diff --git a/clvm/SExp.py b/clvm/SExp.py
index 398fe108..b11bc4d8 100644
--- a/clvm/SExp.py
+++ b/clvm/SExp.py
@@ -167,9 +167,9 @@ def nullp(self):
     def as_int(self):
         return int_from_bytes(self.atom)
 
-    def as_bin(self):
+    def as_bin(self, /, allow_backrefs=False):
         f = io.BytesIO()
-        sexp_to_stream(self, f)
+        sexp_to_stream(self, f, allow_backrefs=allow_backrefs)
         return f.getvalue()
 
     @classmethod
diff --git a/clvm/object_cache.py b/clvm/object_cache.py
new file mode 100644
index 00000000..8a8b9e9e
--- /dev/null
+++ b/clvm/object_cache.py
@@ -0,0 +1,76 @@
+import hashlib
+
+
+class ObjectCache:
+    """
+    `ObjectCache` provides a way to calculate and cache values for each node
+    in a clvm object tree. It can be used to calculate the sha256 tree hash
+    for an object and save the hash for all the child objects for building
+    usage tables, for example.
+    """
+    def __init__(self, f):
+        self.f = f
+        self.lookup = dict()
+
+    def get(self, obj):
+        obj_id = id(obj)
+        if obj_id not in self.lookup:
+            obj_list = [obj]
+            while obj_list:
+                node = obj_list.pop()
+                node_id = id(node)
+                if node_id not in self.lookup:
+                    v = self.f(self, node)
+                    if v is None:
+                        if node.pair is None:
+                            raise ValueError("f returned None for atom", node)
+                        obj_list.append(node)
+                        obj_list.append(node.pair[0])
+                        obj_list.append(node.pair[1])
+                    else:
+                        self.lookup[node_id] = (v, node)
+        return self.lookup[obj_id][0]
+
+    def contains(self, obj):
+        return id(obj) in self.lookup
+
+
+def treehash(cache, obj):
+    """
+    This function can be fed to `ObjectCache` to calculate the sha256 tree
+    hash for all objects in a tree.
+    """
+    if obj.pair:
+        left, right = obj.pair
+        if cache.contains(left) and cache.contains(right):
+            left_hash = cache.get(left)
+            right_hash = cache.get(right)
+            return hashlib.sha256(b"\2" + left_hash + right_hash).digest()
+        return None
+    return hashlib.sha256(b"\1" + obj.atom).digest()
+
+
+def serialized_length(cache, obj):
+    """
+    This function can be fed to `ObjectCache` to calculate the serialized
+    length for all objects in a tree.
+    """
+    if obj.pair:
+        left, right = obj.pair
+        if cache.contains(left) and cache.contains(right):
+            left_length = cache.get(left)
+            right_length = cache.get(right)
+            return 1 + left_length + right_length
+        return None
+    lb = len(obj.atom)
+    if lb == 0 or (lb == 1 and obj.atom[0] < 128):
+        return 1
+    if lb < 0x40:
+        return 1 + lb
+    if lb < 0x2000:
+        return 2 + lb
+    if lb < 0x100000:
+        return 3 + lb
+    if lb < 0x8000000:
+        return 4 + lb
+    return 5 + lb
diff --git a/clvm/read_cache_lookup.py b/clvm/read_cache_lookup.py
new file mode 100644
index 00000000..643081b5
--- /dev/null
+++ b/clvm/read_cache_lookup.py
@@ -0,0 +1,148 @@
+from collections import Counter
+
+import hashlib
+
+
+def hash_blobs(*blobs):
+    s = hashlib.sha256()
+    for blob in blobs:
+        s.update(blob)
+    return s.digest()
+
+
+class ReadCacheLookup:
+    """
+    When deserializing a clvm object, a stack of deserialized child objects
+    is created, which can be used with back-references. A `ReadCacheLookup` keeps
+    track of the state of this stack and all child objects under each root
+    node in the stack so that we can quickly determine if a relevant
+    back-reference is available.
+
+    In other words, if we've already serialized an object with tree hash T,
+    and we encounter another object with that tree hash, we don't re-serialize
+    it, but rather include a back-reference to it. This data structure lets
+    us quickly determine which back-reference has the shortest path.
+
+    Note that there is a counter. This is because the stack contains some
+    child objects that are transient, and no longer appear in the stack
+    at later times in the parsing. We don't want to waste time looking for
+    these objects that no longer exist, so we reference-count them.
+    """
+
+    def __init__(self):
+        """
+        Create a new `ReadCacheLookup` object with just the null terminator
+        (ie. and empty list of objects).
+        """
+        self.root_hash = hash_blobs(b"\1")
+        self.read_stack = []
+        self.count = Counter()
+        self.parent_lookup = {}
+
+    def push(self, obj_hash):
+        """
+        Note that an object with the given hash has just been pushed to
+        the read stack, and update the lookups as appropriate.
+        """
+        # we add two new entries: the new root of the tree, and this object (by id)
+        # new_root: (obj_hash, old_root)
+        new_root_hash = hash_blobs(b"\2", obj_hash, self.root_hash)
+
+        self.read_stack.append((obj_hash, self.root_hash))
+
+        self.count.update([obj_hash, new_root_hash])
+
+        new_parent_to_old_root = (new_root_hash, 0)
+        self.parent_lookup.setdefault(obj_hash, list()).append(new_parent_to_old_root)
+
+        new_parent_to_id = (new_root_hash, 1)
+        self.parent_lookup.setdefault(self.root_hash, list()).append(new_parent_to_id)
+        self.root_hash = new_root_hash
+
+    def pop(self):
+        """
+        Note that the top object has just been popped from the read stack.
+        Return the 2-tuple of the child hashes.
+        """
+        item = self.read_stack.pop()
+        self.count[item[0]] -= 1
+        self.count[self.root_hash] -= 1
+        self.root_hash = item[1]
+        return item
+
+    def pop2_and_cons(self):
+        """
+        Note that a "pop-and-cons" operation has just happened. We remove
+        two objects, cons them together, and push the cons, updating
+        the internal look-ups as necessary.
+        """
+        # we remove two items: the right side of each left/right pair
+        right = self.pop()
+        left = self.pop()
+
+        self.count.update([left[0], right[0]])
+
+        new_root_hash = hash_blobs(b"\2", left[0], right[0])
+
+        self.parent_lookup.setdefault(left[0], list()).append((new_root_hash, 0))
+        self.parent_lookup.setdefault(right[0], list()).append((new_root_hash, 1))
+        self.push(new_root_hash)
+
+    def find_path(self, obj, serialized_length):
+        """
+        This function looks for a path from the root to a child node with a given hash
+        by using the read cache.
+        """
+        if serialized_length < 3:
+            return None
+
+        seen_ids = set()
+
+        max_bytes_for_path_encoding = serialized_length - 2
+        # 1 byte for 0xfe, 1 min byte for savings
+
+        max_path_length = max_bytes_for_path_encoding * 8 - 1
+        seen_ids.add(obj)
+
+        partial_paths = [(obj, [])]
+
+        while partial_paths:
+            new_partial_paths = []
+            for (node, path) in partial_paths:
+                if node == self.root_hash:
+                    path.reverse()
+                    return path_to_bytes(path)
+
+                parents = self.parent_lookup.get(node)
+
+                if parents:
+                    for (parent, direction) in parents:
+                        if self.count[parent] > 0 and parent not in seen_ids:
+                            new_path = list(path)
+                            new_path.append(direction)
+                            if len(new_path) > max_path_length:
+                                return None
+                            new_partial_paths.append((parent, new_path))
+                        seen_ids.add(parent)
+            partial_paths = new_partial_paths
+        return None
+
+
+def path_to_bytes(path):
+    """
+    Convert a list of 0/1 values to a path expected by clvm.
+    """
+    byte_count = (len(path) + 1 + 7) >> 3
+    v = bytearray(byte_count)
+    index = byte_count - 1
+    mask = 1
+    for p in path:
+        if p:
+            v[index] |= mask
+        if mask == 0x80:
+            index -= 1
+            mask = 1
+        else:
+            mask <<= 1
+    v[index] |= mask
+    return v
diff --git a/clvm/serialize.py b/clvm/serialize.py
index d685794a..c7891636 100644
--- a/clvm/serialize.py
+++ b/clvm/serialize.py
@@ -1,6 +1,7 @@
 # decoding:
 # read a byte
 # if it's 0x80, it's nil (which might be same as 0)
+# if it's 0xfe, it's a back-reference. Read an atom, and treat it as a path to the cache tree.
 # if it's 0xff, it's a cons box. Read two items, build cons
 # otherwise, number of leading set bits is length in bytes to read size
 # For example, if the bit fields of the first byte read are:
@@ -12,25 +13,75 @@
 # If the first byte read is one of the following:
 #   1000 0000 -> 0 bytes : nil
 #   0000 0000 -> 1 byte : zero (b'\x00')
+
+from typing import Iterator
+
 import io
-from .CLVMObject import CLVMObject
 
+from .read_cache_lookup import ReadCacheLookup
+from .object_cache import ObjectCache, treehash, serialized_length
 
 MAX_SINGLE_BYTE = 0x7F
+BACK_REFERENCE = 0xFE
 CONS_BOX_MARKER = 0xFF
 
 
-def sexp_to_byte_iterator(sexp):
+def sexp_to_byte_iterator(sexp, /, allow_backrefs=False) -> Iterator[bytes]:
+    if allow_backrefs:
+        yield from sexp_to_byte_iterator_with_backrefs(sexp)
+        return
+
     todo_stack = [sexp]
     while todo_stack:
         sexp = todo_stack.pop()
-        pair = sexp.as_pair()
+        pair = sexp.pair
         if pair:
             yield bytes([CONS_BOX_MARKER])
             todo_stack.append(pair[1])
             todo_stack.append(pair[0])
         else:
-            yield from atom_to_byte_iterator(sexp.as_atom())
+            yield from atom_to_byte_iterator(sexp.atom)
+
+
+def sexp_to_byte_iterator_with_backrefs(sexp) -> Iterator[bytes]:
+
+    read_op_stack = ["P"]
+    write_stack = [sexp]
+
+    read_cache_lookup = ReadCacheLookup()
+
+    thc = ObjectCache(treehash)
+    slc = ObjectCache(serialized_length)
+
+    while write_stack:
+        node_to_write = write_stack.pop()
+        op = read_op_stack.pop()
+        assert op == "P"
+
+        node_serialized_length = slc.get(node_to_write)
+
+        node_tree_hash = thc.get(node_to_write)
+        path = read_cache_lookup.find_path(node_tree_hash, node_serialized_length)
+        if path:
+            yield bytes([BACK_REFERENCE])
+            yield from atom_to_byte_iterator(path)
+            read_cache_lookup.push(node_tree_hash)
+        elif node_to_write.pair:
+            left, right = node_to_write.pair
+            yield bytes([CONS_BOX_MARKER])
+            write_stack.append(right)
+            write_stack.append(left)
+            read_op_stack.append("C")
+            read_op_stack.append("P")
+            read_op_stack.append("P")
+        else:
+            atom = node_to_write.atom
+            yield from atom_to_byte_iterator(atom)
+            read_cache_lookup.push(node_tree_hash)
+
+        while read_op_stack[-1:] == ["C"]:
+            read_op_stack.pop()
+            read_cache_lookup.pop2_and_cons()
 
 
 def atom_to_byte_iterator(as_atom):
@@ -74,11 +125,54 @@ def atom_to_byte_iterator(as_atom):
     yield as_atom
 
 
-def sexp_to_stream(sexp, f):
-    for b in sexp_to_byte_iterator(sexp):
+def sexp_to_stream(sexp, f, /, allow_backrefs=False):
+    for b in sexp_to_byte_iterator(sexp, allow_backrefs=allow_backrefs):
         f.write(b)
 
 
+def msb_mask(byte):
+    byte |= byte >> 1
+    byte |= byte >> 2
+    byte |= byte >> 4
+    return (byte + 1) >> 1
+
+
+def traverse_path(val_stack, path: bytes, to_sexp):
+    b = path
+    env = val_stack
+
+    end_byte_cursor = 0
+    while end_byte_cursor < len(b) and b[end_byte_cursor] == 0:
+        end_byte_cursor += 1
+
+    if end_byte_cursor == len(b):
+        return to_sexp(b"")
+
+    # create a bitmask for the most significant *set* bit
+    # in the last non-zero byte
+    end_bitmask = msb_mask(b[end_byte_cursor])
+
+    byte_cursor = len(b) - 1
+    bitmask = 0x01
+
+    while byte_cursor > end_byte_cursor or bitmask < end_bitmask:
+        if env.pair is None:
+            raise EvalError("path into atom", env)
+        env = env.pair[1 if b[byte_cursor] & bitmask else 0]
+        bitmask <<= 1
+        if bitmask == 0x100:
+            byte_cursor -= 1
+            bitmask = 0x01
+    return env
+
+
+def _op_cons(op_stack, val_stack, f, to_sexp):
+    right, val_stack = val_stack.pair
+    left, val_stack = val_stack.pair
+    new_cons = to_sexp((left, right))
+    return to_sexp((new_cons, val_stack))
+
+
 def _op_read_sexp(op_stack, val_stack, f, to_sexp):
     blob = f.read(1)
     if len(blob) == 0:
@@ -88,24 +182,38 @@ def _op_read_sexp(op_stack, val_stack, f, to_sexp):
         op_stack.append(_op_cons)
         op_stack.append(_op_read_sexp)
         op_stack.append(_op_read_sexp)
-        return
-    val_stack.append(_atom_from_stream(f, b, to_sexp))
+        return val_stack
+    return to_sexp((_atom_from_stream(f, b, to_sexp), val_stack))
 
 
-def _op_cons(op_stack, val_stack, f, to_sexp):
-    right = val_stack.pop()
-    left = val_stack.pop()
-    val_stack.append(to_sexp((left, right)))
+def _op_read_sexp_allow_backrefs(op_stack, val_stack, f, to_sexp):
+    blob = f.read(1)
+    if len(blob) == 0:
+        raise ValueError("bad encoding")
+    b = blob[0]
+    if b == CONS_BOX_MARKER:
+        op_stack.append(_op_cons)
+        op_stack.append(_op_read_sexp_allow_backrefs)
+        op_stack.append(_op_read_sexp_allow_backrefs)
+        return val_stack
+    if b == BACK_REFERENCE:
+        blob = f.read(1)
+        if len(blob) == 0:
+            raise ValueError("bad encoding")
+        path = _atom_from_stream(f, blob[0], lambda x: x)
+        backref = traverse_path(val_stack, path, to_sexp)
+        return to_sexp((backref, val_stack))
+    return to_sexp((_atom_from_stream(f, b, to_sexp), val_stack))
 
 
-def sexp_from_stream(f, to_sexp):
-    op_stack = [_op_read_sexp]
-    val_stack = []
+def sexp_from_stream(f, to_sexp, /, allow_backrefs=False):
+    op_stack = [_op_read_sexp_allow_backrefs if allow_backrefs else _op_read_sexp]
+    val_stack = to_sexp(b"")
 
     while op_stack:
         func = op_stack.pop()
-        func(op_stack, val_stack, f, CLVMObject)
-    return to_sexp(val_stack.pop())
+        val_stack = func(op_stack, val_stack, f, to_sexp)
+    return val_stack.pair[0]
 
 
 def _op_consume_sexp(f):
diff --git a/tests/generator.hex b/tests/generator.hex
new file mode 100644
index 00000000..ee5eb4ac
--- /dev/null
+++ b/tests/generator.hex
@@ -0,0 +1 @@
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diff --git a/tests/serialize_test.py b/tests/serialize_test.py
index 786f1c95..901d9a2e 100644
--- a/tests/serialize_test.py
+++ b/tests/serialize_test.py
@@ -2,7 +2,7 @@
 import unittest
 
 from clvm import to_sexp_f
-from clvm.serialize import (sexp_from_stream, sexp_buffer_from_stream, atom_to_byte_iterator)
+from clvm.serialize import (_atom_from_stream, sexp_from_stream, sexp_buffer_from_stream, atom_to_byte_iterator)
 
 
 TEXT = b"the quick brown fox jumps over the lazy dogs"
@@ -27,6 +27,24 @@ def __len__(self):
         return 0x400000001
 
 
+def has_backrefs(blob: bytes) -> bool:
+    """
+    Return `True` iff blob has a backref in it.
+    """
+    f = io.BytesIO(blob)
+    obj_count = 1
+    while obj_count > 0:
+        b = f.read(1)[0]
+        if b == 0xfe:
+            return True
+        if b == 0xff:
+            obj_count += 1
+        else:
+            _atom_from_stream(f, b, lambda x: x)
+            obj_count -= 1
+    return False
+
+
 class SerializeTest(unittest.TestCase):
     def check_serde(self, s):
         v = to_sexp_f(s)
@@ -44,6 +62,24 @@ def check_serde(self, s):
         buf = sexp_buffer_from_stream(io.BytesIO(b))
         self.assertEqual(buf, b)
 
+        # now turn on backrefs and make sure everything still works
+
+        b2 = v.as_bin(allow_backrefs=True)
+        self.assertTrue(len(b2) <= len(b))
+        if has_backrefs(b2) or len(b2) < len(b):
+            # if we have any backrefs, ensure they actually save space
+            self.assertTrue(len(b2) < len(b))
+            print("%d bytes before %d after %d saved" % (len(b), len(b2), len(b) - len(b2)))
+            io_b2 = io.BytesIO(b2)
+            self.assertRaises(ValueError, lambda: sexp_from_stream(io_b2, to_sexp_f))
+            io_b2 = io.BytesIO(b2)
+            v2 = sexp_from_stream(io_b2, to_sexp_f, allow_backrefs=True)
+            self.assertEqual(v2, s)
+            b3 = v2.as_bin()
+            self.assertEqual(b, b3)
+        return b2
+
+
     def test_zero(self):
         v = to_sexp_f(b"\x00")
         self.assertEqual(v.as_bin(), b"\x00")
@@ -141,3 +177,9 @@ def test_deserialize_large_blob(self):
 
         with self.assertRaises(ValueError):
             sexp_buffer_from_stream(InfiniteStream(bytes_in))
+
+    def test_deserialize_generator(self):
+        blob = bytes.fromhex(open("tests/generator.hex").read())
+        s = sexp_from_stream(io.BytesIO(blob), to_sexp_f)
+        b = self.check_serde(s)
+        assert len(b) == 19124