diff --git a/src/store.py b/src/store.py
index e773a8e..5b8e4ff 100644
--- a/src/store.py
+++ b/src/store.py
@@ -1,5 +1,6 @@
 from hashlib import sha256
 import inspect
+import io
 import json
 from pathlib import Path
 import pickle
@@ -23,6 +24,30 @@ def with_filtered_args(fn):
     return inner, arg_filter
 
 
+class HashingWriter(io.BytesIO):
+    def __init__(self):
+        super().__init__()  # Initialize the BytesIO buffer
+        self.hash = sha256()  # Initialize the SHA-256 hash object
+
+    def write(self, b):
+        self.hash.update(b)  # Update the hash with the data being written
+        return 0
+        # return super().write(b)  # Write the data to the BytesIO buffer
+
+    def writelines(self, lines):
+        for line in lines:
+            self.write(line)
+
+    def get_hash(self):
+        return self.hash.hexdigest()  # Return the hexadecimal digest of the hash
+
+
+class LoadOrCreateCFG:
+    def __init__(self, *args, **kwargs):
+        self.args = args
+        self.kwargs = kwargs
+
+
 class load_or_create:
 
     def __init__(
@@ -32,6 +57,7 @@ class load_or_create:
         path_fn=lambda hash: hash + ".pkl",
         hash_len=8,
         save_args=False,
+        save_json=False,
         plain_text=False
     ):
         self.load=with_filtered_args(load)[0]
@@ -41,6 +67,7 @@ class load_or_create:
         self.path_fn=path_fn
         self.hash_len=hash_len
         self.save_args=save_args
+        self.save_json=save_json
         self.plain_text=plain_text
 
     def __call__(self, fn):
@@ -52,18 +79,24 @@ class inner(load_or_create):
         self.__dict__.update(parent.__dict__)
         self.fn = fn
         self.arg_names = [p.name for p in inspect.signature(fn).parameters.values()]
+        self.obj_to_args = dict()
 
     def __call__(self, *args, **kwargs):
         # Store the keyword arguments into json and hash it to get the storage path.
         path = self.path(*args, **kwargs)
+        merged_args = self.args_to_kwargs(args, kwargs, path=path)
 
-        obj = self.load_wrapper(**self.args_to_kwargs(args, kwargs, path=path))
-        if obj is not None: return obj
+        obj = self.load_wrapper(**merged_args)
+        if obj is not None: 
+            if "file" in self.save_arg_names: self.hash_obj({"path": path} | kwargs)
+            return obj
 
         obj = self.fn(*args, **kwargs)
         if obj is None: return obj
 
-        self.save_wrapper(obj, **self.args_to_kwargs(args, kwargs, path=path))
+        self.save_wrapper(obj, *args, **{"path": path} | kwargs)
+        if "file" in self.save_arg_names: self.hash_obj({"path": path} | kwargs)
+        if self.save_json: path.with_suffix(".json").write_bytes(self.to_json(**kwargs))
 
         return obj
 
@@ -94,24 +127,28 @@ class inner(load_or_create):
             return self.load(**{"file": file} | load_args)
 
 
-    def save_wrapper(self, obj, path, **save_args):
+    def save_wrapper(self, obj, *args, **kwargs):
         """Only open a file if the save function requests you to.
         """
-        Path(path).parent.mkdir(parents=True, exist_ok=True)
-        if "file" not in self.save_arg_names:
-            return self.save(obj, **{"path": path} | save_args)
+        merged_args = self.args_to_kwargs(args, kwargs)
 
-        if "file" in save_args:
-            file = save_args["file"]
+        path = Path(merged_args["path"])
+        path.parent.mkdir(parents=True, exist_ok=True)
+
+        if "file" not in self.save_arg_names:
+            return self.save(obj, **merged_args)
+
+        if "file" in merged_args:
+            file = merged_args["file"]
         else:
             file = open(path, "w" if self.plain_text else "wb")
 
         if self.save_args:
-            file.write(self.to_json(**save_args))
+            file.write(self.to_json(**kwargs))
 
-        self.save(obj, **{"file": file, "path": path} | save_args)
+        self.save(obj, **{"file": file} | merged_args)
 
-        if "file" not in save_args:
+        if "file" not in merged_args:
             file.close()
 
 
@@ -125,7 +162,10 @@ class inner(load_or_create):
             ) + "\n"
         ).encode("utf-8")
 
-    def make_hash(self, **kwargs):
+    # Functions to do with hashing keyword arguments and determining an
+    # object's path from its arguments.
+
+    def hash_kwargs(self, **kwargs):
         """Serialize all keyword arguments to json and hash it."""
         json_args = self.to_json(**kwargs)
         hash_str = sha256(json_args, usedforsecurity=False).hexdigest()
@@ -134,7 +174,7 @@ class inner(load_or_create):
     def path_and_hash(self, *args, **kwargs) -> Tuple[Path, str]:
         path_fn, arg_filter = with_filtered_args(self.path_fn)
 
-        hash = self.make_hash(
+        hash = self.hash_kwargs(
             # Do not have arguments in the hash that path_fn uses.
             **{k: a for k, a in kwargs.items() if k not in arg_filter}
         )
@@ -157,65 +197,49 @@ class inner(load_or_create):
     def dir(self, *args, **kwargs) -> Path:
         return self.path(*args, **kwargs).parent
 
+    # Functions to do with inferring an object's arguments by keeping track of
+    # its hash.
+
+    def hash_obj(self, kwargs):
+        """After saving or loading the object, we get its hash from the
+        storage file.
+        This hash we can later use, to infer the arguments that created this
+        object.
+        """
+        path = Path(kwargs["path"])
+        if not path.exists():
+            return
+        with open(path, "rb") as file:
+            if self.save_args:
+                file.readline()
+            hash = sha256(file.read()).hexdigest()
+        self.obj_to_args[hash] = kwargs
+
+    def args_from_obj(self, obj, *args, **kwargs):
+        """Hash the object using the user-provided self.save.
+        Then retrieve its arguments by looking up hashes of previously loaded
+        or saved objects.
+        Also ssee self.hash_obj
+        """
+        file = HashingWriter()
+        self.save(obj, **self.args_to_kwargs(args, kwargs), file=file)
+        hash = file.get_hash()
+        return self.obj_to_args[hash]
+
+    def path_from_obj(self, obj, *args, **kwargs):
+        if isinstance(obj, LoadOrCreateCFG):
+            return self.path(*obj.args, **obj.kwargs)
+        return self.args_from_obj(obj, *args, **kwargs)["path"]
+
+    def dir_from_obj(self, obj, *args, **kwargs):
+        return self.path_from_obj(obj, *args, **kwargs).parent
+
+    def cfg(self, *args, **kwargs):
+        """If you don't care about some object, but only about it's path,
+        but you still need to pass an object to some other function in order
+        to get it's path, you can pass a LoadOrCreateCFG instead, saving you
+        from loading or creating that object..
+        """
+        return LoadOrCreateCFG(*args, **kwargs)
+
 
-#%% [markdown]
-# A big possible extension is to hash the returned object.
-# If we do that, we can do something like this:
-# ```
-# fn = load_or_create(orig_fn)
-# obj = fn(*args)
-# assert fn.path(*args) == fn.obj_path(obj)
-# ```
-# 
-# So, we'd get a _path_ from an object!
-#
-# How would this work out?
-# 
-# first, after loading and/or storing, we save the hash as we store the object.
-# ```
-# obj_hash = get_hash_from_flie(path)
-# self.cache[obj_hash] = [path, kwargs]
-# ```
-# 
-# then, in self.obj_path, we fake-save the object using the provided save function.
-# instead of saving to a file, we save to some class that inherited io.BytesIO:
-# ```
-# class HashingWriter(io.BytesIO):
-#     def __init__(self):
-#         super().__init__()  # Initialize the BytesIO buffer
-#         self.hash = hashlib.sha256()  # Initialize the SHA-256 hash object
-# 
-#     def write(self, b):
-#         return self.hash.update(b)  # Update the hash with the data being written
-# 
-#     def get_hash(self):
-#         return self.hash.hexdigest()  # Return the hexadecimal digest of the hash
-# ```
-#
-# so self.obj_path would look something like:
-# ```
-# def obj_path(self, obj):
-#     with open(HashingWriter(), "wb") as f:
-#         f.write(obj)
-#         if f.get_hash() in self.cache:
-#             return self.cache[hash][0]
-# ```
-# In reality, obj_path() can just be part of path(), since path() should expect
-# kwargs to be present and can safely assume it's being called as obj_path() 
-# otherwise.
-#
-# Caveat, this will only work for save functions that use an open file.
-# Save functions that take a path would not work.
-#
-# More practical case:
-# ```
-# fn_a = load_or_create()(fn_a)
-#
-# def fn_b(obj_a, cfg):
-#     do_something(obj_a, cfg)
-#
-# fn_b = load_or_create(
-#     path_fn=lambda obj_a, hash: fn_a.get_path(obj_a) / hash
-# )(fn_b)
-# ```
-# This avoids having to make pass obj_a's config to fn_b in order to determine the path!