diff --git a/docs/src/mlir_basics.md b/docs/src/mlir_basics.md
index 5bf6537..419ecc2 100644
--- a/docs/src/mlir_basics.md
+++ b/docs/src/mlir_basics.md
@@ -68,7 +68,8 @@ let my_u64: Type<'c> = IntegerType::new(context, 64).into();
 Most operations accept or require attributes, for example the `func.func` operation requires a `StringAttribute` to define the function name, or a `TypeAttribute` to define the function type.
 
 ```rust
-let my_type_attr: Attribute<'c> = TypeAttribute::new(IntegerType::new(context, 64).into()).into();
+let my_type_attr: Attribute<'c> =
+    TypeAttribute::new(IntegerType::new(context, 64).into()).into();
 ```
 
 In melior there are 4 ways to create a operation, using ods, using a method from the `dialect` melior rust module or using the operation builder.
@@ -92,7 +93,9 @@ let ptr: Value<'c> = my_alloca.result(0).unwrap().into();
 This is a handcrafted API, so it may miss a lot of operations:
 
 ```rust
-let my_alloca = block.append_operation(melior::dialect::llvm::alloca(context, array_size, ptr_type, location, extra_options));
+let my_alloca = block.append_operation(
+        melior::dialect::llvm::alloca(context, array_size, ptr_type, location, extra_options)
+    );
 // Get the returned ptr
 let ptr: Value<'c> = my_alloca.result(0).unwrap().into();
 ```
@@ -114,4 +117,121 @@ let operation = OperationBuilder::new("foo", Location::unknown(&context))
 
 ## Region
 
+A region holds one or multiple blocks, it depends on the operation whether there are 1 or more regions.
+
+Usually multiple regions are used in higher level dialects, like SCF, which has while and for constructs, the CF dialect instead works
+with blocks.
+
+A region is more isolated than a block, you can easily use a value from a predecessor block within a given block, but taking a value from another region requires passing it as argument to the operation/block. This makes operations that work with regions like SCF a bit harder to work with in some contexts.
+
+```rust
+let region = Region::new();
+
+// Add a block to the region.
+let block_ref = region.append_block(Block::new(&[]));
+
+// Here one would implement the function body
+
+// pass the region to a operation.
+let func_op = func::func(context, name, r#type, region, attributes, location);
+```
+
 ## Block
+
+A block holds a sequence of operations, control flow can only happen within the isolated operations but control returns always to the next operation within the block. A block must always have a terminator, that is a operation that has the Terminator Trait, this is usually operations that do branching like `cf.br` or that diverge `llvm.unreachable`
+
+```rust
+// To create a block we must pass the arguments it accepts, it is an array of a tuple of (Type, Location)
+let block = Block::new(&[
+    (Type::float32(&context), Location::unknown(&context))
+]);
+
+// Get the first argument to use it in future operations:
+let arg1: Value = block.argument(0)?.into();
+
+block.append_operation(my_op_here);
+
+```
+
+## Example function adding 2 arguments
+
+Here you can view how to create a function that accepts 2 arguments:
+
+```rust
+use melior::{
+    Context,
+    dialect::{arith, DialectRegistry, func},
+    ir::{*, attribute::{StringAttribute, TypeAttribute}, r#type::FunctionType},
+    utility::register_all_dialects,
+};
+
+// We need a registry to hold all the dialects
+let registry = DialectRegistry::new();
+// Register all dialects that come with MLIR.
+register_all_dialects(&registry);
+
+// The MLIR context, like the LLVM one.
+let context = Context::new();
+context.append_dialect_registry(&registry);
+context.load_all_available_dialects();
+
+// A location is a debug location like in LLVM, in MLIR all
+// operations need a location, even if its "unknown".
+let location = Location::unknown(&context);
+
+// A MLIR module is akin to a LLVM module.
+let module = Module::new(location);
+
+// A integer-like type with platform dependent bit width. (like size_t or usize)
+// This is a type defined in the Builtin dialect.
+let index_type = Type::index(&context);
+
+// Append a `func::func` operation to the body (a block) of the module.
+// This operation accepts a string attribute, which is the name.
+// A type attribute, which contains a function type in this case.
+// Then it accepts a single region, which is where the body
+// of the function will be, this region can have
+// multiple blocks, which is how you may implement
+// control flow within the function.
+// These blocks each can have more operations.
+module.body().append_operation(func::func(
+    &context,
+    // accepts a StringAttribute which is the function name.
+    StringAttribute::new(&context, "add"),
+    // A type attribute, defining the function signature.
+    TypeAttribute::new(
+            FunctionType::new(&context, &[index_type, index_type], &[index_type]).into()
+        ),
+    {
+        // The first block within the region, blocks accept arguments
+        // In regions with control flow, MLIR leverages
+        // this structure to implicitly represent
+        // the passage of control-flow dependent values without the complex nuances
+        // of PHI nodes in traditional SSA representations.
+        let block = Block::new(&[(index_type, location), (index_type, location)]);
+
+        // Use the arith dialect to add the 2 arguments.
+        let sum = block.append_operation(arith::addi(
+            block.argument(0).unwrap().into(),
+            block.argument(1).unwrap().into(),
+            location
+        ));
+
+        // Return the result using the "func" dialect return operation.
+        block.append_operation(
+            func::r#return( &[sum.result(0).unwrap().into()], location)
+        );
+
+        // The Func operation requires a region,
+        // we add the block we created to the region and return it,
+        // which is passed as an argument to the `func::func` function.
+        let region = Region::new();
+        region.append_block(block);
+        region
+    },
+    &[],
+    location,
+));
+
+assert!(module.as_operation().verify());
+```
diff --git a/src/codegen.rs b/src/codegen.rs
index ee5d587..8035b9c 100644
--- a/src/codegen.rs
+++ b/src/codegen.rs
@@ -1,8 +1,7 @@
 use std::{collections::HashMap, path::Path};
 
 use melior::{
-    dialect::{self, llvm::r#type::pointer, ods},
-    ir::{r#type::IntegerType, Block, BlockRef, Location, Module, Operation, Region, Type, Value},
+    ir::{Block, BlockRef, Module, Region, Value},
     Context,
 };