diff --git a/python-avancé/examples/class-construction-from-scratch.py b/python-avancé/examples/class-construction-from-scratch.py
new file mode 100644
index 0000000..ce4980a
--- /dev/null
+++ b/python-avancé/examples/class-construction-from-scratch.py
@@ -0,0 +1,28 @@
+# This is the creation « from scratch » of the following class:
+
+# class Foo:
+#     def say(self):
+#         print("hello")
+
+# First the type.__prepare__ is called to create a namespace, it
+# typically returns a fresh empty dict:
+
+ns = {}
+
+# Then the class body is executed in this namespace:
+
+exec(
+    """
+def say(self):
+    print("hello")
+""",
+    globals(),
+    ns,
+)
+
+# Now, the type __new__ is called to create the class:
+
+Foo = type.__new__(type, "Foo", (), ns)
+type.__init__(Foo, "Foo", (), ns)  # Does nothing
+
+Foo().say()
diff --git a/python-avancé/examples/decorator-flask.py b/python-avancé/examples/decorator-flask.py
new file mode 100644
index 0000000..e86c116
--- /dev/null
+++ b/python-avancé/examples/decorator-flask.py
@@ -0,0 +1,39 @@
+from urllib.parse import parse_qsl
+
+
+class Application:
+    def __init__(self):
+        self.routes = {}
+
+    def route(self, path):
+        def deco(fct):
+            self.routes[path] = fct
+            return fct
+        return deco
+
+    def get(self, path):
+        try:
+            path, qs = path.split("?", maxsplit=1)
+        except ValueError:
+            qs = {}
+        return self.routes[path](**dict(parse_qsl(qs)))
+
+app = Application()
+
+
+@app.route("/")
+def home():
+    return "<a href='/api'>/api</a>"
+
+@app.route("/api")
+def api():
+    return {"version": "1"}
+
+@app.route("/auth/")
+def auth(username, password):
+    return f"Wrong password for {username}"
+
+
+print(app.get("/"))
+print(app.get("/api"))
+print(app.get("/auth/?username=mdk&password=test"))
diff --git a/python-avancé/examples/decorator-memoize.py b/python-avancé/examples/decorator-memoize.py
new file mode 100644
index 0000000..c87d5ad
--- /dev/null
+++ b/python-avancé/examples/decorator-memoize.py
@@ -0,0 +1,19 @@
+def memoize(limit): # Factory
+    def _memoize(function_fib):
+        memory = {}
+        def cached_fib(n):
+            if n in memory:
+                return memory[n]
+            result = function_fib(n)
+            memory[n] = result
+            return result
+        return cached_fib
+    return _memoize
+
+@memoize(limit=1024)
+def fib(n):
+    if n < 2:
+        return 1
+    return fib(n-1) + fib(n-2)
+
+# fib = memoize(limit=1024)(fib)
diff --git a/python-avancé/examples/descriptor-positive-integer.py b/python-avancé/examples/descriptor-positive-integer.py
new file mode 100644
index 0000000..980062f
--- /dev/null
+++ b/python-avancé/examples/descriptor-positive-integer.py
@@ -0,0 +1,33 @@
+class PositiveInteger:
+    def __set_name__(self, owner, name):
+        self.name = name
+
+    def __get__(self, instance, cls=None):
+        if instance is None:
+            return self
+        return instance.__dict__[self.name]
+
+    def __set__(self, instance, value):
+        if value < 0:
+            raise ValueError("Negative values are not acceptable.")
+        instance.__dict__[self.name] = value
+
+
+class Order:
+    qty = PositiveInteger()
+    price = PositiveInteger()
+
+    def __init__(self, item, price, qty):
+        self.item = item
+        self.price = price
+        self.qty = qty
+
+    def cost(self):
+        return self.price * self.qty
+
+
+# Order("un truc", -1, 1)
+# o = Order("Un livre", 35, 1)
+# o.qty += 1
+# o.qty -= 10
+# print(o.cost())
diff --git a/python-avancé/examples/hypothesis-sort.py b/python-avancé/examples/hypothesis-sort.py
new file mode 100644
index 0000000..95036a4
--- /dev/null
+++ b/python-avancé/examples/hypothesis-sort.py
@@ -0,0 +1,14 @@
+from string import ascii_letters
+
+from hypothesis import given, settings
+
+from hypothesis.strategies import text, lists
+
+
+@given(lists(text(alphabet=ascii_letters, max_size=10)))
+@settings(max_examples=500)
+def test_sort_is_stable(a_list):
+    print(a_list)
+    double_sort = sorted(sorted(a_list, key=str.lower), key=len)
+    single_sort = sorted(a_list, key=lambda s: (len(s), s.lower()))
+    assert double_sort == single_sort
diff --git a/python-avancé/examples/metaclass-autoinit.py b/python-avancé/examples/metaclass-autoinit.py
new file mode 100644
index 0000000..e5a11ae
--- /dev/null
+++ b/python-avancé/examples/metaclass-autoinit.py
@@ -0,0 +1,27 @@
+class AutoInit(type):
+    def __new__(mcs, name, bases, ns, **kwargs):
+        cls = type.__new__(mcs, name, bases, ns)
+        cls._attributes = kwargs["attributes"]
+        return cls
+
+    def __call__(self, *args, **kwargs):
+        attributes = {}
+        for name in self._attributes:
+            attributes[name] = kwargs.pop(name, None)
+        obj = super().__call__(*args, **kwargs)
+        for key, value in attributes.items():
+            setattr(obj, key, value)
+        return obj
+
+
+class Point(metaclass=AutoInit, attributes=("x", "y", "z")):
+    ...
+
+
+origin = Point(x=0, y=0, z=0)
+print(origin.x, origin.y, origin.z)  # 0 0 0
+
+NonePoint = Point()
+print(NonePoint.x, NonePoint.y)  # None None
+
+# origin = Point(x=0, y=0, blah=42)  # TypeError !
diff --git a/python-avancé/examples/metaclass-introspect.py b/python-avancé/examples/metaclass-introspect.py
new file mode 100644
index 0000000..cff7d53
--- /dev/null
+++ b/python-avancé/examples/metaclass-introspect.py
@@ -0,0 +1,66 @@
+from functools import wraps
+from time import perf_counter, sleep
+from typing import Self
+
+
+def as_call(args, kwargs):
+    passed = ['self']
+    for arg in args[1:]:
+        passed.append(repr(arg))
+    for key, value in kwargs.items():
+        passed.append(f"key={value!r}")
+    return "(" + ", ".join(passed) + ")"
+
+
+def introspected_method(clsname, ctx, name, method):
+    def _(*args, **kwargs):
+        callstr = f"{clsname}.{name}{as_call(args, kwargs)}"
+        print(f"{'|   ' * ctx['depth']}Calling {callstr}...")
+        ctx["depth"] += 1
+        before = perf_counter()
+        result = method(*args, **kwargs)
+        after = perf_counter()
+        ctx["depth"] -= 1
+        callstr = f"{clsname}.{name}{as_call(args, kwargs)}"
+        print(
+            f"{'|   ' * ctx['depth']}Returning from {callstr} after {after-before:.2f}s with {result}"
+        )
+        return result
+
+    return _
+
+
+class Introspected(type):
+    def __new__(cls, name, bases, ns, **kwds):
+        ctx = {"depth": 0}
+        for key, value in ns.items():
+            if callable(value) and key != "__repr__":
+                ns[key] = introspected_method(name, ctx, key, value)
+        return super().__new__(cls, name, bases, ns, **kwds)
+
+
+class Point(metaclass=Introspected):
+    def __init__(self, x, y):
+        self.x = x
+        self.y = y
+
+    def dist(self, other: Self) -> float:
+        return ((other.x - self.x) ** 2 + (other.y - self.y) ** 2) ** 0.5
+
+    def __repr__(self):
+        return f"Point(x={self.x!r}, y={self.y!r})"
+
+    def modulus(self):
+        return self.dist(Point(0, 0))
+
+    def recursive_call(self, value):
+        sleep(0.1)
+        if value:
+            return self.recursive_call(value - 1)
+        else:
+            return self.mean()
+
+
+if __name__ == "__main__":
+    p = Point(10, 10)
+    print(p.modulus())
diff --git a/python-avancé/examples/metaclass-typed.py b/python-avancé/examples/metaclass-typed.py
new file mode 100644
index 0000000..f661809
--- /dev/null
+++ b/python-avancé/examples/metaclass-typed.py
@@ -0,0 +1,26 @@
+class StronglyTypedMeta(type):
+    def __new__(cls, name, bases, ns, **kwds):
+        if '__annotations__' in ns:
+            for name, type in ns['__annotations__'].items():
+                ns[name] = StronglyTypedDescriptor(name, type)
+        return super().__new__(cls, name, bases, ns, **kwds)
+
+
+class StronglyTypedDescriptor:
+    def __init__(self, name, type):
+        self.name = name
+        self.type = type
+
+    def __get__(self, instance, cls=None):
+        return instance.__dict__[self.name]
+
+    def __set__(self, instance, value):
+        if not isinstance(value, self.type):
+            raise TypeError(f"{self.name} should be of type {self.type}.")
+        instance.__dict__[self.name] = value
+
+
+
+class Test(metaclass=StronglyTypedMeta):
+    x: str
+    y: int
diff --git a/python-avancé/examples/metaclass.py b/python-avancé/examples/metaclass.py
new file mode 100644
index 0000000..b15a0b2
--- /dev/null
+++ b/python-avancé/examples/metaclass.py
@@ -0,0 +1,70 @@
+class Meta(type):
+    @classmethod
+    def __prepare__(metacls, name, bases, **kwds):
+        """Prepare the namespace in which the class will be executed."""
+        print(
+            "Meta.__prepare__(",
+            f"{metacls=},",
+            f"{name=},",
+            f"{bases=},",
+            f"{kwds=}) -> {{}}",
+            sep="\n    ",
+        )
+        return {}
+
+    # __new__() is a static method (special-cased so you need not declare it as such)
+    def __new__(cls, name, bases, namespace, **kwds):
+        """The class body is executed in a new namespace and the class name is
+        bound locally to the result of type(name, bases, namespace).
+        """
+        print(
+            "\nMeta.__new__(",
+            f"{cls=},",
+            f"{name=},",
+            f"{bases=},",
+            f"{namespace=}",
+            f"{kwds=})",
+            sep="\n    ",
+            end=" ",
+        )
+        returns = type.__new__(cls, name, bases, namespace)
+        print(f"-> {returns}\n")
+        return returns
+
+    def __init__(self, name, bases, namespace, **kwds):
+        """This is the actual creation of the class !
+
+        As a class is an instance of its type."""
+        print(
+            "Meta.__init__(",
+            f"{self=},",
+            f"{name=},",
+            f"{bases=},",
+            f"{namespace=},",
+            f"{kwds=})",
+            sep="\n    ",
+            end="\n\n"
+        )
+
+
+class Classe(metaclass=Meta):
+
+    print("\nAfter Meta.__prepare__ is called, the interpreter executes the class body "
+          "like:")
+    print("    exec(body, globals(), ns)")
+    print("with `ns` the dict returned from __prepare__")
+
+
+    def __new__(cls, *args, **kwargs):
+        print(f"Classe.__new__({cls=}, {args=}, {kwargs=})")
+        returns = object.__new__(cls)
+        print(f"    returns {returns}")
+        return returns
+
+    def __init__(self, *args, **kwargs):
+        print(f"Classe.__init__({self=}, {args=}, {kwargs=})")
+
+
+print("Will now instantiate a Classe()")
+
+Classe()
diff --git a/python-avancé/examples/with-inplace-editor.py b/python-avancé/examples/with-inplace-editor.py
new file mode 100644
index 0000000..658c4f0
--- /dev/null
+++ b/python-avancé/examples/with-inplace-editor.py
@@ -0,0 +1,44 @@
+from pathlib import Path
+
+class Context:
+    def __init__(self):
+        print("Constructing context")
+
+    def __enter__(self):
+        print("Entering context")
+        return "Coucou"
+
+    def __exit__(self, exc_type, exc_value, traceback):
+        print("Exiting context", exc_type)
+
+# with Context() as ctx:
+#     print("In context", ctx)
+
+
+from tempfile import NamedTemporaryFile
+import os
+
+class InplaceEdit:
+    def __init__(self, filename, encoding="UTF-8"):
+        self.filename = filename
+        self.ifile = open(filename, encoding=encoding)
+        self.encoding = encoding
+        self.tmpfile = NamedTemporaryFile(mode="w", delete=False, encoding=encoding, dir=Path(filename).parent)
+
+    def __enter__(self):
+        return self.ifile, self.tmpfile
+
+    def __exit__(self, typ, value, tb):
+        self.ifile.close()
+        self.tmpfile.close()
+        if typ is None:
+            os.rename(self.tmpfile.name, self.filename)
+        else:
+            os.unlink(self.tmpfile.name)
+
+# with open("/etc/hosts") as hosts, open("/etc/shadow") as shadow:
+#     ...
+
+with InplaceEdit("hosts.txt") as (ifile, ofile):
+    for line in ifile:
+        ofile.write(line.replace("www.mdk.fr", "mdk.fr"))
diff --git a/python-avancé/memory.dot b/python-avancé/memory.dot
deleted file mode 100644
index c0eda5d..0000000
--- a/python-avancé/memory.dot
+++ /dev/null
@@ -1,26 +0,0 @@
-digraph Python {
-    subgraph cluster_0 {
-        node [style=filled];
-        label = "Names";
-        color = lightgrey;
-        un;
-        deux;
-        trois;
-        liste;
-    }
-    subgraph cluster_1 {
-        node [style=filled];
-        label = "Values";
-        color = lightgrey;
-        1;
-        2;
-        3;
-        4;
-        "[...]" -> 1;
-        "[...]" -> 2;
-    }
-    un -> 1;
-    deux -> 2;
-    trois -> 3;
-    liste -> "[...]";
-}