChan (BoundedChan, readChan)
+import Control.Concurrent.MVar (modifyMVar_, newMVar, readMVar)
+import Control.Exception (throw)
+import Control.Monad (forM_, forever, when)
+import Control.Monad.IO.Class (MonadIO(..))
+import Control.Monad.Trans.Resource (MonadResource, ResourceT, allocate, release)
+import Data.BloomFilter as Bloom (elem, insert, insertList)
+import Data.Bool (bool)
+import Data.ByteString.Char8 (ByteString)
+import Data.ByteString.Lazy (fromStrict)
+import Data.ByteString.Short (fromShort)
+import Data.Conduit (Source, yield)
+import Data.Default.Class (def)
+import Data.List.NonEmpty (NonEmpty(..), fromList)
+import Data.LruCache as LRU (empty, insert, lookup)
+import Data.Map.Strict as Map (empty)
+import Data.Maybe (fromJust, isJust, isNothing, listToMaybe)
+import Data.Tuple (swap)
+import Database.LevelDB (Options(..), defaultReadOptions, get, open)
+
+import Network.DFINITY.RadixTree.Bits
+import Network.DFINITY.RadixTree.Bloom
+import Network.DFINITY.RadixTree.Lenses
+import Network.DFINITY.RadixTree.Memory
+import Network.DFINITY.RadixTree.Types
+import Network.DFINITY.RadixTree.Utilities
+
+-- |
+-- Create a radix tree.
+createRadixTree
+   :: MonadResource m
+   => Int -- ^ Bloom filter size in bits.
+   -> Int -- ^ LRU cache size in items.
+   -> FilePath -- ^ LevelDB database.
+   -> Maybe RadixRoot -- ^ Last valid state root.
+   -> m RadixTree
+{-# SPECIALISE createRadixTree
+   :: Int
+   -> Int
+   -> FilePath
+   -> Maybe RadixRoot
+   -> ResourceT IO RadixTree #-}
+createRadixTree bloomSize cacheSize file checkpoint
+   | bloomSize <= 0 = throw $ InvalidArgument "invalid Bloom filter size"
+   | cacheSize <= 0 = throw $ InvalidArgument "invalid LRU cache size"
+   | otherwise = do
+      database <- open file $ def {createIfMissing = True}
+      (root, cache') <-
+         case checkpoint of
+            Nothing -> storeCold def cache database
+            Just root -> do
+               result <- loadCold root cache database
+               case snd <$> result of
+                  Nothing -> throw $ StateRootDoesNotExist root
+                  Just cache' -> pure (root, cache')
+      pure $ RadixTree bloom bloomSize Map.empty cache' cacheSize root database root
+      where
+      bloom = emptyRadixBloom bloomSize
+      cache = LRU.empty cacheSize
+
+-- |
+-- Create a radix subtree from a radix tree.
+subtreeRadixTree
+   :: MonadIO m
+   => RadixRoot -- ^ State root.
+   -> RadixTree -- ^ Radix tree.
+   -> m RadixTree
+{-# SPECIALISE subtreeRadixTree
+   :: RadixRoot
+   -> RadixTree
+   -> ResourceT IO RadixTree #-}
+subtreeRadixTree root RadixTree {..} = do
+   result <- loadCold root cache _radixDatabase
+   case result of
+      Nothing -> throw $ StateRootDoesNotExist root
+      _ -> pure $ RadixTree bloom _radixBloomSize Map.empty cache _radixCacheSize root _radixDatabase root
+      where
+      bloom = emptyRadixBloom _radixBloomSize
+      cache = LRU.empty _radixCacheSize
+
+-- |
+-- Check if a radix tree is empty.
+isEmptyRadixTree
+   :: RadixTree -- ^ Radix tree.
+   -> Bool
+{-# INLINE isEmptyRadixTree #-}
+isEmptyRadixTree = (==) defaultRoot . _radixRoot
+
+-- |
+-- Check if a state root is valid.
+isValidRadixRoot
+   :: MonadIO m
+   => RadixRoot -- ^ State root.
+   -> RadixTree -- ^ Radix tree.
+   -> m Bool
+{-# SPECIALISE isValidRadixRoot
+   :: RadixRoot
+   -> RadixTree
+   -> ResourceT IO Bool #-}
+isValidRadixRoot root RadixTree {..} =
+   isJust <$> get _radixDatabase defaultReadOptions key
+   where
+   key = fromShort root
+
+-- |
+-- Search for a value in a radix tree.
+searchRadixTree
+   :: MonadIO m
+   => Bool -- ^ Overwrite state root?
+   -> (RadixTree -> m (Maybe (RadixBranch, RadixCache))) -- ^ Loading strategy.
+   -> ByteString -- ^ Key.
+   -> RadixTree -- ^ Radix tree.
+   -> m (Either RadixError RadixSearchResult)
+{-# SPECIALISE searchRadixTree
+   :: Bool
+   -> (RadixTree -> ResourceT IO (Maybe (RadixBranch, RadixCache)))
+   -> ByteString
+   -> RadixTree
+   -> ResourceT IO (Either RadixError RadixSearchResult) #-}
+searchRadixTree flag load = \ key tree@RadixTree {..} -> do
+   let key' = toBits key
+   let tree' = tree `bool` setRoot _radixCheckpoint tree $ flag
+   loop Nothing [] [] [] key' tree' where
+   loop implicit branches roots prefixes key tree@RadixTree {..} = do
+      -- Load the root branch.
+      result <- load tree
+      case result of
+         Nothing -> pure $ Left $ StateRootDoesNotExist _radixRoot
+         Just (branch@RadixBranch {..}, cache') -> do
+            -- Calculate the prefix and overflow.
+            let bits = maybe id (:) implicit $ maybe [] toBits _radixPrefix
+            let prefix = matchBits bits key
+            let n = length prefix
+            let overflow = drop n bits
+            -- Update the accumulators.
+            let roots' = _radixRoot:roots
+            let branches' = branch:branches
+            let prefixes' = prefix:prefixes
+            let key' = drop n key
+            -- Check the termination criteria.
+            let residue = not $ null overflow
+            let bit = head key'
+            let child = bool _radixLeft _radixRight bit
+            if null key' || residue || isNothing child
+            then pure $ Right (fromList roots', fromList branches', fromList prefixes', overflow, key', cache')
+            else do
+               -- Recurse.
+               let root' = fromJust child
+               let tree' = setCache cache' $ setRoot root' tree
+               let implicit' = Just bit
+               loop implicit' branches' roots' prefixes' key' tree'
+
+-- |
+-- Search for a value in a Merkleized radix tree.
+searchMerkleizedRadixTree
+   :: MonadIO m
+   => ByteString -- ^ Key.
+   -> RadixTree -- ^ Radix tree.
+   -> m (Either RadixError RadixSearchResult)
+{-# SPECIALISE searchMerkleizedRadixTree
+   :: ByteString
+   -> RadixTree
+   -> ResourceT IO (Either RadixError RadixSearchResult) #-}
+searchMerkleizedRadixTree =
+   searchRadixTree True $ \ RadixTree {..} ->
+      loadCold _radixRoot _radixCache _radixDatabase
+
+-- |
+-- Search for a value in a non-Merkleized radix tree.
+searchNonMerkleizedRadixTree
+   :: MonadIO m
+   => ByteString -- ^ Key.
+   -> RadixTree -- ^ Radix tree.
+   -> m (Either RadixError RadixSearchResult)
+{-# SPECIALISE searchNonMerkleizedRadixTree
+   :: ByteString
+   -> RadixTree
+   -> ResourceT IO (Either RadixError RadixSearchResult) #-}
+searchNonMerkleizedRadixTree =
+   searchRadixTree False $ \ RadixTree {..} ->
+      loadHot _radixRoot _radixBuffer _radixCache _radixDatabase
+
+-- |
+-- Insert a key and value into a radix tree.
+insertRadixTree
+   :: MonadIO m
+   => ByteString -- ^ Key.
+   -> ByteString -- ^ Value.
+   -> RadixTree -- ^ Radix tree.
+   -> m RadixTree
+{-# SPECIALISE insertRadixTree
+   :: ByteString
+   -> ByteString
+   -> RadixTree
+   -> ResourceT IO RadixTree #-}
+insertRadixTree key value tree =
+   if isEmptyRadixTree tree
+   then pure $ initializeRadixTree key value tree
+   else searchNonMerkleizedRadixTree key tree >>= \ case
+      Left err -> throw err
+      Right result@(_, _, _, [], [], _) ->
+         pure $ insertRadixTreeAt result value tree
+      Right result@(_, _, _, [], _, _) ->
+         pure $ insertRadixTreeAfter result value tree
+      Right result@(_, _, _, _, [], _) ->
+         pure $ insertRadixTreeBefore result value tree
+      Right result ->
+         pure $ insertRadixTreeBetween result value tree
+
+-- TODO (enzo): Documentation.
+initializeRadixTree
+   :: ByteString -- ^ Key.
+   -> ByteString -- ^ Value.
+   -> RadixTree -- ^ Radix tree.
+   -> RadixTree
+{-# INLINE initializeRadixTree #-}
+initializeRadixTree key value tree@RadixTree {..} =
+   seq bloom $ setBloom bloom $ setBuffer buffer $ setRoot root tree
+   where
+   prefix = createPrefix $ toBits key
+   branch = setPrefix prefix $ Just value `setLeaf` def
+   root = createRoot branch
+   bloom = Bloom.insert root _radixBloom
+   buffer = storeHot root branch _radixBuffer
+
+-- TODO (enzo): Documentation.
+insertRadixTreeAt
+   :: RadixSearchResult -- ^ Search result.
+   -> ByteString -- ^ Value.
+   -> RadixTree -- ^ Radix tree.
+   -> RadixTree
+{-# INLINE insertRadixTreeAt #-}
+insertRadixTreeAt (_:|roots, branch:|branches, prefix:|_, _, _, cache) value tree@RadixTree {..} =
+   seq bloom $ setBloom bloom $ setBuffer buffer $ setCache cache $ setRoot state tree
+   where
+   branch' = Just value `setLeaf` branch
+   root' = createRoot branch'
+   parent = listToMaybe $ zip3 roots branches prefix
+   bloom = flip insertList _radixBloom $ root':roots
+   buffer = merkleSpoof root' parent $ storeHot root' branch' _radixBuffer
+   state = bool _radixRoot root' $ isNothing parent
+
+-- TODO (enzo): Documentation.
+insertRadixTreeAfter
+   :: RadixSearchResult -- ^ Search result.
+   -> ByteString -- ^ Value.
+   -> RadixTree -- ^ Radix tree.
+   -> RadixTree
+{-# INLINE insertRadixTreeAfter #-}
+insertRadixTreeAfter (_:|roots, branch:|branches, prefix:|_, _, keyOverflow, cache) value tree@RadixTree {..} =
+   seq bloom $ setBloom bloom $ setBuffer buffer $ setCache cache $ setRoot state tree
+   where
+   prefix' = createPrefix $ drop 1 keyOverflow
+   branch' = setPrefix prefix' $ Just value `setLeaf` def
+   root' = createRoot branch'
+   branch'' = test `setChild` Just root' $ branch
+   root'' = createRoot branch''
+   test = head keyOverflow
+   parent = listToMaybe $ zip3 roots branches prefix
+   bloom = flip insertList _radixBloom $ root'':root':roots
+   buffer = merkleSpoof root'' parent $ storeHot root'' branch'' $ storeHot root' branch' _radixBuffer
+   state = bool _radixRoot root'' $ isNothing parent
+
+-- TODO (enzo): Documentation.
+insertRadixTreeBefore
+   :: RadixSearchResult -- ^ Search result.
+   -> ByteString -- ^ Value.
+   -> RadixTree -- ^ Radix tree.
+   -> RadixTree
+{-# INLINE insertRadixTreeBefore #-}
+insertRadixTreeBefore (_:|roots, branch:|branches, prefix:|_, prefixOverflow, _, cache) value tree@RadixTree {..} =
+   seq bloom $ setBloom bloom $ setBuffer buffer $ setCache cache $ setRoot state tree
+   where
+   prefix' = createPrefix $ drop 1 prefixOverflow
+   branch' = setPrefix prefix' branch
+   root' = createRoot branch'
+   prefix'' = createPrefix $ drop 1 prefix `bool` prefix $ isNothing parent
+   branch'' = setPrefix prefix'' $ test `setChild` Just root' $ Just value `setLeaf` def
+   root'' = createRoot branch''
+   test = head prefixOverflow
+   parent = listToMaybe $ zip3 roots branches prefix
+   bloom = flip insertList _radixBloom $ root'':root':roots
+   buffer = merkleSpoof root'' parent $ storeHot root'' branch'' $ storeHot root' branch' _radixBuffer
+   state = bool _radixRoot root'' $ isNothing parent
+
+-- TODO (enzo): Documentation.
+insertRadixTreeBetween
+   :: RadixSearchResult -- ^ Search result.
+   -> ByteString -- ^ Value.
+   -> RadixTree -- ^ Radix tree.
+   -> RadixTree
+{-# INLINE insertRadixTreeBetween #-}
+insertRadixTreeBetween (_:|roots, branch:|branches, prefix:|_, prefixOverflow, keyOverflow, cache) value tree@RadixTree {..} =
+   seq bloom $ setBloom bloom $ setBuffer buffer $ setCache cache $ setRoot state tree
+   where
+   prefix' = createPrefix $ drop 1 keyOverflow
+   branch' = setPrefix prefix' $ Just value `setLeaf` def
+   root' = createRoot branch'
+   prefix'' = createPrefix $ drop 1 prefixOverflow
+   branch'' = setPrefix prefix'' branch
+   root'' = createRoot branch''
+   prefix''' = createPrefix $ drop 1 prefix `bool` prefix $ isNothing parent
+   branch''' = setPrefix prefix''' $ setChildren children def
+   root''' = createRoot branch'''
+   test = head keyOverflow
+   children = bool id swap test (Just root', Just root'')
+   parent = listToMaybe $ zip3 roots branches prefix
+   bloom = flip insertList _radixBloom $ root''':root'':root':roots
+   buffer = merkleSpoof root''' parent $ storeHot root''' branch''' $ storeHot root'' branch'' $ storeHot root' branch' _radixBuffer
+   state = bool _radixRoot root''' $ isNothing parent
+
+-- |
+-- Delete a value from a radix tree.
+deleteRadixTree
+   :: MonadIO m
+   => ByteString -- ^ Key.
+   -> RadixTree -- ^ Radix tree.
+   -> m RadixTree
+{-# SPECIALISE deleteRadixTree
+   :: ByteString
+   -> RadixTree
+   -> ResourceT IO RadixTree #-}
+deleteRadixTree key tree@RadixTree {..} =
+   if isEmptyRadixTree tree
+   then pure tree
+   else searchNonMerkleizedRadixTree key tree >>= \ case
+      Left err -> throw err
+      Right result@(_, branches, prefix:|_, [], [], cache) ->
+         case branches of
+            -- No children and no parent.
+            RadixBranch _ Nothing Nothing _:|[] ->
+               pure $ deleteRadixTreeNoChildrenNoParent result tree
+            -- No children and parent with leaf.
+            RadixBranch _ Nothing Nothing _:|parent:_ | isJust $ getLeaf parent ->
+               pure $ deleteRadixTreeNoChildrenParentWithLeaf result tree
+            -- No children and parent without leaf.
+            RadixBranch _ Nothing Nothing _:|parent:_ -> do
+               let test = not $ head prefix
+               let root = fromJust $ getChild test parent
+               loadHot root _radixBuffer cache _radixDatabase >>= \ case
+                  Nothing -> throw $ StateRootDoesNotExist root
+                  Just (branch, cache') ->
+                     pure $ deleteRadixTreeNoChildrenParentWithoutLeaf result branch cache' test tree
+            -- One left child.
+            RadixBranch _ child Nothing _:|_ | isJust child -> do
+               let test = False
+               let root = fromJust child
+               loadHot root _radixBuffer cache _radixDatabase >>= \ case
+                  Nothing -> throw $ StateRootDoesNotExist root
+                  Just (branch, cache') ->
+                     pure $ deleteRadixTreeOneChild result branch cache' test tree
+            -- One right child.
+            RadixBranch _ Nothing child _:|_ | isJust child -> do
+               let test = True
+               let root = fromJust child
+               loadHot root _radixBuffer cache _radixDatabase >>= \ case
+                  Nothing -> throw $ StateRootDoesNotExist root
+                  Just (branch, cache') ->
+                     pure $ deleteRadixTreeOneChild result branch cache' test tree
+            -- Two children.
+            _ -> pure $ deleteRadixTreeTwoChildren result tree
+      Right _ -> pure tree
+
+-- TODO (enzo): Documentation.
+deleteRadixTreeNoChildrenNoParent
+   :: RadixSearchResult -- ^ Search result.
+   -> RadixTree -- ^ Radix tree.
+   -> RadixTree
+{-# INLINE deleteRadixTreeNoChildrenNoParent #-}
+deleteRadixTreeNoChildrenNoParent (_, _, _, _, _, cache) tree@RadixTree {..} =
+   seq bloom $ setBloom bloom $ setBuffer buffer $ setCache cache $ setRoot state tree
+   where
+   bloom = Bloom.insert defaultRoot _radixBloom
+   buffer = storeHot defaultRoot def _radixBuffer
+   state = defaultRoot
+
+-- TODO (enzo): Documentation.
+deleteRadixTreeNoChildrenParentWithLeaf
+   :: RadixSearchResult -- ^ Search result.
+   -> RadixTree -- ^ Radix tree.
+   -> RadixTree
+{-# INLINE deleteRadixTreeNoChildrenParentWithLeaf #-}
+deleteRadixTreeNoChildrenParentWithLeaf (_:|_:roots, _:|branch:branches, prefix:|prefixes, _, _, cache) tree@RadixTree {..} =
+   seq bloom $ setBloom bloom $ setBuffer buffer $ setCache cache $ setRoot state tree
+   where
+   branch' = setChild test Nothing branch
+   root' = createRoot branch'
+   test = head prefix
+   parent = listToMaybe $ zip3 roots branches $ map head prefixes
+   bloom = flip insertList _radixBloom $ root':roots
+   buffer = merkleSpoof root' parent $ storeHot root' branch' _radixBuffer
+   state = bool _radixRoot root' $ isNothing parent
+
+-- TODO (enzo): Documentation.
+deleteRadixTreeNoChildrenParentWithoutLeaf
+   :: RadixSearchResult -- ^ Search result.
+   -> RadixBranch -- ^ Branch.
+   -> RadixCache -- ^ Cache.
+   -> Bool -- ^ Lineage.
+   -> RadixTree -- ^ Radix tree.
+   -> RadixTree
+{-# INLINE deleteRadixTreeNoChildrenParentWithoutLeaf #-}
+deleteRadixTreeNoChildrenParentWithoutLeaf (_:|_:roots, _:|_:branches, _:|prefixes, _, _, _) branch@RadixBranch {..} cache test tree@RadixTree {..} =
+   seq bloom $ setBloom bloom $ setBuffer buffer $ setCache cache $ setRoot state tree
+   where
+   prefix' = createPrefix $ drop 1 bits `bool` bits $ isNothing parent
+   branch' = setPrefix prefix' branch
+   root' = createRoot branch'
+   bits = head prefixes ++ test:maybe [] toBits _radixPrefix
+   parent = listToMaybe $ zip3 roots branches $ map head prefixes
+   bloom = flip insertList _radixBloom $ root':roots
+   buffer = merkleSpoof root' parent $ storeHot root' branch' _radixBuffer
+   state = bool _radixRoot root' $ isNothing parent
+
+-- TODO (enzo): Documentation.
+deleteRadixTreeOneChild
+   :: RadixSearchResult -- ^ Search result.
+   -> RadixBranch -- ^ Branch.
+   -> RadixCache -- ^ Cache.
+   -> Bool -- ^ Lineage.
+   -> RadixTree -- ^ Radix tree.
+   -> RadixTree
+{-# INLINE deleteRadixTreeOneChild #-}
+deleteRadixTreeOneChild (_:|roots, _:|branches, prefix:|_, _, _, _) branch@RadixBranch {..} cache test tree@RadixTree {..} =
+   seq bloom $ setBloom bloom $ setBuffer buffer $ setCache cache $ setRoot state tree
+   where
+   prefix' = createPrefix $ drop 1 bits `bool` bits $ isNothing parent
+   branch' = setPrefix prefix' branch
+   root' = createRoot branch'
+   bits = prefix ++ test:maybe [] toBits _radixPrefix
+   parent = listToMaybe $ zip3 roots branches prefix
+   bloom = flip insertList _radixBloom $ root':roots
+   buffer =  merkleSpoof root' parent $ storeHot root' branch' _radixBuffer
+   state = bool _radixRoot root' $ isNothing parent
+
+-- TODO (enzo): Documentation.
+deleteRadixTreeTwoChildren
+   :: RadixSearchResult -- ^ Search result.
+   -> RadixTree -- ^ Radix tree.
+   -> RadixTree
+{-# INLINE deleteRadixTreeTwoChildren #-}
+deleteRadixTreeTwoChildren (_:|roots, branch:|branches, prefix:|_, _, _, cache) tree@RadixTree {..} =
+   seq bloom $ setBloom bloom $ setBuffer buffer $ setCache cache $ setRoot state tree
+   where
+   branch' = setLeaf Nothing branch
+   root' = createRoot branch'
+   parent = listToMaybe $ zip3 roots branches prefix
+   bloom = flip insertList _radixBloom $ root':roots
+   buffer = merkleSpoof root' parent $ storeHot root' branch' _radixBuffer
+   state = bool _radixRoot root' $ isNothing parent
+
+-- |
+-- Lookup a value in a radix tree.
+lookupRadixTree
+   :: MonadIO m
+   => (ByteString -> RadixTree -> m (Either RadixError RadixSearchResult)) -- ^ Search algorithm.
+   -> ByteString -- ^ Key.
+   -> RadixTree -- ^ Radix tree.
+   -> m (Maybe (ByteString, RadixTree))
+{-# SPECIALISE lookupRadixTree
+   :: (ByteString -> RadixTree -> ResourceT IO (Either RadixError RadixSearchResult))
+   -> ByteString
+   -> RadixTree
+   -> ResourceT IO (Maybe (ByteString, RadixTree)) #-}
+lookupRadixTree search key tree = do
+   found <- search key tree
+   case found of
+      Left err -> throw err
+      Right (_, RadixBranch {..}:|_, _, prefixOverflow, keyOverflow, cache') ->
+         if not $ null prefixOverflow && null keyOverflow
+         then pure Nothing
+         else pure $ do
+            value <- _radixLeaf
+            let tree' = setCache cache' tree
+            pure (value, tree')
+
+-- |
+-- Lookup a value in a Merkleized radix tree.
+lookupMerkleizedRadixTree
+   :: MonadIO m
+   => ByteString -- ^ Key.
+   -> RadixTree -- ^ Radix tree.
+   -> m (Maybe (ByteString, RadixTree))
+{-# SPECIALISE lookupMerkleizedRadixTree
+   :: ByteString
+   -> RadixTree
+   -> ResourceT IO (Maybe (ByteString, RadixTree)) #-}
+lookupMerkleizedRadixTree = lookupRadixTree searchMerkleizedRadixTree
+
+-- |
+-- Lookup a value in a non-Merkleized radix tree.
+lookupNonMerkleizedRadixTree
+   :: MonadIO m
+   => ByteString -- ^ Key.
+   -> RadixTree -- ^ Radix tree.
+   -> m (Maybe (ByteString, RadixTree))
+{-# SPECIALISE lookupNonMerkleizedRadixTree
+   :: ByteString
+   -> RadixTree
+   -> ResourceT IO (Maybe (ByteString, RadixTree)) #-}
+lookupNonMerkleizedRadixTree = lookupRadixTree searchNonMerkleizedRadixTree
+
+-- |
+-- Mask a branch in a Merkleized radix tree.
+merkleSpoof
+   :: RadixRoot -- ^ State root.
+   -> Maybe (RadixRoot, RadixBranch, Bool) -- ^ Parent.
+   -> RadixBuffer -- ^ Buffer.
+   -> RadixBuffer
+{-# INLINE merkleSpoof #-}
+merkleSpoof mask = \ case
+   Nothing -> id
+   Just (root, branch, test) ->
+      storeHot root $ test `setChild` Just mask $ branch
+
+-- |
+-- Merkleize a radix tree. This will flush the buffer to disk.
+merkleizeRadixTree
+   :: MonadIO m
+   => RadixTree -- ^ Radix tree.
+   -> m (RadixRoot, RadixTree)
+{-# SPECIALISE merkleizeRadixTree
+   :: RadixTree
+   -> ResourceT IO (RadixRoot, RadixTree) #-}
+merkleizeRadixTree RadixTree {..} = do
+   (root, cache) <- loop _radixRoot _radixCache
+   let tree = RadixTree bloom _radixBloomSize Map.empty cache _radixCacheSize root _radixDatabase root
+   pure (root, tree)
+   where
+   bloom = emptyRadixBloom _radixBloomSize
+   loop root cache =
+      if not $ Bloom.elem root _radixBloom
+      then pure (root, cache)
+      else do
+         -- Load the root branch.
+         result <- loadHot root _radixBuffer cache _radixDatabase
+         case result of
+            Nothing -> throw $ StateRootDoesNotExist root
+            Just (branch@RadixBranch {..}, cache') ->
+               case (_radixLeft, _radixRight) of
+                  -- No children.
+                  (Nothing, Nothing) ->
+                     storeCold branch cache' _radixDatabase
+                  -- One left child.
+                  (Just child, Nothing) -> do
+                     (root', cache'') <- loop child cache'
+                     let branch' = False `setChild` Just root' $ branch
+                     storeCold branch' cache'' _radixDatabase
+                  -- One right child.
+                  (Nothing, Just child) -> do
+                     (root', cache'') <- loop child cache'
+                     let branch' = True `setChild` Just root' $ branch
+                     storeCold branch' cache'' _radixDatabase
+                  -- Two children.
+                  (Just left, Just right) -> do
+                     (root', cache'') <- loop left cache'
+                     (root'', cache''') <- loop right cache''
+                     let branch' = setChildren (Just root', Just root'') branch
+                     storeCold branch' cache''' _radixDatabase
+
+-- |
+-- Create a conduit from a Merkleized radix tree.
+sourceMerkleizedRadixTree
+   :: MonadResource m
+   => [Bool] -- ^ Bit patten.
+   -> Int -- ^ LRU cache size in items.
+   -> BoundedChan RadixRoot -- ^ Terminal state root producer.
+   -> RadixTree -- ^ Radix tree.
+   -> Source m ByteString
+{-# SPECIALISE sourceMerkleizedRadixTree
+   :: [Bool]
+   -> Int
+   -> BoundedChan RadixRoot
+   -> RadixTree
+   -> Source (ResourceT IO) ByteString #-}
+sourceMerkleizedRadixTree patten cacheSize chan
+   | cacheSize <= 0 = throw $ InvalidArgument "invalid LRU cache size"
+   | otherwise = \ tree -> do
+      cache <- liftIO $ newMVar $ LRU.empty cacheSize
+      (,) action _ <- flip allocate killThread $ forkIO $ forever $ do
+         root <- readChan chan
+         modifyMVar_ cache $ pure . LRU.insert root ()
+      loop cache tree []
+      release action
+      where
+      loop cache tree@RadixTree {..} roots = do
+         seen <- liftIO $ readMVar cache
+         let roots' = _radixCheckpoint:roots
+         if flip any roots' $ isJust . flip LRU.lookup seen
+         then pure ()
+         else do
+            let key = fromShort _radixCheckpoint
+            result <- get _radixDatabase defaultReadOptions key
+            case result of
+               Nothing -> pure ()
+               Just bytes -> do
+                  let RadixBranch {..} = deserialise $ fromStrict bytes
+                  let success = all id $ zipWith (==) patten $ toBits $ fromShort _radixCheckpoint
+                  when success $ yield bytes
+                  forM_ [_radixLeft, _radixRight] $ \ case
+                     Nothing -> pure ()
+                     Just root -> loop cache `flip` roots' $ setCheckpoint root tree
+
+-- |
+-- Print a radix tree.
+printRadixTree
+   :: MonadIO m
+   => Bool -- ^ Overwrite state root?
+   -> (RadixTree -> m (Maybe (RadixBranch, RadixCache))) -- ^ Loading strategy.
+   -> RadixTree -- ^ Radix tree.
+   -> m ()
+{-# SPECIALISE printRadixTree
+   :: Bool
+   -> (RadixTree -> ResourceT IO (Maybe (RadixBranch, RadixCache)))
+   -> RadixTree
+   -> ResourceT IO () #-}
+printRadixTree flag load = \ tree@RadixTree {..} -> do
+   let tree' = tree `bool` setRoot _radixCheckpoint tree $ flag
+   loop tree' 0 where
+   loop tree@RadixTree {..} i = do
+      result <- load tree
+      case fst <$> result of
+         Nothing -> throw $ StateRootDoesNotExist _radixRoot
+         Just branch@RadixBranch {..} -> do
+            let indent = (++) $ concat $ replicate i "｜"
+            liftIO $ putStrLn $ indent $ show branch
+            let j = i + 1
+            forM_ [_radixLeft, _radixRight] $ \ case
+               Nothing -> pure ()
+               Just root -> setRoot root tree `loop` j
+
+-- |
+-- Print a Merkleized radix tree.
+printMerkleizedRadixTree
+   :: MonadIO m
+   => RadixTree -- ^ Radix tree.
+   -> m ()
+{-# SPECIALISE printMerkleizedRadixTree
+   :: RadixTree
+   -> ResourceT IO () #-}
+printMerkleizedRadixTree =
+   printRadixTree True $ \ RadixTree {..} ->
+      loadCold _radixRoot _radixCache _radixDatabase
+
+-- |
+-- Print a non-Merkleized radix tree.
+printNonMerkleizedRadixTree
+   :: MonadIO m
+   => RadixTree -- ^ Radix tree.
+   -> m ()
+{-# SPECIALISE printNonMerkleizedRadixTree
+   :: RadixTree
+   -> ResourceT IO () #-}
+printNonMerkleizedRadixTree =
+   printRadixTree False $ \ RadixTree {..} ->
+      loadHot _radixRoot _radixBuffer _radixCache _radixDatabase
diff --git a/src/Network/DFINITY/RadixTree/Bits.hs b/src/Network/DFINITY/RadixTree/Bits.hs
new file mode 100644
--- /dev/null
+++ b/src/Network/DFINITY/RadixTree/Bits.hs
@@ -0,0 +1,36 @@
+{-# OPTIONS -Wall #-}
+
+module Network.DFINITY.RadixTree.Bits
+   ( Bitable(..)
+   , matchBits
+   ) where
+
+import Data.Bits ((.|.), setBit, testBit)
+import Data.Bool (bool)
+import Data.ByteString (ByteString, pack, unpack)
+import Data.Word (Word8)
+
+class Bitable a where
+   fromBits :: [Bool] -> a
+   toBits :: a -> [Bool]
+
+instance Bitable ByteString where
+   fromBits = pack . go where
+      go [] = []
+      go xs = let (a, b) = splitAt 8 xs in toByte a : go b
+   toBits = concatMap fromByte . unpack
+
+matchBits :: [Bool] -> [Bool] -> [Bool]
+matchBits x = map fst . zipWhile (==) x
+
+zipWhile :: (a -> b -> Bool) -> [a] -> [b] -> [(a,b)]
+zipWhile f x = takeWhile (uncurry f) . zip x
+
+fromByte :: Word8 -> [Bool]
+fromByte = flip map order . testBit
+
+toByte :: [Bool] -> Word8
+toByte = foldl (.|.) 0 . zipWith (bool 0 . setBit 0) order
+
+order :: Enum a => Num a => [a]
+order = [7, 6.. 0]
diff --git a/src/Network/DFINITY/RadixTree/Bloom.hs b/src/Network/DFINITY/RadixTree/Bloom.hs
new file mode 100644
--- /dev/null
+++ b/src/Network/DFINITY/RadixTree/Bloom.hs
@@ -0,0 +1,34 @@
+{-# LANGUAGE LambdaCase #-}
+{-# LANGUAGE MagicHash #-}
+
+{-# OPTIONS -Wall #-}
+
+module Network.DFINITY.RadixTree.Bloom
+   ( emptyRadixBloom
+   ) where
+
+import Data.BloomFilter (empty)
+import Data.ByteString.Short.Internal (ShortByteString(..))
+import Data.Word (Word32)
+import GHC.Prim (ByteArray#, Int#, (-#), indexWord32Array#, quotInt#, sizeofByteArray#)
+import GHC.Word (Word32(..))
+
+import Network.DFINITY.RadixTree.Types
+
+emptyRadixBloom :: Int -> RadixBloom
+emptyRadixBloom = empty hash 
+
+hash :: RadixRoot -> [Word32]
+hash = \ case
+   SBS bytes# ->
+      let n# = sizeofByteArray# bytes#
+          m# = quotInt# n# 4#
+      in  hash# bytes# m#
+
+hash# :: ByteArray# -> Int# -> [Word32]
+hash# bytes# = \ case
+   0# -> []
+   i# ->
+      let j# = i# -# 1#
+          w# = indexWord32Array# bytes# j#
+      in  W32# w# : hash# bytes# j#
diff --git a/src/Network/DFINITY/RadixTree/Lenses.hs b/src/Network/DFINITY/RadixTree/Lenses.hs
new file mode 100644
--- /dev/null
+++ b/src/Network/DFINITY/RadixTree/Lenses.hs
@@ -0,0 +1,105 @@
+{-# LANGUAGE TemplateHaskell #-}
+
+{-# OPTIONS -Wall #-}
+{-# OPTIONS -fno-warn-missing-signatures #-}
+{-# OPTIONS -fno-warn-unused-top-binds #-}
+
+module Network.DFINITY.RadixTree.Lenses
+   ( getPrefix
+   , getLeft
+   , getRight
+   , getChild
+   , getChildren
+   , getLeaf
+   , getBloom
+   , getBuffer
+   , getCache
+   , getCheckpoint
+   , getRoot
+   , setPrefix
+   , setLeft
+   , setRight
+   , setChild
+   , setChildren
+   , setLeaf
+   , setBloom
+   , setBuffer
+   , setCache
+   , setCheckpoint
+   , setRoot
+   ) where
+
+import Data.Bool (bool)
+import Data.ByteString (ByteString)
+import Lens.Simple (makeLenses, set, view)
+
+import Network.DFINITY.RadixTree.Types
+
+makeLenses ''RadixBranch
+makeLenses ''RadixTree
+
+getPrefix :: RadixBranch -> Maybe RadixPrefix
+getPrefix = view radixPrefix
+
+getLeft :: RadixBranch -> Maybe RadixRoot
+getLeft = view radixLeft
+
+getRight :: RadixBranch -> Maybe RadixRoot
+getRight = view radixRight
+
+getChild :: Bool -> RadixBranch -> Maybe RadixRoot
+getChild = bool getLeft getRight
+
+getChildren :: RadixBranch -> (Maybe RadixRoot, Maybe RadixRoot)
+getChildren branch = (getLeft branch, getRight branch)
+
+getLeaf :: RadixBranch -> Maybe ByteString
+getLeaf = view radixLeaf
+
+getBloom :: RadixTree -> RadixBloom
+getBloom = view radixBloom
+
+getBuffer :: RadixTree -> RadixBuffer
+getBuffer = view radixBuffer
+
+getCache :: RadixTree -> RadixCache
+getCache = view radixCache
+
+getCheckpoint :: RadixTree -> RadixRoot
+getCheckpoint = view radixCheckpoint
+
+getRoot :: RadixTree -> RadixRoot
+getRoot = view radixRoot
+
+setPrefix :: Maybe RadixPrefix -> RadixBranch -> RadixBranch
+setPrefix = set radixPrefix
+
+setLeft :: Maybe RadixRoot -> RadixBranch -> RadixBranch
+setLeft = set radixLeft
+
+setRight :: Maybe RadixRoot -> RadixBranch -> RadixBranch
+setRight = set radixRight
+
+setChild :: Bool -> Maybe RadixRoot -> RadixBranch -> RadixBranch
+setChild = bool setLeft setRight
+
+setChildren :: (Maybe RadixRoot, Maybe RadixRoot) -> RadixBranch -> RadixBranch
+setChildren (left, right) = setLeft left . setRight right
+
+setLeaf :: Maybe ByteString -> RadixBranch -> RadixBranch
+setLeaf = set radixLeaf
+
+setBloom :: RadixBloom -> RadixTree -> RadixTree
+setBloom = set radixBloom
+
+setBuffer :: RadixBuffer -> RadixTree -> RadixTree
+setBuffer = set radixBuffer
+
+setCache :: RadixCache -> RadixTree -> RadixTree
+setCache = set radixCache
+
+setCheckpoint :: RadixRoot -> RadixTree -> RadixTree
+setCheckpoint = set radixCheckpoint
+
+setRoot :: RadixRoot -> RadixTree -> RadixTree
+setRoot = set radixRoot
diff --git a/src/Network/DFINITY/RadixTree/Memory.hs b/src/Network/DFINITY/RadixTree/Memory.hs
new file mode 100644
--- /dev/null
+++ b/src/Network/DFINITY/RadixTree/Memory.hs
@@ -0,0 +1,76 @@
+{-# LANGUAGE RecordWildCards #-}
+
+{-# OPTIONS -Wall #-}
+
+module Network.DFINITY.RadixTree.Memory
+   ( loadHot
+   , loadCold
+   , storeHot
+   , storeCold
+   ) where
+
+import Codec.Serialise (deserialise, serialise)
+import Control.Monad.IO.Class (MonadIO)
+import Crypto.Hash.SHA256 (hash)
+import Data.ByteString.Char8 as Byte (take)
+import Data.ByteString.Lazy (fromStrict, toStrict)
+import Data.ByteString.Short (fromShort, toShort)
+import Data.LruCache as LRU (insert, lookup)
+import Data.Map.Strict as Map (insert, lookup)
+import Database.LevelDB (defaultReadOptions, defaultWriteOptions, get, put)
+
+import Network.DFINITY.RadixTree.Types
+
+loadHot
+   :: MonadIO m
+   => RadixRoot -- ^ State root.
+   -> RadixBuffer -- ^ Buffer.
+   -> RadixCache -- ^ Cache.
+   -> RadixDatabase -- ^ Database.
+   -> m (Maybe (RadixBranch, RadixCache))
+loadHot root buffer cache database =
+   case Map.lookup root buffer of
+      Just branch -> pure $ Just (branch, cache)
+      Nothing -> loadCold root cache database
+
+loadCold
+   :: MonadIO m
+   => RadixRoot -- ^ State root.
+   -> RadixCache -- ^ Cache.
+   -> RadixDatabase -- ^ Database.
+   -> m (Maybe (RadixBranch, RadixCache))
+loadCold root cache database =
+   case LRU.lookup root cache of
+      Just (branch, cache') ->
+         seq cache' $ seq branch $ pure $ Just (branch, cache')
+      Nothing -> do
+         let key = fromShort root
+         result <- get database defaultReadOptions key
+         case result of
+            Just bytes -> do
+               let branch = deserialise $ fromStrict bytes
+               let cache' = LRU.insert root branch cache
+               seq cache' $ seq branch $ pure $ Just (branch, cache')
+            Nothing -> pure $ Nothing
+
+storeHot
+   :: RadixRoot -- ^ State root.
+   -> RadixBranch -- ^ Branch.
+   -> RadixBuffer -- ^ Buffer.
+   -> RadixBuffer
+storeHot = Map.insert
+
+storeCold
+   :: MonadIO m
+   => RadixBranch -- ^ Branch.
+   -> RadixCache -- ^ Cache.
+   -> RadixDatabase -- ^ Database.
+   -> m (RadixRoot, RadixCache)
+storeCold branch cache database = do
+   put database defaultWriteOptions key bytes
+   seq cache' $ pure (root, cache')
+   where
+   bytes = toStrict $ serialise branch
+   key = Byte.take 20 $ hash bytes
+   root = toShort key
+   cache' = LRU.insert root branch cache
diff --git a/src/Network/DFINITY/RadixTree/Serialise.hs b/src/Network/DFINITY/RadixTree/Serialise.hs
new file mode 100644
--- /dev/null
+++ b/src/Network/DFINITY/RadixTree/Serialise.hs
@@ -0,0 +1,38 @@
+{-# LANGUAGE LambdaCase #-}
+
+{-# OPTIONS -Wall #-}
+
+module Network.DFINITY.RadixTree.Serialise
+   ( decodeLeaf
+   , decodeMaybe
+   , decodeSide
+   , encodeMaybe
+   , encodeSide
+   ) where
+
+import Codec.Serialise (Serialise)
+import Codec.Serialise.Decoding (Decoder, TokenType(..), decodeBytes, decodeNull, decodeTag, peekTokenType)
+import Codec.Serialise.Encoding (Encoding, encodeBytes, encodeNull, encodeTag)
+import Control.Monad (void)
+import Data.ByteString.Char8 (ByteString)
+import Data.Monoid ((<>))
+
+decodeLeaf :: Int -> Decoder s (Maybe ByteString)
+decodeLeaf = \ case
+   3 -> pure Nothing
+   4 -> pure <$> decodeBytes
+   _ -> fail "decodeLeaf: invalid argument"
+
+decodeMaybe :: Serialise a => Decoder s a -> Decoder s (Maybe a)
+decodeMaybe value = peekTokenType >>= \ case
+   TypeNull -> decodeNull >> pure Nothing
+   _ -> pure <$> value
+
+decodeSide :: Decoder s ByteString
+decodeSide = void decodeTag >> decodeBytes
+
+encodeMaybe :: Serialise a => (a -> Encoding) -> Maybe a -> Encoding
+encodeMaybe = maybe encodeNull
+
+encodeSide :: ByteString -> Encoding
+encodeSide side = encodeTag 42 <> encodeBytes side
diff --git a/src/Network/DFINITY/RadixTree/Types.hs b/src/Network/DFINITY/RadixTree/Types.hs
new file mode 100644
--- /dev/null
+++ b/src/Network/DFINITY/RadixTree/Types.hs
@@ -0,0 +1,160 @@
+{-# LANGUAGE DeriveDataTypeable #-}
+{-# LANGUAGE RecordWildCards #-}
+
+{-# OPTIONS -Wall #-}
+
+module Network.DFINITY.RadixTree.Types
+   ( RadixBloom
+   , RadixBranch(..)
+   , RadixBuffer
+   , RadixCache
+   , RadixDatabase
+   , RadixError(..)
+   , RadixPrefix(..)
+   , RadixRoot
+   , RadixSearchResult
+   , RadixTree(..)
+   ) where
+
+import Codec.Serialise as CBOR (Serialise(..), serialise)
+import Codec.Serialise.Decoding (decodeBytes, decodeInt, decodeListLen)
+import Codec.Serialise.Encoding (encodeBytes, encodeInt, encodeListLen)
+import Crypto.Hash.SHA256 (hash)
+import Control.DeepSeq (NFData(..))
+import Control.Exception (Exception)
+import Control.Monad (void)
+import Data.BloomFilter (Bloom)
+import Data.Bool (bool)
+import Data.ByteString.Base16 as Base16 (encode)
+import Data.ByteString.Char8 (ByteString, unpack)
+import Data.ByteString.Lazy (toStrict)
+import Data.ByteString.Short (ShortByteString, fromShort, toShort)
+import Data.Data (Data)
+import Data.Default.Class (Default(..))
+import Data.List.NonEmpty (NonEmpty)
+import Data.LruCache (LruCache)
+import Data.Map.Strict (Map)
+import Data.Maybe (isJust)
+import Data.Monoid ((<>))
+import Database.LevelDB (DB)
+import Text.Printf (printf)
+
+import Network.DFINITY.RadixTree.Bits
+import Network.DFINITY.RadixTree.Serialise
+
+type RadixBloom = Bloom RadixRoot
+
+data RadixBranch
+   = RadixBranch
+   { _radixPrefix :: Maybe RadixPrefix
+   , _radixLeft :: Maybe RadixRoot
+   , _radixRight :: Maybe RadixRoot
+   , _radixLeaf :: Maybe ByteString
+   } deriving (Data, Eq)
+
+instance NFData RadixBranch where
+   rnf RadixBranch {..} =
+      rnf _radixPrefix `seq`
+      rnf _radixLeft `seq`
+      rnf _radixRight `seq`
+      rnf _radixLeaf `seq`
+      ()
+
+instance Default RadixBranch where
+   def = RadixBranch Nothing Nothing Nothing Nothing
+
+instance Serialise RadixBranch where
+   encode RadixBranch {..} =
+      encodeListLen len <>
+      encodeMaybe CBOR.encode _radixPrefix <>
+      encodeMaybe encodeSide left <>
+      encodeMaybe encodeSide right <>
+      maybe mempty encodeBytes _radixLeaf
+      where
+      len = bool 3 4 $ isJust _radixLeaf
+      left = fromShort <$> _radixLeft
+      right = fromShort <$> _radixRight
+   decode = do
+      len <- decodeListLen
+      prefix <- decodeMaybe decode
+      left <- decodeMaybe $ toShort <$> decodeSide
+      right <- decodeMaybe $ toShort <$> decodeSide
+      leaf <- decodeLeaf len
+      pure $ RadixBranch prefix left right leaf
+
+instance Show RadixBranch where
+   show branch@RadixBranch {..} =
+      case color 7 . unpack <$> _radixLeaf of
+         Nothing -> printf "%s@[%s,%s,%s]" root prefix left right
+         Just leaf -> printf "%s@[%s,%s,%s,%s]" root prefix left right leaf
+      where
+      color :: Int -> String -> String
+      color = printf "\ESC[9%dm%s\ESC[0m"
+      format = take 8 . unpack . Base16.encode
+      root = color 4 $ format $ hash $ toStrict $ serialise branch
+      prefix = color 7 $ maybe "null" show _radixPrefix
+      left = color 4 $ maybe "null" format $ fromShort <$> _radixLeft
+      right = color 4 $ maybe "null" format $ fromShort <$> _radixRight
+
+type RadixBuffer = Map RadixRoot RadixBranch
+
+type RadixCache = LruCache RadixRoot RadixBranch
+
+type RadixDatabase = DB
+
+data RadixError
+   = InvalidArgument String
+   | StateRootDoesNotExist RadixRoot
+     deriving (Data, Eq, Show)
+
+instance Exception RadixError
+
+data RadixPrefix
+   = RadixPrefix
+   { _radixBitLen :: Int
+   , _radixName :: ByteString
+   } deriving (Data, Eq)
+
+instance Bitable RadixPrefix where
+   toBits RadixPrefix {..} = take _radixBitLen $ toBits _radixName
+   fromBits bits = RadixPrefix bitLen name
+      where
+      bitLen = length bits
+      name = fromBits bits
+
+instance NFData RadixPrefix where
+   rnf RadixPrefix {..} =
+      rnf _radixBitLen `seq`
+      rnf _radixName `seq`
+      ()
+
+instance Serialise RadixPrefix where
+   encode RadixPrefix {..} =
+      encodeListLen 2 <>
+      encodeInt _radixBitLen <>
+      encodeBytes _radixName
+   decode = do
+      void decodeListLen
+      bitLen <- decodeInt
+      name <- decodeBytes
+      pure $ RadixPrefix bitLen name
+
+instance Show RadixPrefix where
+   show = map compress . toBits
+      where compress = bool '0' '1'
+
+type RadixRoot = ShortByteString
+
+type RadixSearchResult = (NonEmpty RadixRoot, NonEmpty RadixBranch, NonEmpty [Bool], [Bool], [Bool], RadixCache)
+
+data RadixTree
+   = RadixTree
+   { _radixBloom :: RadixBloom
+   , _radixBloomSize :: Int
+   , _radixBuffer :: RadixBuffer
+   , _radixCache :: RadixCache
+   , _radixCacheSize :: Int
+   , _radixCheckpoint :: RadixRoot
+   , _radixDatabase :: RadixDatabase
+   , _radixRoot :: RadixRoot
+   }
diff --git a/src/Network/DFINITY/RadixTree/Utilities.hs b/src/Network/DFINITY/RadixTree/Utilities.hs
new file mode 100644
--- /dev/null
+++ b/src/Network/DFINITY/RadixTree/Utilities.hs
@@ -0,0 +1,28 @@
+{-# OPTIONS -Wall #-}
+
+module Network.DFINITY.RadixTree.Utilities
+   ( createPrefix
+   , createRoot
+   , defaultRoot
+   ) where
+
+import Codec.Serialise (serialise)
+import Crypto.Hash.SHA256 (hashlazy)
+import Data.ByteString.Char8 as Byte (take)
+import Data.ByteString.Short (toShort)
+import Data.Default.Class (def)
+
+import Network.DFINITY.RadixTree.Bits
+import Network.DFINITY.RadixTree.Types
+
+createPrefix :: [Bool] -> Maybe RadixPrefix
+createPrefix bits =
+   if null bits
+   then Nothing
+   else Just $ fromBits bits
+
+createRoot :: RadixBranch -> RadixRoot
+createRoot = toShort . Byte.take 20 . hashlazy . serialise
+
+defaultRoot :: RadixRoot
+defaultRoot = createRoot def
diff --git a/test/Main.hs b/test/Main.hs
new file mode 100644
--- /dev/null
+++ b/test/Main.hs
@@ -0,0 +1,121 @@
+{-# LANGUAGE DeriveDataTypeable #-}
+{-# LANGUAGE LambdaCase #-}
+{-# LANGUAGE OverloadedStrings #-}
+{-# LANGUAGE RecordWildCards #-}
+{-# LANGUAGE ViewPatterns #-}
+
+{-# OPTIONS -Wall #-}
+
+module Main where
+
+import Control.Monad (foldM_, mzero)
+import Control.Monad.IO.Class (MonadIO(..))
+import Control.Monad.Trans.Resource (runResourceT)
+import Data.Aeson (FromJSON(..), Object, Value(..), eitherDecode)
+import Data.ByteString.Base16 (decode, encode)
+import Data.ByteString.Char8 (ByteString, unpack)
+import Data.ByteString.Lazy.Char8 as Lazy (readFile)
+import Data.ByteString.Short (fromShort)
+import Data.Default.Class (Default(..))
+import Data.HashMap.Strict as Map (elems, lookup)
+import Data.Text as Text (Text, drop)
+import Data.Text.Encoding (encodeUtf8)
+import System.Console.CmdArgs (Data, cmdArgs)
+
+import Network.DFINITY.RadixTree
+
+data Args
+   = Args
+   { database :: FilePath
+   , file :: FilePath
+   , test :: String
+   } deriving Data
+
+instance Default Args where
+   def = Args "test/testdb" "test/tests.json" "*"
+
+data Op
+   = Insert ByteString ByteString
+   | Delete ByteString
+   | Lookup ByteString ByteString
+   | Merkleize ByteString
+
+instance FromJSON Op where
+   parseJSON = \ case
+      Object object -> maybe mzero pure $ parse object
+      _ -> mzero
+
+instance Show Op where
+   show = \ case
+      Insert key value -> "Insert" ++ pretty key ++ pretty value
+      Delete key -> "Delete" ++ pretty key
+      Lookup key value -> "Lookup" ++ pretty key ++ pretty value
+      Merkleize value -> "Merkleize" ++ pretty value
+      where pretty = mappend " 0x" . unpack . encode
+
+parse :: Object -> Maybe Op
+parse object = do
+   op <- Map.lookup "op" object
+   case op of
+      "set" -> Insert <$> get "key" object <*> get "value" object
+      "delete" -> Delete <$> get "key" object
+      "get" -> Lookup <$> get "key" object <*> get "value" object
+      "stateRoot" -> Merkleize <$> get "value" object
+      _ -> Nothing
+
+get :: Text -> Object -> Maybe ByteString
+get key object = do
+   value <- Map.lookup key object
+   case value of
+      String text -> Just $ fst $ decode $ encodeUtf8 $ Text.drop 2 text
+      _ -> Nothing
+
+step :: MonadIO m => RadixTree -> Op -> m RadixTree
+step tree op = do
+   liftIO $ print op
+   case op of
+      Insert key value -> do
+         tree' <- insertRadixTree key value tree
+         printNonMerkleizedRadixTree tree'
+         pure tree'
+      Delete key -> do
+         tree' <- deleteRadixTree key tree
+         printNonMerkleizedRadixTree tree'
+         pure tree'
+      Lookup key value -> do
+         result <- lookupNonMerkleizedRadixTree key tree
+         case result of
+            Just (value', tree') | value == value' -> pure tree'
+            Just (value', _) -> throw
+               [ "Expecting value "
+               , ", but received value "
+               , " for key "
+               ] [value, value', key]
+            Nothing -> throw
+               [ "Expecting value "
+               , ", but received no value for key "
+               ] [value, key]
+      Merkleize value -> do
+         (fromShort -> value', tree') <- merkleizeRadixTree tree
+         if value == value'
+         then pure tree'
+         else throw
+            [ "Expecting state root "
+            , ", but received state root "
+            ] [value, value']
+      where
+      throw err = fail . concat . zipWith mappend err . map show
+
+main :: IO ()
+main = do
+   Args {..} <- cmdArgs def
+   contents <- Lazy.readFile file
+   case eitherDecode contents of
+      Left err -> fail err
+      Right vctors -> runResourceT $ do
+         tree <- createRadixTree 100 100 database Nothing
+         if test == "*"
+         then foldM_ step tree `mapM_` elems vctors
+         else case Map.lookup test vctors of
+            Nothing -> fail $ "unknown test vector: " ++ test
+            Just ops -> foldM_ step tree $ concat [ops]
diff --git a/test/tests.json b/test/tests.json
new file mode 100644
--- /dev/null
+++ b/test/tests.json
@@ -0,0 +1,392 @@
+{
+  "empty": [
+    {
+      "op": "stateRoot",
+      "value": "0x4cf812be9be2c6008325050f43d06676a08612c7"
+    }
+  ],
+  "setAndGet": [
+    {
+      "op": "set",
+      "key": "0x74657374",
+      "value": "0x636174"
+    },
+    {
+      "op": "stateRoot",
+      "value": "0x01cff22f1e93e25d8691d6238031d98885ab468f"
+    },
+    {
+      "op": "get",
+      "key": "0x74657374",
+      "value": "0x636174"
+    },
+    {
+      "op": "set",
+      "key": "0x7465",
+      "value": "0x626c6f70"
+    },
+    {
+      "op": "get",
+      "key": "0x74657374",
+      "value": "0x636174"
+    },
+    {
+      "op": "get",
+      "key": "0x7465",
+      "value": "0x626c6f70"
+    },
+    {
+      "op": "set",
+      "key": "0x726164",
+      "value": "0x63617432"
+    },
+    {
+      "op": "stateRoot",
+      "value": "0x05213318991804dad6a926aacfd4ac3481161371"
+    },
+    {
+      "op": "get",
+      "key": "0x726164",
+      "value": "0x63617432"
+    },
+    {
+      "op": "set",
+      "key": "0x74657374",
+      "value": "0x636174313131"
+    },
+    {
+      "op": "stateRoot",
+      "value": "0x80a385b4f06471e95a5993ef0e3b7aa99b64241c"
+    },
+    {
+      "op": "get",
+      "key": "0x74657374",
+      "value": "0x636174313131"
+    }
+  ],
+  "insert_and_delete": [
+    {
+      "op": "set",
+      "key": "0x666f6f",
+      "value": "0x626172"
+    },
+    {
+      "op": "set",
+      "key": "0x666f6f62",
+      "value": "0x62617a"
+    },
+    {
+      "op": "set",
+      "key": "0x666f6f61",
+      "value": "0x626172"
+    },
+    {
+      "op": "stateRoot",
+      "value": "0xbccc80ab0d248beb8e6ce7b81c78559c506cedac"
+    },
+    {
+      "op": "delete",
+      "key": "0x666f6f62"
+    },
+    {
+      "op": "delete",
+      "key": "0x666f6f62"
+    },
+    {
+      "op": "get",
+      "key": "0x666f6f",
+      "value": "0x626172"
+    },
+    {
+      "op": "stateRoot",
+      "value": "0x3a6305b358770cafa44b3b358fa98746fbd8679f"
+    }
+  ],
+  "insert_and_delete_2": [
+    {
+      "op": "set",
+      "key": "0x20",
+      "value": "0x626172"
+    },
+    {
+      "op": "set",
+      "key": "0x00",
+      "value": "0x62617a"
+    },
+    {
+      "op": "set",
+      "key": "0x00",
+      "value": "0x626172"
+    },
+    {
+      "op": "stateRoot",
+      "value": "0x42c33979750064d830468c4cc954642a14d97497"
+    },
+    {
+      "op": "delete",
+      "key": "0x00"
+    },
+    {
+      "op": "get",
+      "key": "0x20",
+      "value": "0x626172"
+    },
+    {
+      "op": "stateRoot",
+      "value": "0x52c8cef4b4014aba94b7bc1990919335b417cf13"
+    }
+  ],
+  "delete_with_one_branch": [
+    {
+      "op": "set",
+      "key": "0x00",
+      "value": "0x626172"
+    },
+    {
+      "op": "set",
+      "key": "0x01",
+      "value": "0x62617a"
+    },
+    {
+      "op": "set",
+      "key": "0x0002",
+      "value": "0x626172"
+    },
+    {
+      "op": "delete",
+      "key": "0x00"
+    },
+    {
+      "op": "stateRoot",
+      "value": "0xf47670c01ff5450ff83c1e7f46092e94fc2c0d0b"
+    }
+  ],
+  "delete_with_two_branches": [
+    {
+      "op": "set",
+      "key": "0x00",
+      "value": "0x626172"
+    },
+    {
+      "op": "set",
+      "key": "0x00f0",
+      "value": "0x626172"
+    },
+    {
+      "op": "set",
+      "key": "0x0000",
+      "value": "0x626172"
+    },
+    {
+      "op": "delete",
+      "key": "0x00"
+    },
+    {
+      "op": "stateRoot",
+      "value": "0xf7d7490a412c72a2fa66bf3b85af4a1027f02058"
+    }
+  ],
+  "delete_with_no_branches": [
+    {
+      "op": "set",
+      "key": "0x00",
+      "value": "0x626172"
+    },
+    {
+      "op": "set",
+      "key": "0x00f0",
+      "value": "0x626172"
+    },
+    {
+      "op": "set",
+      "key": "0x0000",
+      "value": "0x626172"
+    },
+    {
+      "op": "delete",
+      "key": "0x0000"
+    },
+    {
+      "op": "stateRoot",
+      "value": "0x230a8e726c6444964d027d906fe0fdc361122163"
+    }
+  ],
+  "saturatedTree": [
+    {
+      "op": "set",
+      "key": "0x00",
+      "value": "0x636174"
+    },
+    {
+      "op": "set",
+      "key": "0x01",
+      "value": "0x63617431"
+    },
+    {
+      "op": "set",
+      "key": "0x02",
+      "value": "0x63617432"
+    },
+    {
+      "op": "set",
+      "key": "0x03",
+      "value": "0x63617433"
+    },
+    {
+      "op": "set",
+      "key": "0x04",
+      "value": "0x63617434"
+    },
+    {
+      "op": "set",
+      "key": "0x05",
+      "value": "0x63617435"
+    },
+    {
+      "op": "set",
+      "key": "0x06",
+      "value": "0x63617436"
+    },
+    {
+      "op": "set",
+      "key": "0x07",
+      "value": "0x63617437"
+    },
+    {
+      "op": "set",
+      "key": "0x08",
+      "value": "0x63617438"
+    },
+    {
+      "op": "set",
+      "key": "0x09",
+      "value": "0x63617439"
+    },
+    {
+      "op": "set",
+      "key": "0x0a",
+      "value": "0x63617461"
+    },
+    {
+      "op": "set",
+      "key": "0x0b",
+      "value": "0x63617462"
+    },
+    {
+      "op": "stateRoot",
+      "value": "0xc4bf5d2ff89e90cd9edd81e8e160953406ac446b"
+    },
+    {
+      "op": "get",
+      "key": "0x00",
+      "value": "0x636174"
+    },
+    {
+      "op": "get",
+      "key": "0x01",
+      "value": "0x63617431"
+    },
+    {
+      "op": "get",
+      "key": "0x02",
+      "value": "0x63617432"
+    },
+    {
+      "op": "get",
+      "key": "0x03",
+      "value": "0x63617433"
+    },
+    {
+      "op": "get",
+      "key": "0x04",
+      "value": "0x63617434"
+    },
+    {
+      "op": "get",
+      "key": "0x05",
+      "value": "0x63617435"
+    },
+    {
+      "op": "get",
+      "key": "0x06",
+      "value": "0x63617436"
+    },
+    {
+      "op": "get",
+      "key": "0x07",
+      "value": "0x63617437"
+    },
+    {
+      "op": "get",
+      "key": "0x08",
+      "value": "0x63617438"
+    },
+    {
+      "op": "get",
+      "key": "0x09",
+      "value": "0x63617439"
+    },
+    {
+      "op": "get",
+      "key": "0x0a",
+      "value": "0x63617461"
+    },
+    {
+      "op": "get",
+      "key": "0x0b",
+      "value": "0x63617462"
+    },
+    {
+      "op": "delete",
+      "key": "0x00"
+    },
+    {
+      "op": "delete",
+      "key": "0x01"
+    },
+    {
+      "op": "delete",
+      "key": "0x02"
+    },
+    {
+      "op": "delete",
+      "key": "0x03"
+    },
+    {
+      "op": "delete",
+      "key": "0x04"
+    },
+    {
+      "op": "delete",
+      "key": "0x05"
+    },
+    {
+      "op": "delete",
+      "key": "0x06"
+    },
+    {
+      "op": "delete",
+      "key": "0x07"
+    },
+    {
+      "op": "delete",
+      "key": "0x08"
+    },
+    {
+      "op": "delete",
+      "key": "0x09"
+    },
+    {
+      "op": "delete",
+      "key": "0x0a"
+    },
+    {
+      "op": "delete",
+      "key": "0x0b"
+    },
+    {
+      "op": "stateRoot",
+      "value": "0x4cf812be9be2c6008325050f43d06676a08612c7"
+    }
+  ]
+}
