diff --git a/13-overlay/README.md b/13-overlay/README.md
new file mode 100644
index 0000000..c6a12c4
--- /dev/null
+++ b/13-overlay/README.md
@@ -0,0 +1,21 @@
+# 13-overlay
+
+This example shows a small flake overlay.
+
+It includes:
+
+- `overlays.default`,
+- one package added by the overlay,
+- a package output that imports `nixpkgs` with that overlay, and
+- a check run by `nix flake check`.
+
+Useful commands:
+
+```bash
+nix build
+./result/bin/hello-overlay
+
+nix run
+nix flake check
+nix flake show
+```
diff --git a/13-overlay/flake.lock b/13-overlay/flake.lock
new file mode 100644
index 0000000..dfdfdf9
--- /dev/null
+++ b/13-overlay/flake.lock
@@ -0,0 +1,27 @@
+{
+  "nodes": {
+    "nixpkgs": {
+      "locked": {
+        "lastModified": 1776548001,
+        "narHash": "sha256-ZSK0NL4a1BwVbbTBoSnWgbJy9HeZFXLYQizjb2DPF24=",
+        "owner": "NixOS",
+        "repo": "nixpkgs",
+        "rev": "b12141ef619e0a9c1c84dc8c684040326f27cdcc",
+        "type": "github"
+      },
+      "original": {
+        "owner": "NixOS",
+        "ref": "nixos-unstable",
+        "repo": "nixpkgs",
+        "type": "github"
+      }
+    },
+    "root": {
+      "inputs": {
+        "nixpkgs": "nixpkgs"
+      }
+    }
+  },
+  "root": "root",
+  "version": 7
+}
diff --git a/13-overlay/flake.nix b/13-overlay/flake.nix
new file mode 100644
index 0000000..323b7a8
--- /dev/null
+++ b/13-overlay/flake.nix
@@ -0,0 +1,48 @@
+{
+  # Exposes an overlay that adds one package, then imports nixpkgs with that
+  # overlay so the package is available through normal flake outputs.
+  description = "A minimal overlay example";
+
+  inputs = {
+    nixpkgs.url = "github:NixOS/nixpkgs/nixos-unstable";
+  };
+
+  outputs =
+    { self, nixpkgs, ... }:
+    let
+      system = "x86_64-linux";
+
+      overlay = _: prev: {
+        hello-overlay = prev.writeShellScriptBin "hello-overlay" ''
+          echo "hello from an overlay"
+        '';
+      };
+
+      pkgs = import nixpkgs {
+        inherit system;
+        overlays = [ overlay ];
+      };
+    in
+    {
+      overlays.default = overlay;
+
+      packages.${system}.default = pkgs.hello-overlay;
+
+      apps.${system}.default = {
+        type = "app";
+        program = "${self.packages.${system}.default}/bin/hello-overlay";
+        meta.description = "Run the package added by the overlay.";
+      };
+
+      checks.${system}.runs = pkgs.runCommand "hello-overlay-runs" { } ''
+        output="$(${self.packages.${system}.default}/bin/hello-overlay)"
+
+        if [ "$output" = "hello from an overlay" ]; then
+          echo ok > "$out"
+        else
+          echo "unexpected output: $output" >&2
+          exit 1
+        fi
+      '';
+    };
+}
diff --git a/14-template/README.md b/14-template/README.md
new file mode 100644
index 0000000..a78b64b
--- /dev/null
+++ b/14-template/README.md
@@ -0,0 +1,17 @@
+# 14-template
+
+This example shows a small `templates.default` output.
+
+It includes:
+
+- one reusable flake template under `template/`,
+- a description shown by `nix flake show`, and
+- a check that verifies the template files contain the expected scaffold.
+
+Useful commands:
+
+```bash
+nix flake show
+nix flake init -t .#default
+nix flake check
+```
diff --git a/14-template/flake.lock b/14-template/flake.lock
new file mode 100644
index 0000000..dfdfdf9
--- /dev/null
+++ b/14-template/flake.lock
@@ -0,0 +1,27 @@
+{
+  "nodes": {
+    "nixpkgs": {
+      "locked": {
+        "lastModified": 1776548001,
+        "narHash": "sha256-ZSK0NL4a1BwVbbTBoSnWgbJy9HeZFXLYQizjb2DPF24=",
+        "owner": "NixOS",
+        "repo": "nixpkgs",
+        "rev": "b12141ef619e0a9c1c84dc8c684040326f27cdcc",
+        "type": "github"
+      },
+      "original": {
+        "owner": "NixOS",
+        "ref": "nixos-unstable",
+        "repo": "nixpkgs",
+        "type": "github"
+      }
+    },
+    "root": {
+      "inputs": {
+        "nixpkgs": "nixpkgs"
+      }
+    }
+  },
+  "root": "root",
+  "version": 7
+}
diff --git a/14-template/flake.nix b/14-template/flake.nix
new file mode 100644
index 0000000..77f37f2
--- /dev/null
+++ b/14-template/flake.nix
@@ -0,0 +1,31 @@
+{
+  # Exposes one flake template that scaffolds a tiny dev-shell-based flake.
+  description = "A minimal flake template example";
+
+  inputs = {
+    nixpkgs.url = "github:NixOS/nixpkgs/nixos-unstable";
+  };
+
+  outputs =
+    { nixpkgs, ... }:
+    let
+      system = "x86_64-linux";
+      pkgs = import nixpkgs { inherit system; };
+    in
+    {
+      templates.default = {
+        path = ./template;
+        description = "Scaffold a tiny flake with one dev shell.";
+      };
+
+      checks.${system}.template-files = pkgs.runCommand "template-files-check" { } ''
+        cp ${./template/flake.nix} ./flake.nix
+        cp ${./template/README.md} ./README.md
+
+        grep -q 'devShells\..*default' ./flake.nix
+        grep -q 'nix develop' ./README.md
+
+        echo ok > "$out"
+      '';
+    };
+}
diff --git a/14-template/template/README.md b/14-template/template/README.md
new file mode 100644
index 0000000..2cd73de
--- /dev/null
+++ b/14-template/template/README.md
@@ -0,0 +1,9 @@
+# Template Output
+
+This scaffold gives you a tiny flake with one dev shell.
+
+Try:
+
+```bash
+nix develop
+```
diff --git a/14-template/template/flake.nix b/14-template/template/flake.nix
new file mode 100644
index 0000000..6cb5880
--- /dev/null
+++ b/14-template/template/flake.nix
@@ -0,0 +1,19 @@
+{
+  description = "A tiny flake scaffolded from 14-template";
+
+  inputs = {
+    nixpkgs.url = "github:NixOS/nixpkgs/nixos-unstable";
+  };
+
+  outputs =
+    { nixpkgs, ... }:
+    let
+      system = "x86_64-linux";
+      pkgs = import nixpkgs { inherit system; };
+    in
+    {
+      devShells.${system}.default = pkgs.mkShell {
+        packages = [ pkgs.jq ];
+      };
+    };
+}
diff --git a/15-follows-and-inputs/README.md b/15-follows-and-inputs/README.md
new file mode 100644
index 0000000..baa5884
--- /dev/null
+++ b/15-follows-and-inputs/README.md
@@ -0,0 +1,21 @@
+# 15-follows-and-inputs
+
+This example shows multiple flake inputs and one `follows` relationship.
+
+It includes:
+
+- a top-level `systems` input,
+- `flake-utils` configured to reuse that input with `follows`,
+- a small package and app output, and
+- a check run by `nix flake check`.
+
+Useful commands:
+
+```bash
+nix flake metadata
+nix flake show
+nix build
+./result/bin/show-follows
+nix run
+nix flake check
+```
diff --git a/15-follows-and-inputs/flake.lock b/15-follows-and-inputs/flake.lock
new file mode 100644
index 0000000..9232a54
--- /dev/null
+++ b/15-follows-and-inputs/flake.lock
@@ -0,0 +1,64 @@
+{
+  "nodes": {
+    "flake-utils": {
+      "inputs": {
+        "systems": [
+          "systems"
+        ]
+      },
+      "locked": {
+        "lastModified": 1731533236,
+        "narHash": "sha256-l0KFg5HjrsfsO/JpG+r7fRrqm12kzFHyUHqHCVpMMbI=",
+        "owner": "numtide",
+        "repo": "flake-utils",
+        "rev": "11707dc2f618dd54ca8739b309ec4fc024de578b",
+        "type": "github"
+      },
+      "original": {
+        "owner": "numtide",
+        "repo": "flake-utils",
+        "type": "github"
+      }
+    },
+    "nixpkgs": {
+      "locked": {
+        "lastModified": 1776548001,
+        "narHash": "sha256-ZSK0NL4a1BwVbbTBoSnWgbJy9HeZFXLYQizjb2DPF24=",
+        "owner": "NixOS",
+        "repo": "nixpkgs",
+        "rev": "b12141ef619e0a9c1c84dc8c684040326f27cdcc",
+        "type": "github"
+      },
+      "original": {
+        "owner": "NixOS",
+        "ref": "nixos-unstable",
+        "repo": "nixpkgs",
+        "type": "github"
+      }
+    },
+    "root": {
+      "inputs": {
+        "flake-utils": "flake-utils",
+        "nixpkgs": "nixpkgs",
+        "systems": "systems"
+      }
+    },
+    "systems": {
+      "locked": {
+        "lastModified": 1681028828,
+        "narHash": "sha256-Vy1rq5AaRuLzOxct8nz4T6wlgyUR7zLU309k9mBC768=",
+        "owner": "nix-systems",
+        "repo": "default",
+        "rev": "da67096a3b9bf56a91d16901293e51ba5b49a27e",
+        "type": "github"
+      },
+      "original": {
+        "owner": "nix-systems",
+        "repo": "default",
+        "type": "github"
+      }
+    }
+  },
+  "root": "root",
+  "version": 7
+}
diff --git a/15-follows-and-inputs/flake.nix b/15-follows-and-inputs/flake.nix
new file mode 100644
index 0000000..3b6e78c
--- /dev/null
+++ b/15-follows-and-inputs/flake.nix
@@ -0,0 +1,52 @@
+{
+  # Shows multiple flake inputs plus a `follows` edge that makes one
+  # transitive input reuse a top-level input from this flake.
+  description = "A minimal follows and inputs example";
+
+  inputs = {
+    nixpkgs.url = "github:NixOS/nixpkgs/nixos-unstable";
+
+    systems.url = "github:nix-systems/default";
+
+    flake-utils = {
+      url = "github:numtide/flake-utils";
+      inputs.systems.follows = "systems";
+    };
+  };
+
+  outputs =
+    {
+      self,
+      nixpkgs,
+      flake-utils,
+      ...
+    }:
+    flake-utils.lib.eachDefaultSystem (
+      system:
+      let
+        pkgs = import nixpkgs { inherit system; };
+      in
+      {
+        packages.default = pkgs.writeShellScriptBin "show-follows" ''
+          echo "flake-utils is sharing the top-level systems input"
+        '';
+
+        apps.default = {
+          type = "app";
+          program = "${self.packages.${system}.default}/bin/show-follows";
+          meta.description = "Run the package built in the follows example.";
+        };
+
+        checks.runs = pkgs.runCommand "show-follows-runs" { } ''
+          output="$(${self.packages.${system}.default}/bin/show-follows)"
+
+          if [ "$output" = "flake-utils is sharing the top-level systems input" ]; then
+            echo ok > "$out"
+          else
+            echo "unexpected output: $output" >&2
+            exit 1
+          fi
+        '';
+      }
+    );
+}
diff --git a/notes/016-overlays.md b/notes/016-overlays.md
new file mode 100644
index 0000000..e42f6af
--- /dev/null
+++ b/notes/016-overlays.md
@@ -0,0 +1,81 @@
+# Overlays
+
+This note covers `13-overlay/`, which defines `overlays.default` and then imports `nixpkgs` with that overlay to expose the overlaid package as a normal flake output.
+
+---
+
+## 1. What an Overlay Is
+
+An overlay is a function:
+
+```nix
+final: prev: {
+  ...
+}
+```
+
+It receives:
+
+- `prev`: the package set before your changes, and
+- `final`: the package set after all overlays are applied.
+
+The result is an attrset of additions or overrides.
+
+This example writes the first argument as `_` because it only needs `prev`:
+
+```nix
+overlay = _: prev: {
+  ...
+};
+```
+
+---
+
+## 2. The Smallest Useful Pattern
+
+This example adds one package:
+
+```nix
+overlay = _: prev: {
+  hello-overlay = prev.writeShellScriptBin "hello-overlay" ''
+    echo "hello from an overlay"
+  '';
+};
+```
+
+Then it imports `nixpkgs` with that overlay:
+
+```nix
+pkgs = import nixpkgs {
+  inherit system;
+  overlays = [ overlay ];
+};
+```
+
+That is the key mechanic. The overlay itself is just a function. It does nothing until you import a package set with it.
+
+---
+
+## 3. Why the Flake Exposes Both
+
+The example exposes:
+
+- `overlays.default`, so other flakes can reuse the overlay, and
+- `packages.<system>.default`, so the same flake is easy to build and run locally.
+
+That makes the example useful both as a teaching flake and as a reusable overlay source.
+
+---
+
+## 4. Commands to Try
+
+```bash
+cd 13-overlay
+
+nix build
+./result/bin/hello-overlay
+
+nix run
+nix flake show
+nix flake check
+```
diff --git a/notes/017-templates.md b/notes/017-templates.md
new file mode 100644
index 0000000..0dd6b5b
--- /dev/null
+++ b/notes/017-templates.md
@@ -0,0 +1,46 @@
+# Templates
+
+This note covers `14-template/`, which exposes `templates.default` so `nix flake init -t` can scaffold a new flake from files in the repository.
+
+---
+
+## 1. What a Template Output Is
+
+A template output is metadata plus a path:
+
+```nix
+templates.default = {
+  path = ./template;
+  description = "Scaffold a tiny flake with one dev shell.";
+};
+```
+
+The `path` points at the directory that should be copied into the new project. The `description` is what users see in `nix flake show`.
+
+---
+
+## 2. Why the Template Lives in Its Own Directory
+
+The template is just ordinary files. In this example, `template/` contains:
+
+- a small `flake.nix`, and
+- a short `README.md`.
+
+That separation matters because the example flake and the template flake are doing different jobs:
+
+- `14-template/flake.nix` publishes the template, and
+- `14-template/template/flake.nix` is the scaffold that gets copied into a new directory.
+
+---
+
+## 3. Commands to Try
+
+```bash
+cd 14-template
+
+nix flake show
+
+mkdir /tmp/template-demo
+cd /tmp/template-demo
+nix flake init -t /path/to/nix-playground/14-template#default
+```
diff --git a/notes/018-follows-and-inputs.md b/notes/018-follows-and-inputs.md
new file mode 100644
index 0000000..3fd37dd
--- /dev/null
+++ b/notes/018-follows-and-inputs.md
@@ -0,0 +1,57 @@
+# Follows and Inputs
+
+This note covers `15-follows-and-inputs/`, which defines multiple inputs and uses `follows` so one transitive input is reused instead of resolved separately.
+
+---
+
+## 1. What `follows` Does
+
+`follows` points one input at another input by name:
+
+```nix
+flake-utils = {
+  url = "github:numtide/flake-utils";
+  inputs.systems.follows = "systems";
+};
+```
+
+That means `flake-utils` does not resolve its own separate `systems` input. It reuses the top-level `systems` input from this flake.
+
+---
+
+## 2. Why This Matters
+
+Without `follows`, transitive dependencies can drift apart. Two flakes may each resolve their own copy of an input, even though you wanted them to share one.
+
+This example keeps the case small:
+
+- one top-level `systems` input,
+- one dependent flake, `flake-utils`, and
+- one `follows` edge that ties them together.
+
+That makes it easy to inspect with `nix flake metadata`.
+
+---
+
+## 3. Why the Example Still Builds Something
+
+The flake uses `flake-utils.lib.eachDefaultSystem` so the dependency is not just declared, but actually used. The package itself stays trivial because the point of the example is the input graph, not the package.
+
+If you want to compare output-generation styles, see `03-multi-system/`. This example is about input wiring.
+
+---
+
+## 4. Commands to Try
+
+```bash
+cd 15-follows-and-inputs
+
+nix flake metadata
+nix flake show
+
+nix build
+./result/bin/show-follows
+
+nix run
+nix flake check
+```