diff --git a/.codecov.yml b/.codecov.yml
new file mode 100644
index 0000000..c5cc103
--- /dev/null
+++ b/.codecov.yml
@@ -0,0 +1,6 @@
+coverage:
+  status:
+    project:
+      default:
+        target: 90%      # the required coverage value
+        threshold: 0.5%  # the leniency in hitting the target
diff --git a/.github/workflows/Register.yml b/.github/workflows/Register.yml
new file mode 100644
index 0000000..5b7cd3b
--- /dev/null
+++ b/.github/workflows/Register.yml
@@ -0,0 +1,16 @@
+name: Register Package
+on:
+  workflow_dispatch:
+    inputs:
+      version:
+        description: Version to register or component to bump
+        required: true
+jobs:
+  register:
+    runs-on: ubuntu-latest
+    permissions:
+        contents: write
+    steps:
+      - uses: julia-actions/RegisterAction@latest
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
diff --git a/README.md b/README.md
index 1a056c2..abde96d 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,5 @@
+
+
 # AdversarialRobustness
 
-[![Stable](https://img.shields.io/badge/docs-stable-blue.svg)](https://JuliaTrustworthyAI.github.io/AdversarialRobustness.jl/stable/)
-[![Dev](https://img.shields.io/badge/docs-dev-blue.svg)](https://JuliaTrustworthyAI.github.io/AdversarialRobustness.jl/dev/)
-[![Build Status](https://github.com/JuliaTrustworthyAI/AdversarialRobustness.jl/actions/workflows/CI.yml/badge.svg?branch=master)](https://github.com/JuliaTrustworthyAI/AdversarialRobustness.jl/actions/workflows/CI.yml?query=branch%3Amaster)
-[![Coverage](https://codecov.io/gh/JuliaTrustworthyAI/AdversarialRobustness.jl/branch/master/graph/badge.svg)](https://codecov.io/gh/JuliaTrustworthyAI/AdversarialRobustness.jl)
+[![Stable](https://img.shields.io/badge/docs-stable-blue.svg)](https://JuliaTrustworthyAI.github.io/AdversarialRobustness.jl/stable/) [![Dev](https://img.shields.io/badge/docs-dev-blue.svg)](https://JuliaTrustworthyAI.github.io/AdversarialRobustness.jl/dev/) [![Build Status](https://github.com/JuliaTrustworthyAI/AdversarialRobustness.jl/actions/workflows/CI.yml/badge.svg?branch=main)](https://github.com/JuliaTrustworthyAI/AdversarialRobustness.jl/actions/workflows/CI.yml?query=branch%3Amain) [![Coverage](https://codecov.io/gh/JuliaTrustworthyAI/AdversarialRobustness.jl/branch/main/graph/badge.svg)](https://codecov.io/gh/JuliaTrustworthyAI/AdversarialRobustness.jl) [![Code Style: Blue](https://img.shields.io/badge/code%20style-blue-4495d1.svg)](https://github.com/invenia/BlueStyle)
diff --git a/README.qmd b/README.qmd
new file mode 100644
index 0000000..283955a
--- /dev/null
+++ b/README.qmd
@@ -0,0 +1,19 @@
+---
+format:
+  commonmark:
+    variant: -raw_html+tex_math_dollars
+    wrap: none
+    mermaid-format: png
+crossref:
+  fig-prefix: Figure
+  tbl-prefix: Table
+output: asis
+---
+
+# AdversarialRobustness
+
+[![Stable](https://img.shields.io/badge/docs-stable-blue.svg)](https://JuliaTrustworthyAI.github.io/AdversarialRobustness.jl/stable/)
+[![Dev](https://img.shields.io/badge/docs-dev-blue.svg)](https://JuliaTrustworthyAI.github.io/AdversarialRobustness.jl/dev/)
+[![Build Status](https://github.com/JuliaTrustworthyAI/AdversarialRobustness.jl/actions/workflows/CI.yml/badge.svg?branch=main)](https://github.com/JuliaTrustworthyAI/AdversarialRobustness.jl/actions/workflows/CI.yml?query=branch%3Amain)
+[![Coverage](https://codecov.io/gh/JuliaTrustworthyAI/AdversarialRobustness.jl/branch/main/graph/badge.svg)](https://codecov.io/gh/JuliaTrustworthyAI/AdversarialRobustness.jl)
+[![Code Style: Blue](https://img.shields.io/badge/code%20style-blue-4495d1.svg)](https://github.com/invenia/BlueStyle)
diff --git a/_quarto.yml b/_quarto.yml
new file mode 100644
index 0000000..928b28e
--- /dev/null
+++ b/_quarto.yml
@@ -0,0 +1,15 @@
+project:
+  title: "AdversarialRobustness.jl"
+  execute-dir: project
+  render:
+    - "!docs/src/*.md"
+crossref:
+  fig-prefix: Figure
+  tbl-prefix: Table
+resource-path:
+  - docs/src/assets
+format:
+  commonmark:
+    variant: -raw_html+tex_math_dollars
+    wrap: preserve
+    mermaid-format: png
diff --git a/docs/make.jl b/docs/make.jl
old mode 100644
new mode 100755
index e8c0c16..85b29fb
--- a/docs/make.jl
+++ b/docs/make.jl
@@ -1,3 +1,48 @@
+#!/usr/bin/env julia
+#
+#
+
+if "--help" ∈ ARGS
+    println(
+        """
+docs/make.jl
+
+Render the documentation using Quarto with optional arguments
+
+Arguments
+* `--help`              - print this help and exit without rendering the documentation
+* `--prettyurls`        – toggle the prettyurls part to true (which is otherwise only true on CI)
+* `--project`           - specify the project name (default: `$(@__DIR__)`)
+* `--quarto`            – run the Quarto notebooks from the `tutorials/` folder before generating the documentation
+  this has to be run locally at least once for the `tutorials/*.md` files to exist that are included in
+  the documentation (see `--exclude-tutorials`) for the alternative.
+  If they are generated once they are cached accordingly.
+  Then you can spare time in the rendering by not passing this argument.
+  If quarto is not run, some tutorials are generated as empty files, since they
+  are referenced from within the documentation.
+""",
+    )
+    exit(0)
+end
+
+# (a) Specify project
+using Pkg
+if any(contains.(ARGS, "--project"))
+    @assert sum(contains.(ARGS, "--project")) == 1 "Only one environment can be specified using the `--project` argument."
+    _path =
+        ARGS[findall(contains.(ARGS, "--project"))][1] |>
+        x -> replace(x, "--project=" => "")
+    Pkg.activate(_path)
+else
+    Pkg.activate(@__DIR__)
+end
+
+# (b) Did someone say render?
+if "--quarto" ∈ ARGS
+    @info "Rendering docs"
+    run(`quarto render $(joinpath(@__DIR__, "src"))`)
+end
+
 using AdversarialRobustness
 using Documenter
 
@@ -5,11 +50,11 @@ DocMeta.setdocmeta!(AdversarialRobustness, :DocTestSetup, :(using AdversarialRob
 
 makedocs(;
     modules=[AdversarialRobustness],
-    authors="Rithik Appachi Senthilkumar",
+    authors="Rithik Appachi Senthilkumar and contributors",
     sitename="AdversarialRobustness.jl",
     format=Documenter.HTML(;
         canonical="https://JuliaTrustworthyAI.github.io/AdversarialRobustness.jl",
-        edit_link="master",
+        edit_link="main",
         assets=String[],
     ),
     pages=[
@@ -19,5 +64,5 @@ makedocs(;
 
 deploydocs(;
     repo="github.com/JuliaTrustworthyAI/AdversarialRobustness.jl",
-    devbranch="master",
+    devbranch="main",
 )
diff --git a/docs/src/index.qmd b/docs/src/index.qmd
new file mode 100644
index 0000000..ccf47cf
--- /dev/null
+++ b/docs/src/index.qmd
@@ -0,0 +1,14 @@
+```@meta
+CurrentModule = AdversarialRobustness
+```
+
+# AdversarialRobustness
+
+Documentation for [AdversarialRobustness](https://github.com/JuliaTrustworthyAI/AdversarialRobustness.jl).
+
+```@index
+```
+
+```@autodocs
+Modules = [AdversarialRobustness]
+```