diff --git a/presentation/codes/concurrent/src/main.rs b/presentation/codes/concurrent/src/main.rs
index 2e4fa8feafeebb6279cc3ebe825aaf612551dc3d..4c15de047cd6e28ced235f011a631fbe654b440b 100644
--- a/presentation/codes/concurrent/src/main.rs
+++ b/presentation/codes/concurrent/src/main.rs
@@ -1,5 +1,7 @@
 use std::thread;
 use std::sync::Arc;
+use std::sync::Mutex;
+use std::sync::mpsc;
 
 fn move_borrow() {
     // // cannot borrow v:
@@ -26,41 +28,74 @@ fn move_borrow() {
         v.push(1);
         v
     });
+
     println!("{:?}", loc.join().unwrap());
 }
 
 fn share_with_rc() {
     // let v = Rc::new(vec![1,2,3,4]); // reference counted
     // let v_cloned = v.clone(); // create a new reference
-    //
+    
     // // rc cannot be sent between threads safely.
-    // thread::spawn(move || {
+    // let handle = thread::spawn(move || {
     //     println!("{:?}", v);
     // });
-
-    // // Arc can be sent between threads safely.
-    // let v = Arc::new(vec![1,2,3,4]); // reference counted
-    // let v_cloned = v.clone(); // create a new reference
-    // thread::spawn(move || {
-    //     println!("{:?}", v);
-    // });
-
-    // println!("{:?}", v_cloned);
+    // handle.join();
 
     // Arc can be sent between threads safely.
     let v = Arc::new(vec![1,2,3,4]); // reference counted
     let v_cloned = v.clone(); // create a new reference
-    thread::spawn(move || {
+    let handle = thread::spawn(move || {
         println!("{:?}", v);
     });
 
+    handle.join().unwrap();
+
     println!("{:?}", v_cloned);
 
 }
 
+fn mutate_with_mutex() {
+    // Arc can be sent between threads safely.
+    let v = Arc::new(Mutex::new(vec![1,2,3,4])); // reference counted
+    let v_cloned = v.clone(); // create a new reference
+    let handle = thread::spawn(move || {
+        let mut v = v_cloned.lock().unwrap();
+
+        v.push(5);
+    });
+
+    handle.join().unwrap();
+
+    println!("{:?}", v);
+
+}
+
+fn communicate_with_channel() {
+    let (tx, rx) = mpsc::channel();
+
+    let tx_cloned = tx.clone(); // rx cannot be cloned
+
+    let hdl = thread::spawn(move || {
+        tx.send(vec![1,2,3]).unwrap();
+    });
+
+    let hdl2 = thread::spawn(move || {
+        tx_cloned.send(vec![4,5,6]).unwrap();
+    });
+
+    println!("Recieved {:?}", rx.recv());
+    println!("Recieved {:?}", rx.recv());
+
+    hdl.join().unwrap();
+    hdl2.join().unwrap();
+}
+
+
+
 fn spawn_unordered_not_finishing() {
     for i in 0..10 {
-        let loc = thread::spawn(move || {
+        let _loc = thread::spawn(move || {
             println!("Hello from child thread {}!", i);
         });
     }
@@ -79,14 +114,30 @@ fn spawn_unordered_join() {
     }
 
     for h in handles {
-        h.join();
+        h.join().unwrap();
     }
 }
 
+fn hello_world() {
+    let loc = thread::spawn(|| {
+        "World"
+    });
+
+    println!("Hello {}!", loc.join().unwrap());
+}
+
 fn main() {
-    spawn_unordered_not_finishing()
+    hello_world();
+
+    spawn_unordered_not_finishing();
     
     spawn_unordered_join();
 
-    // share_with_rc();
+    move_borrow();
+
+    share_with_rc();
+
+    mutate_with_mutex();
+
+    communicate_with_channel();
 }
diff --git a/presentation/figs/mem_channel.svg b/presentation/figs/mem_channel.svg
new file mode 100644
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--- /dev/null
+++ b/presentation/figs/mem_channel.svg
@@ -0,0 +1,918 @@
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diff --git a/presentation/intro.md b/presentation/intro.md
index 0965732612d03e3cb99b6e2b26d22d4ca2e45cca..261d886123f6a9791ea16832945abfe42dd7ca7a 100644
--- a/presentation/intro.md
+++ b/presentation/intro.md
@@ -397,12 +397,37 @@ Le partage des données et la mutation est incompatible en Rust: leur absence es
 
 # La concurrence en pratique
 
-## thread::spawn .join()
+## `thread::spawn .join()`
+
+<pre><code data-trim="hljs rust" class="lang-rust">
+use std::thread;
+
+fn main() {
+	let mut loc = Vec::new();
+	for i in 0..10 {
+        loc.push(thread::spawn(|| {
+            println!("Hello from child thread");
+        }));
+    }
+
+	for l in loc { // si on synchronise pas les thread, aucune garantie qu'ils s'exécutent tous
+        l.join().unwrap();
+    }
+
+    for i in 0..10 {
+        println!("Hello from main thread!");
+    }
+}
+</code></pre>
+
+## `move`
 
 La sytaxe pour créer un `thread` et le synchroniser
 avec le thread principal est `thread::spawn` et `.join()`
 
 <pre><code data-trim="hljs rust" class="lang-rust">
+use std::thread;
+
 fn main() {
     let v = vec![1,2,3];
 
@@ -418,17 +443,116 @@ fn main() {
 
 Sans le `move` on peut avoir des **accès concurrents** aux données.
 
-## std::rc::Rc
+## `std::rc::Rc`
+
+Pourquoi ne pas créer plusieurs références?
+
+<pre><code data-trim="hljs rust" class="lang-rust">
+use std::thread;
+use std::rc::Rc;
+
+fn main() {
+    let v = Rc::new(vec![1,2,3,4]); // reference counted
+    let v_cloned = v.clone(); // create a new reference
+    
+    // rc cannot be sent between threads safely.
+    thread::spawn(move || {
+        println!("{:?}", v);
+    });
+}
+</code></pre>
+
+. . .
+
+`std::rc::Rc` n'est pas atomique!
+
+## `std::sync::Arc` (1/2)
+
+<pre><code data-trim="hljs rust" class="lang-rust">
+use std::thread;
+use std::sync::Arc;
+
+fn main() {
+	// Arc can be sent between threads safely.
+    let v = Arc::new(vec![1,2,3,4]); // reference counted
+    let v_cloned = v.clone(); // create a new reference
+    thread::spawn(move || { // only the Arc is moved
+        println!("{:?}", v);
+    });
+
+    println!("{:?}", v_cloned); // data can still be accessed on the main thread
+}
+</code></pre>
+
+## `std::sync::Arc` (2/2)
+
+Ce qui se passe en mémoire
+
+![](figs/mem_vec_rc.svg){#fig:mem_vec_rc width=45%}![](figs/mem_vec_rc_2.svg){#fig:mem_vec_rc_2 width=45%}
+
+. . .
+
+Le comptage est **atomique** et le partage est immutable.
+
+## Add mutation: `std::sync::Mutex`
+
+<pre><code data-trim="hljs rust" class="lang-rust">
+use std::thread;
+use std::sync::Arc;
+use std::sync::Mutex;
+
+fn main() {
+	// Arc can be sent between threads safely.
+    let v = Arc::new(Mutex::new(vec![1,2,3,4])); // reference counted
+    let v_cloned = v.clone(); // create a new reference
+    thread::spawn(move || { // only the Arc is moved
+        let mut v: Guard<Vec<i32>> = v_cloned.lock().unwrap(); // we need to acquire the lock
+
+		v.push(5); // v can now be modified
+    }); // unlock happens when you get out of scope 
+
+    println!("{:?}", v); // the underlying data has been modified
+}
+</code></pre>
+
+## Finally channels: `std::sync::mpsc` (1/2)
+
+Multi Producer, Single Consumer model.
+
+<pre><code data-trim="hljs rust" class="lang-rust">
+use std::thread;
+use std::sync::mpsc;
+use std::sync::Mutex;
+
+fn main() {
+	let (tx, rx) = mpsc::channel();
+
+    let tx_cloned = tx.clone(); // rx cannot be cloned
+
+    let hdl = thread::spawn(move || {
+        tx.send(vec![1,2,3]).unwrap();
+    });
+
+    let hdl2 = thread::spawn(move || {
+        tx_cloned.send(vec![4,5,6]).unwrap();
+    });
+
+    println!("Recieved {:?}", rx.recv()); // recv FIFO
+    println!("Recieved {:?}", rx.recv());
+}
+</code></pre>
 
+## Finally channels: `std::sync::mpsc` (2/2)
 
+Ce qui se passe en mémoire
 
-## std::sync::Arc
+![](figs/mem_channel.svg){#fig:mem_channel width=45%}
 
 # And many more
 
 - Error handling: `Option`, `Result`.
-- Tests.
+- Tests (documentation testing).
 - Benchmarks (`nightly only`).
-- *Hygienic* macros!.
+- *Hygienic* `macros!`.
 - Cargo.
 - `crates.io`