diff --git a/.github/workflows/auto.yaml b/.github/workflows/auto.yaml
new file mode 100644
index 0000000..e156e95
--- /dev/null
+++ b/.github/workflows/auto.yaml
@@ -0,0 +1,106 @@
+name: QA (automatic)
+
+on:
+  pull_request:
+    branches:
+      - main
+      - staging
+      - develop
+      - release
+      - 'dev-*'
+      - 'bugfix-*'
+      - 'hotfix-*'
+      - 'feat-*'
+      - 'feature-*'
+      - 'story-*'
+
+    paths:
+      - '**/*'
+
+    # see <https://docs.github.com/en/actions/using-workflows/events-that-trigger-workflows#discussion>
+    types:
+      - opened
+      - edited
+      - reopened
+      - ready_for_review
+      - unlocked
+
+permissions:
+  contents: read
+
+env:
+  PYTHON_VERSION: "3.13"
+  # ARCHITECTURE: "x86_64-unknown-linux-gnu"
+  ARCHITECTURE: "x86_64-unknown-linux-musl"
+
+jobs:
+  qa:
+    name: QA
+    runs-on: "ubuntu-latest"
+    environment: "local"
+    env: {}
+
+    steps:
+      - uses: actions/checkout@v4.2.2
+
+      - name: Action - install justfile tool
+        uses: extractions/setup-just@v3
+        with:
+          just-version: "1.25.2"
+
+      - name: Action - install zig
+        uses: goto-bus-stop/setup-zig@v2.2.1
+        with:
+          version: "0.12.0"
+
+      # - name: Action - install rust
+      #   uses: actions-rust-lang/setup-rust-toolchain@v1.12.0
+
+      - name: Action - install rust and set to stable
+        uses: actions-rs/toolchain@v1.0.6
+        with:
+          toolchain: stable
+          override: true
+
+      - name: Action - install Python
+        uses: actions/setup-python@v5.6.0
+        with:
+          python-version: "${{ env.PYTHON_VERSION }}"
+
+      - name: Setup - ping basic tools and perform pre-installation
+        shell: bash
+        run: |-
+          just --version
+          zig version
+          rustup --version
+          rustc --version
+          cargo --version
+          python3 --version
+          python3 -m pip install --upgrade pip wheel
+
+      - name: STEP 1 - build code
+        shell: bash
+        run: |-
+          just setup
+
+          touch .env && rm .env
+          echo "
+          MAIN_MODULE="code-challenges"
+          PYTHON_PATH="python${{ env.PYTHON_VERSION }}"
+          ARCHITECTURE="${{ env.ARCHITECTURE }}"
+          RUST_BACKTRACE=full
+          " > .env
+
+          just build
+
+      # NOTE: rustfmt is currenlty broken
+      - name:  STEP 2 - check linting
+        if: false
+        shell: bash
+        run: |-
+          just prettify
+
+      - name:  STEP 3 - run unit tests
+        shell: bash
+        run: |-
+          just tests-unit
diff --git a/.github/workflows/deploy.yaml b/.github/workflows/deploy.yaml
new file mode 100644
index 0000000..8e2b75a
--- /dev/null
+++ b/.github/workflows/deploy.yaml
@@ -0,0 +1,64 @@
+name: Deployment
+
+on:
+  workflow_dispatch:
+    inputs:
+      docker-image:
+        description: Choice of docker image on which to run action.
+        default: ubuntu-latest
+        type: choice
+        options:
+          - ubuntu-latest
+
+      environment:
+        description: 'Choice of environment for pipeline'
+        # NOTE: this option provides dropdown list of choices of environments set on GitHub (enterprise only)
+        type: environment
+        required: true
+
+permissions:
+  contents: read
+
+env:
+  PYTHON_VERSION: "3.13"
+  # ARCHITECTURE: "x86_64-unknown-linux-gnu"
+  ARCHITECTURE: "x86_64-unknown-linux-musl"
+
+jobs:
+  deploy:
+    name: DEPLOY
+    runs-on: ${{ github.event.inputs.docker-image }}
+    environment: "${{ github.event.inputs.environment }}"
+    env: {}
+
+    steps:
+      - uses: actions/checkout@v4.2.2
+
+      - name: Action - install justfile tool
+        uses: extractions/setup-just@v3
+        with:
+          just-version: "1.25.2"
+
+      - name: Action - install zig
+        uses: goto-bus-stop/setup-zig@v2.2.1
+        with:
+          version: "0.12.0"
+
+      # - name: Action - install rust
+      #   uses: actions-rust-lang/setup-rust-toolchain@v1.12.0
+
+      - name: Action - install rust and set to stable
+        uses: actions-rs/toolchain@v1.0.6
+        with:
+          toolchain: stable
+          override: true
+
+      - name: Action - install Python
+        uses: actions/setup-python@v5.6.0
+        with:
+          python-version: "${{ env.PYTHON_VERSION }}"
+
+      - name: Message
+        shell: bash
+        run: |-
+          echo "Not yet implemented"
diff --git a/.github/workflows/manual.yaml b/.github/workflows/manual.yaml
new file mode 100644
index 0000000..b5ba444
--- /dev/null
+++ b/.github/workflows/manual.yaml
@@ -0,0 +1,119 @@
+name: QA [+ CD] (manual)
+
+on:
+  workflow_dispatch:
+    inputs:
+      docker-image:
+        description: Choice of docker image on which to run action.
+        default: ubuntu-latest
+        type: choice
+        options:
+          - ubuntu-latest
+
+      deploy:
+        description: 'Deploy code?'
+        type: boolean
+        default: false
+
+      environment:
+        description: 'Choice of environment for pipeline'
+        # NOTE: this option provides dropdown list of choices of environments set on GitHub (enterprise only)
+        type: environment
+        required: true
+        default: 'local'
+
+permissions:
+  contents: read
+
+env:
+  PYTHON_VERSION: "3.13"
+  # ARCHITECTURE: "x86_64-unknown-linux-gnu"
+  ARCHITECTURE: "x86_64-unknown-linux-musl"
+
+jobs:
+  qa:
+    name: QA
+    # runs-on: [self-hosted, "${{ github.event.inputs.os }}", x64, gpu]
+    runs-on: ${{ github.event.inputs.docker-image }}
+    environment: "${{ github.event.inputs.environment }}"
+    env: {}
+
+    steps:
+      - uses: actions/checkout@v4.2.2
+
+      - name: Action - install justfile tool
+        uses: extractions/setup-just@v3
+        with:
+          just-version: "1.25.2"
+
+      - name: Action - install zig
+        uses: goto-bus-stop/setup-zig@v2.2.1
+        with:
+          version: "0.12.0"
+
+      # - name: Action - install rust
+      #   uses: actions-rust-lang/setup-rust-toolchain@v1.12.0
+
+      - name: Action - install rust and set to stable
+        uses: actions-rs/toolchain@v1.0.6
+        with:
+          toolchain: stable
+          override: true
+
+      - name: Action - install Python
+        uses: actions/setup-python@v5.6.0
+        with:
+          python-version: "${{ env.PYTHON_VERSION }}"
+
+      - name: Setup - ping basic tools and perform pre-installation
+        shell: bash
+        run: |-
+          just --version
+          zig version
+          rustup --version
+          rustc --version
+          cargo --version
+          python3 --version
+          python3 -m pip install --upgrade pip wheel
+
+      - name: STEP 1 - build code
+        shell: bash
+        run: |-
+          just setup
+
+          touch .env && rm .env
+          echo "
+          MAIN_MODULE="code-challenges"
+          PYTHON_PATH="python${{ env.PYTHON_VERSION }}"
+          ARCHITECTURE="${{ env.ARCHITECTURE }}"
+          RUST_BACKTRACE=full
+          " > .env
+
+          just build
+
+      # NOTE: rustfmt is currenlty broken
+      - name:  STEP 2 - check linting
+        if: false
+        shell: bash
+        run: |-
+          just prettify
+
+      - name:  STEP 3 - run unit tests
+        shell: bash
+        run: |-
+          just tests-unit
+
+  # only performed if qa passes and option set
+  deploy:
+    name: DEPLOY
+    runs-on: ${{ github.event.inputs.docker-image }}
+    environment: "${{ github.event.inputs.environment }}"
+    env: {}
+
+    steps:
+      - uses: actions/checkout@v4.2.2
+
+      - name: Message
+        shell: bash
+        run: |-
+          echo "Not yet implemented"
diff --git a/.gitignore b/.gitignore
index d6c4e2c..3706613 100644
--- a/.gitignore
+++ b/.gitignore
@@ -13,6 +13,9 @@
 !/Cargo.toml
 !/pyproject.toml
 !/*.lock
+!/.github
+!/.github/workflows
+!/.github/workflows/*.yaml
 
 # ----------------------------------------------------------------
 # PROJECT
diff --git a/Cargo.lock b/Cargo.lock
new file mode 100644
index 0000000..3c3e9f6
--- /dev/null
+++ b/Cargo.lock
@@ -0,0 +1,1016 @@
+# This file is automatically @generated by Cargo.
+# It is not intended for manual editing.
+version = 4
+
+[[package]]
+name = "aho-corasick"
+version = "1.1.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8e60d3430d3a69478ad0993f19238d2df97c507009a52b3c10addcd7f6bcb916"
+dependencies = [
+ "memchr",
+]
+
+[[package]]
+name = "anstream"
+version = "0.6.18"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8acc5369981196006228e28809f761875c0327210a891e941f4c683b3a99529b"
+dependencies = [
+ "anstyle",
+ "anstyle-parse",
+ "anstyle-query",
+ "anstyle-wincon",
+ "colorchoice",
+ "is_terminal_polyfill",
+ "utf8parse",
+]
+
+[[package]]
+name = "anstyle"
+version = "1.0.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "55cc3b69f167a1ef2e161439aa98aed94e6028e5f9a59be9a6ffb47aef1651f9"
+
+[[package]]
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+version = "0.2.6"
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+checksum = "3b2d16507662817a6a20a9ea92df6652ee4f94f914589377d69f3b21bc5798a9"
+dependencies = [
+ "utf8parse",
+]
+
+[[package]]
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+dependencies = [
+ "windows-sys 0.59.0",
+]
+
+[[package]]
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+checksum = "ca3534e77181a9cc07539ad51f2141fe32f6c3ffd4df76db8ad92346b003ae4e"
+dependencies = [
+ "anstyle",
+ "once_cell",
+ "windows-sys 0.59.0",
+]
+
+[[package]]
+name = "anyhow"
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e16d2d3311acee920a9eb8d33b8cbc1787ce4a264e85f964c2404b969bdcd487"
+
+[[package]]
+name = "autocfg"
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+source = "registry+https://github.com/rust-lang/crates.io-index"
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+
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+
+[[package]]
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+checksum = "8b96ec4966b5813e2c0507c1f86115c8c5abaadc3980879c3424042a02fd1ad3"
+dependencies = [
+ "serde",
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+
+[[package]]
+name = "cargo-config2"
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+checksum = "6dc3749a36e0423c991f1e7a3e4ab0c36a1f489658313db4b187d401d79cc461"
+dependencies = [
+ "serde",
+ "serde_derive",
+ "toml_edit",
+ "windows-sys 0.59.0",
+]
+
+[[package]]
+name = "cargo-options"
+version = "0.7.5"
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+checksum = "7488e41578691cf26aa5c8eccd183cb31752fcb68b9c5b1e88e6727a83c78171"
+dependencies = [
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+ "clap",
+]
+
+[[package]]
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+checksum = "e35af189006b9c0f00a064685c727031e3ed2d8020f7ba284d78cc2671bd36ea"
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+
+[[package]]
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+ "cargo-options",
+ "cargo_metadata",
+ "clap",
+ "crc",
+ "dirs",
+ "fat-macho",
+ "fs-err",
+ "path-slash",
+ "rustc_version",
+ "rustflags",
+ "semver",
+ "serde",
+ "serde_json",
+ "shlex",
+ "target-lexicon",
+ "which",
+]
+
+[[package]]
+name = "cargo_metadata"
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+checksum = "dd5eb614ed4c27c5d706420e4320fbe3216ab31fa1c33cd8246ac36dae4479ba"
+dependencies = [
+ "camino",
+ "cargo-platform",
+ "semver",
+ "serde",
+ "serde_json",
+ "thiserror 2.0.12",
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+
+[[package]]
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+checksum = "8e9b5ad5ab802e97eb8e295ac6720e509ee4c243f69d781394014ebfe8bbfa0b"
+
+[[package]]
+name = "windows_i686_gnullvm"
+version = "0.52.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0eee52d38c090b3caa76c563b86c3a4bd71ef1a819287c19d586d7334ae8ed66"
+
+[[package]]
+name = "windows_i686_msvc"
+version = "0.48.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8f55c233f70c4b27f66c523580f78f1004e8b5a8b659e05a4eb49d4166cca406"
+
+[[package]]
+name = "windows_i686_msvc"
+version = "0.52.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "240948bc05c5e7c6dabba28bf89d89ffce3e303022809e73deaefe4f6ec56c66"
+
+[[package]]
+name = "windows_x86_64_gnu"
+version = "0.48.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "53d40abd2583d23e4718fddf1ebec84dbff8381c07cae67ff7768bbf19c6718e"
+
+[[package]]
+name = "windows_x86_64_gnu"
+version = "0.52.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "147a5c80aabfbf0c7d901cb5895d1de30ef2907eb21fbbab29ca94c5b08b1a78"
+
+[[package]]
+name = "windows_x86_64_gnullvm"
+version = "0.48.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0b7b52767868a23d5bab768e390dc5f5c55825b6d30b86c844ff2dc7414044cc"
+
+[[package]]
+name = "windows_x86_64_gnullvm"
+version = "0.52.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "24d5b23dc417412679681396f2b49f3de8c1473deb516bd34410872eff51ed0d"
+
+[[package]]
+name = "windows_x86_64_msvc"
+version = "0.48.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ed94fce61571a4006852b7389a063ab983c02eb1bb37b47f8272ce92d06d9538"
+
+[[package]]
+name = "windows_x86_64_msvc"
+version = "0.52.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "589f6da84c646204747d1270a2a5661ea66ed1cced2631d546fdfb155959f9ec"
+
+[[package]]
+name = "winnow"
+version = "0.7.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d9fb597c990f03753e08d3c29efbfcf2019a003b4bf4ba19225c158e1549f0f3"
+dependencies = [
+ "memchr",
+]
+
+[[package]]
+name = "winsafe"
+version = "0.0.19"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d135d17ab770252ad95e9a872d365cf3090e3be864a34ab46f48555993efc904"
diff --git a/Cargo.toml b/Cargo.toml
index ec2358d..d042c43 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -1,8 +1,8 @@
-cargo-features = ["profile-rustflags"]
+# cargo-features = ["profile-rustflags"]
 
 [package]
 name = "code_challenges"
-version = "0.0.0"
+version = "0.1.0"
 edition = "2024"
 description = "Code for challenges from various platforms"
 rust-version = "1.86"
@@ -27,39 +27,39 @@ members = [
 # CXX = "zig c++"
 
 [profile.release]
-rustflags = [
-    "-A", "unused_imports",
-    "-A", "dead_code",
-    "-C", "link-arg=-undefined",
-    "-C", "link-arg=dynamic_lookup",
-]
+# rustflags = [
+#     "-A", "unused_imports",
+#     "-A", "dead_code",
+#     "-C", "link-arg=-undefined",
+#     "-C", "link-arg=dynamic_lookup",
+# ]
 debug = true
 strip = false
 
 [profile.dev]
-rustflags = [
-    "-A", "unused_imports",
-    "-A", "dead_code",
-]
+# rustflags = [
+#     "-A", "unused_imports",
+#     "-A", "dead_code",
+# ]
 
 [profile.test]
-rustflags = [
-    "-A", "unused_imports",
-    "-A", "dead_code",
-]
+# rustflags = [
+#     "-A", "unused_imports",
+#     "-A", "dead_code",
+# ]
 
 [dependencies]
 serde = {version = "^1.0.219", features = ["derive"]}
 serde_json = {version = "^1.0.140"}
 dict_derive = {version = "^0.6.0" }
+dedent = {version="^0.1.1"}
 
 [dev-dependencies]
 cargo-zigbuild = {version = "^0.20.0"}
 rstest = {version = "^0.25.0"}
-# FIXME: these require blake3, which fail to build on unix
-# rustfmt = {version = "^0.10.0"}
+# FIXME: currently fail to build on unix
+# rustfmt = {version = "^0.10.0", features = []}
 # just = {version = "^1.40.0"}
-# blake3 = {version = "^1.8.2", default-features = false}
 
 [[bin]]
 name = "code-challenges"
diff --git a/README.md b/README.md
index 5f937d5..ce8cc7e 100644
--- a/README.md
+++ b/README.md
@@ -15,6 +15,27 @@ We work here primarily with
 - [rust](https://www.rust-lang.org) incl. cargo
 - python@v3.11+
 
+> [!IMPORTANT]
+> We rely on [Zig](https://ziglang.org) for cross-compilation,
+> which avoids gcc-compiler issues on local machine and linux images,
+> which in turn are required by the rust compiler.
+
+> [!TIP]
+> To verify, open a bash terminal and call.
+>
+> ```bash
+> just --version
+> # rust
+> rustup --version
+> rustc --version
+> cargo --version
+> # python
+> . .venv/bin/activate && python3 --version # for unix
+> . .venv/Scripts/activate && python --version # for windows
+> # zig
+> zig version
+> ```
+
 ## Setup ##
 
 Run
diff --git a/justfile b/justfile
index d9dc920..777a925 100644
--- a/justfile
+++ b/justfile
@@ -117,8 +117,10 @@ build-requirements:
     @just build-requirements-dependencies
 
 build-requirements-basic:
-    @# cargo update --verbose --offline
-    @# cargo install --locked cargo-zigbuild
+    @rustup default stable
+    @cargo update --verbose
+    @cargo install --locked --force cargo-zigbuild
+    @# cargo install --locked --force rustfmt
     @{{PYVENV_ON}} && {{PYVENV}} -m pip install --upgrade pip
     @{{PYVENV_ON}} && {{PYVENV}} -m pip install ruff uv
 
@@ -139,10 +141,10 @@ build-compile module="${MAIN_MODULE}":
 # TARGETS: execution
 # ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
-run-py module="main" *args:
+run-py module="main" *args="":
     @{{PYVENV_ON}} && {{PYVENV}} src-py.{{module}} {{args}}
 
-run-rust module="${MAIN_MODULE}" *args:
+run-rust module="${MAIN_MODULE}" *args="":
     @just build-compile "{{module}}"
     @# "./target/release/{{module}}" {{args}}
     @cargo run --bin "{{module}}"
@@ -269,11 +271,14 @@ watch-logs-all n="10":
 
 check-system:
     @echo "Operating System detected:  {{os_family()}}"
+    @echo "Cargo command:              $( cargo --version )"
+    @echo "Rustc command:              $( rustc --version )"
     @echo "Python command used:        ${PYTHON_PATH}"
     @echo "Python command for venv:    {{PYVENV}}"
     @echo "Python path for venv:       $( {{PYVENV_ON}} && which {{PYVENV}} )"
+    @echo "Cargo Zigbuild:             $( cargo-zigbuild --version )"
 
 check-system-requirements:
     @just _check-tool "cargo" "cargo"
-    @just _check-tool "cargo fmt" "cargo fmt"
+    @# just _check-tool "cargo fmt" "cargo fmt"
     @just _check-tool "cargo-zigbuild" "cargo-zigbuild"
diff --git a/pyproject.toml b/pyproject.toml
index cced62c..9a5fb39 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = 'code_challenges'
-version = "0.0.0"
+version = "0.1.0"
 description = 'Code for challenges from various platforms'
 authors = [
     {name="raj-open", email="raj-open@users.noreply.github.com"},
diff --git a/src/_core/errors.rs b/src/_core/errors.rs
index 3720675..8449f35 100644
--- a/src/_core/errors.rs
+++ b/src/_core/errors.rs
@@ -1,13 +1,13 @@
 /// ----------------------------------------------------------------
 /// IMPORTS
 /// ----------------------------------------------------------------
-
 use std::fmt::Debug;
 
 /// ----------------------------------------------------------------
 /// METHODS
 /// ----------------------------------------------------------------
 
+#[allow(unused)]
 pub fn err_to_string<E>(err: E) -> String
 where
     E: Debug,
diff --git a/src/lib.rs b/src/lib.rs
index eb46f78..5f8dab2 100644
--- a/src/lib.rs
+++ b/src/lib.rs
@@ -1,7 +1,6 @@
 /// ----------------------------------------------------------------
 /// IMPORTS
 /// ----------------------------------------------------------------
-
 pub mod _core;
 pub mod models;
 pub mod problems;
diff --git a/src/main.rs b/src/main.rs
index 7510e1c..1f306d2 100644
--- a/src/main.rs
+++ b/src/main.rs
@@ -1,7 +1,6 @@
 /// ----------------------------------------------------------------
 /// IMPORTS
 /// ----------------------------------------------------------------
-
 mod _core;
 
 /// ----------------------------------------------------------------
diff --git a/src/models/tree/mod.rs b/src/models/tree/mod.rs
index 97fe793..be358fd 100644
--- a/src/models/tree/mod.rs
+++ b/src/models/tree/mod.rs
@@ -1,2 +1,5 @@
 pub mod base;
 pub mod model;
+
+#[cfg(test)]
+pub mod tests_model;
diff --git a/src/models/tree/model.rs b/src/models/tree/model.rs
index d58d8f0..ba0d397 100644
--- a/src/models/tree/model.rs
+++ b/src/models/tree/model.rs
@@ -1,7 +1,6 @@
 /// ----------------------------------------------------------------
 /// IMPORTS
 /// ----------------------------------------------------------------
-
 use std::vec;
 
 use super::base::GenericTree;
diff --git a/src/models/tree/tests_model.rs b/src/models/tree/tests_model.rs
new file mode 100644
index 0000000..59ca1b3
--- /dev/null
+++ b/src/models/tree/tests_model.rs
@@ -0,0 +1,130 @@
+// ----------------------------------------------------------------
+// IMPORTS
+// ----------------------------------------------------------------
+
+use dedent::dedent;
+
+use super::base::GenericTree;
+use super::base::GenericTreeLike;
+use super::base::GenericTreeOrRoot;
+
+// ----------------------------------------------------------------
+// TESTS
+// ----------------------------------------------------------------
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn test_case1() {
+        let t = GenericTree::new(
+            DummyNode {
+                name: Some("root".to_string()),
+                value: None,
+            },
+            None,
+        );
+        assert_eq!(t.to_string(), "root");
+    }
+
+    #[test]
+    fn test_case2() {
+        let mut t = GenericTree::new(
+            DummyNode {
+                name: Some("root".to_string()),
+                value: None,
+            },
+            None,
+        );
+        let child1 = DummyNode {
+            name: Some("alice".to_string()),
+            value: Some(23),
+        };
+        let child2 = DummyNode {
+            name: Some("bob".to_string()),
+            value: Some(24),
+        };
+        t.add(GenericTreeOrRoot::Root(child1));
+        t.add(GenericTreeOrRoot::Root(child2));
+        let expected = dedent!(
+            r#"
+            root
+            ├─── alice: 23
+            ╰─── bob: 24
+        "#
+        )
+        .to_string();
+        assert_eq!(t.to_string(), expected);
+    }
+
+    #[test]
+    fn test_case3() {
+        let mut t = GenericTree::new(
+            DummyNode {
+                name: Some("root".to_string()),
+                value: None,
+            },
+            None,
+        );
+        let mut child1 = GenericTree::new(
+            DummyNode {
+                name: Some("alice".to_string()),
+                value: Some(23),
+            },
+            None,
+        );
+        let pet1a = DummyNode {
+            name: Some("bird".to_string()),
+            value: Some(2),
+        };
+        let pet1b = DummyNode {
+            name: None,
+            value: Some(3),
+        };
+        child1.add(GenericTreeOrRoot::Root(pet1a));
+        child1.add(GenericTreeOrRoot::Root(pet1b));
+        let child2 = DummyNode {
+            name: Some("bob".to_string()),
+            value: Some(24),
+        };
+        t.add(GenericTreeOrRoot::Tree(child1));
+        t.add(GenericTreeOrRoot::Root(child2));
+        let expected = dedent!(
+            r#"
+            root
+            ├──╮ alice: 23
+            │  ├─── bird: 2
+            │  ╰─── _: 3
+            ╰─── bob: 24
+        "#
+        )
+        .to_string();
+        assert_eq!(t.to_string(), expected);
+    }
+}
+
+// ----------------------------------------------------------------
+// AUXILIARY
+// ----------------------------------------------------------------
+
+#[derive(Clone)]
+struct DummyNode {
+    name: Option<String>,
+    value: Option<i32>,
+}
+
+impl ToString for DummyNode {
+    fn to_string(&self) -> String {
+        match (&self.name, &self.value) {
+            (Some(name), Some(value)) => {
+                format!("{}: {}", name, value)
+            }
+            (Some(name), None) => name.clone(),
+            (None, Some(value)) => {
+                format!("_: {}", value)
+            }
+            (None, None) => "-".to_string(),
+        }
+    }
+}
diff --git a/src/problems/hackerrank/mathematics/main.rs b/src/problems/hackerrank/mathematics/main.rs
index 7fde526..e9898a2 100644
--- a/src/problems/hackerrank/mathematics/main.rs
+++ b/src/problems/hackerrank/mathematics/main.rs
@@ -8,5 +8,4 @@
 /// MAIN
 /// ----------------------------------------------------------------
 
-fn main() {
-}
+fn main() {}
diff --git a/src/problems/hackerrank/mathematics/mod.rs b/src/problems/hackerrank/mathematics/mod.rs
new file mode 100644
index 0000000..277f45b
--- /dev/null
+++ b/src/problems/hackerrank/mathematics/mod.rs
@@ -0,0 +1,4 @@
+/// Contains solutions to challenges in the Mathematics
+/// section of Hackerrank.
+/// Source: <https://www.hackerrank.com/domains/mathematics>.
+pub mod scalar_products;
diff --git a/src/problems/hackerrank/mathematics/scalar_products/approach1.rs b/src/problems/hackerrank/mathematics/scalar_products/approach1.rs
new file mode 100644
index 0000000..2ac7b02
--- /dev/null
+++ b/src/problems/hackerrank/mathematics/scalar_products/approach1.rs
@@ -0,0 +1,164 @@
+use core::iter::IntoIterator;
+use core::iter::Iterator;
+/// # First approach #
+///
+/// This approach is not mathematically optimised,
+/// but rather designe do provid a more "rust native" approach.
+///
+/// In paricular we rely on constructing iterables.
+
+/// ----------------------------------------------------------------
+/// IMPORTS
+/// ----------------------------------------------------------------
+// use core::convert::TryFrom;
+use std::collections::HashSet;
+use std::fmt::Debug;
+use std::io;
+use std::io::BufRead;
+use std::slice::Iter;
+use std::str::FromStr;
+
+/// ----------------------------------------------------------------
+/// MAIN
+/// ----------------------------------------------------------------
+
+#[allow(unused)]
+fn main() {
+    let line = read_input();
+
+    let args: Vec<String> = line.split(" ").map(|x| x.to_string()).collect();
+    let mut args: Iter<'_, String> = args.iter();
+
+    let c = parse::<i32>(args.next().unwrap());
+    let m = parse::<i32>(args.next().unwrap());
+    let n = parse::<usize>(args.next().unwrap());
+
+    let num_unique = run(c, m, n);
+
+    println!("{:?}", num_unique);
+}
+
+pub fn run(c: i32, m: i32, n: usize) -> usize {
+    let vecs = SeqPair::new(m, 0, c)
+        .into_iter()
+        .map(|s| (s.current, s.next))
+        .skip(2)
+        .step_by(2)
+        .take(n);
+
+    let mut values: HashSet<i32> = HashSet::new();
+
+    for (k, u) in vecs.enumerate() {
+        let vecs2 = SeqPair::new(m, u.0, u.1)
+            .into_iter()
+            .map(|s| (s.current, s.next))
+            .skip(2)
+            .step_by(2)
+            .take(n - (k + 1));
+        for v in vecs2 {
+            let ip = (u.0 * v.0 + u.1 * v.1).rem_euclid(m);
+            values.insert(ip);
+        }
+    }
+    let num_unique = values.len();
+
+    return num_unique;
+}
+
+/// ----------------------------------------------------------------
+/// SECONDARY
+/// ----------------------------------------------------------------
+
+#[derive(Clone, Debug)]
+struct SeqPair {
+    modulus: i32,
+    current: i32,
+    next: i32,
+}
+
+trait EntityIterable {
+    fn next_entity(&mut self) -> &Self;
+}
+
+#[derive(Clone, Debug)]
+struct EntityIterator<T>
+where
+    T: Clone + Debug + EntityIterable,
+{
+    index: usize,
+    entity: T,
+}
+
+impl SeqPair {
+    fn new(modulus: i32, x: i32, y: i32) -> Self {
+        Self {
+            modulus,
+            current: x,
+            next: y,
+        }
+    }
+}
+
+impl ToString for SeqPair {
+    fn to_string(&self) -> String {
+        format!("({}, {})", self.current, self.next)
+    }
+}
+
+impl EntityIterable for SeqPair {
+    fn next_entity(&mut self) -> &Self {
+        let x = self.current;
+        let y = self.next;
+        self.current = y;
+        self.next = (x + y).rem_euclid(self.modulus);
+        return self;
+    }
+}
+
+impl<T> Iterator for EntityIterator<T>
+where
+    T: Clone + Debug + EntityIterable,
+{
+    type Item = T;
+
+    fn next(&mut self) -> Option<Self::Item> {
+        self.index += 1;
+        if self.index > 1 {
+            self.entity.next_entity();
+        }
+        return Some(self.entity.clone());
+    }
+}
+
+impl IntoIterator for SeqPair {
+    type Item = SeqPair;
+    type IntoIter = EntityIterator<SeqPair>;
+
+    fn into_iter(self) -> EntityIterator<SeqPair> {
+        EntityIterator {
+            index: 0,
+            entity: self.clone(),
+        }
+    }
+}
+
+/// ----------------------------------------------------------------
+/// AUXILIARY
+/// ----------------------------------------------------------------
+
+#[allow(unused)]
+fn read_input() -> String {
+    let stdin = io::stdin();
+    let mut input = stdin.lock().lines();
+    let line = input.next().unwrap().unwrap().trim().to_string();
+    return line;
+}
+
+#[allow(unused)]
+fn parse<T>(text: &String) -> T
+where
+    T: FromStr,
+    <T as FromStr>::Err: Debug,
+{
+    return text.parse::<T>().unwrap();
+}
diff --git a/src/problems/hackerrank/mathematics/scalar_products/approach2.rs b/src/problems/hackerrank/mathematics/scalar_products/approach2.rs
new file mode 100644
index 0000000..4a2a947
--- /dev/null
+++ b/src/problems/hackerrank/mathematics/scalar_products/approach2.rs
@@ -0,0 +1,316 @@
+/// # Second approach #
+///
+/// This approach mathematically optimised.
+/// We rely on the following observation,
+/// that the series is generated via Fibonacci matrices:
+///
+/// ```
+/// F = [[0, 1], [1, 1]]
+/// G := F ^ 2
+/// v_0 := [0, C]
+/// v_n = (F^2)^n v_0 = G^n v_0
+/// ```
+///
+/// Noting that `F` and thereby `G` are symmetric,
+/// the inner products can be computed via
+///
+/// ```
+/// < v_i, v_j >
+/// = < G^i v_0, G^j v_0 >
+/// = < (G^i)^* G^j v_0, v_0 >
+/// = < (G^i) G^j v_0, v_0 >
+/// = < G^{i+j} v_0, v_0 >
+/// ```
+///
+/// So we only neeed to compute powers of `G`.
+/// But what powers?
+/// We have to iterate over all
+/// `i`, `j` with `1 <= i < j <= n`.
+/// Simple mathematics yields
+///
+/// ```
+/// Set {i + j for 1 <= i < j <= n} = [3, 2n-1]
+/// ```
+///
+/// i.e. `[3:2n]` in computer-science notation.
+///
+/// We compute the powers `G^k`
+/// for `k in [3:2n]` via
+/// products of powers of the form `G^(2^l)`,
+/// relying on the binary representation of each `k`.
+/// We thereby only need to compute `floor(log2(2n)) = O(log(n))` powers,
+/// and the products of such powers are themselves `O(log(n))`
+/// and we do this for `O(n)` entries.
+/// So in total, the time complexity is
+///
+/// ```
+/// O(n log(n)^2).
+/// ```
+
+/// ----------------------------------------------------------------
+/// IMPORTS
+/// ----------------------------------------------------------------
+use std::collections::HashSet;
+use std::fmt::Debug;
+use std::fmt::Display;
+use std::io;
+use std::io::BufRead;
+use std::ops::Add;
+use std::ops::Mul;
+use std::ops::Rem;
+use std::slice::Iter;
+use std::str::FromStr;
+
+/// ----------------------------------------------------------------
+/// MAIN
+/// ----------------------------------------------------------------
+
+#[allow(unused)]
+fn main() {
+    let line = read_input();
+
+    let args: Vec<String> = line.split(" ").map(|x| x.to_string()).collect();
+    let mut args: Iter<'_, String> = args.iter();
+
+    let c = parse::<i32>(args.next().unwrap());
+    let m = parse::<i32>(args.next().unwrap());
+    let n = parse::<usize>(args.next().unwrap());
+
+    let num_unique = run(c, m, n);
+
+    println!("{:?}", num_unique);
+}
+
+pub fn run(c: i32, m: i32, n: usize) -> usize {
+    // sequence generated by symmetric matrix
+    let zero: Modulo<i64> = Modulo::new(0, m as i64);
+    let one: Modulo<i64> = Modulo::new(1, m as i64);
+    let matrix_f: SymmMatrix2x2<Modulo<i64>> = SymmMatrix2x2 {
+        a: zero,
+        b: one,
+        d: one,
+    };
+
+    /* ---- *
+     * The n-the entry of the sequence
+     * is given by
+     * ---- */
+
+    // e is the smalles integer with 2^e >= (2*n)
+    let e = (2.0 * (n as f32)).log2().ceil() as i64;
+
+    // compute G[k] = G^(2^k):
+    let mut matrix_g = matrix_f.pow2();
+    let mut matrices_g = vec![matrix_g.clone()];
+    for _ in 1..e {
+        matrix_g = matrix_g.pow2();
+        matrices_g.push(matrix_g.clone());
+    }
+
+    // compute all powers of G:
+    let v0 = Vector2([zero, Modulo::new(c as i64, m as i64)]);
+    let mut values: HashSet<i64> = HashSet::new();
+    for k in 3..(2 * n) {
+        // compute v := G^k * v_0 using divide and conquer
+        let k_base2 = format!("{:b}", k);
+        let places = k_base2
+            .chars()
+            .rev()
+            .enumerate()
+            .filter(|(_, d)| *d == '1')
+            .map(|(k, _)| k);
+        let mut v = v0.clone();
+        for j in places {
+            v = matrices_g.get(j).unwrap().mul_vector(&v);
+        }
+        // now compute < G^i v_0, G^j v_0 > = < G^k v_0, v_0 > = < v, v_0 >
+        let value = Vector2::inner_product(&v, &v0).value;
+        values.insert(value);
+    }
+
+    let num_unique = values.len();
+    return num_unique;
+}
+
+/// ----------------------------------------------------------------
+/// SECONDARY
+/// ----------------------------------------------------------------
+
+#[derive(Clone, Copy, PartialEq, Eq)]
+struct Modulo<T>
+where
+    T: Display + Clone + Copy + PartialEq + Eq,
+{
+    value: T,
+    modulus: T,
+}
+
+#[derive(Clone, Debug)]
+struct Vector2<T>([T; 2]);
+
+#[derive(Clone, Debug)]
+struct SymmMatrix2x2<T> {
+    a: T,
+    b: T,
+    d: T,
+}
+
+impl<T> Modulo<T>
+where
+    T: Display + Clone + Copy + PartialEq + Eq,
+{
+    fn new(value: T, modulus: T) -> Self {
+        Self { value, modulus }
+    }
+}
+
+impl<T> Display for Modulo<T>
+where
+    T: Display + Clone + Copy + PartialEq + Eq,
+{
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        write!(f, "{} (mod {})", self.value, self.modulus)
+    }
+}
+
+impl<T> Debug for Modulo<T>
+where
+    T: Display + Clone + Copy + PartialEq + Eq,
+{
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        write!(f, "{}", self)
+    }
+}
+
+impl<T> Add for Modulo<T>
+where
+    T: Display
+        + Clone
+        + Copy
+        + PartialEq
+        + Eq
+        + Add<Output = T>
+        + Add<Output = T>
+        + Rem<Output = T>,
+{
+    type Output = Self;
+
+    fn add(self, other: Self) -> Self::Output {
+        let modulus = self.modulus;
+        Self {
+            value: (self.value + other.value) % modulus,
+            modulus,
+        }
+    }
+}
+
+impl<T> Mul for Modulo<T>
+where
+    T: Display
+        + Clone
+        + Copy
+        + PartialEq
+        + Eq
+        + Mul<Output = T>
+        + Add<Output = T>
+        + Rem<Output = T>,
+{
+    type Output = Self;
+
+    fn mul(self, other: Self) -> Self::Output {
+        let modulus = self.modulus;
+        Self {
+            value: (self.value * other.value) % modulus,
+            modulus,
+        }
+    }
+}
+
+impl<T> Add for SymmMatrix2x2<T>
+where
+    T: Copy + Add<Output = T>,
+{
+    type Output = Self;
+
+    fn add(self, other: Self) -> Self::Output {
+        Self {
+            a: self.a + other.a,
+            b: self.b + other.b,
+            d: self.d + other.d,
+        }
+    }
+}
+
+// impl<T> Mul for SymmMatrix2x2<T>
+// where
+//     T: Copy + Mul<Output = T> + Add<Output = T>,
+// {
+//     type Output = Self;
+
+//     fn mul(self, other: Self) -> Self::Output {
+//         Self {
+//             a: self.a * other.a + self.b * other.b,
+//             b: self.a * other.b + self.b * other.d,
+//             d: self.b * other.b + self.d * other.d,
+//         }
+//     }
+// }
+
+impl<T> Vector2<T>
+where
+    T: Copy,
+{
+    fn get(&self, index: usize) -> T {
+        self.0[index]
+    }
+}
+
+impl<T> Vector2<T>
+where
+    T: Copy + Mul<Output = T> + Add<Output = T>,
+{
+    fn inner_product(u: &Self, v: &Self) -> T {
+        u.get(0) * v.get(0) + u.get(1) * v.get(1)
+    }
+}
+
+impl<T> SymmMatrix2x2<T>
+where
+    T: Copy + Mul<Output = T> + Add<Output = T>,
+{
+    fn pow2(self) -> Self {
+        Self {
+            a: self.a * self.a + self.b * self.b,
+            b: (self.a + self.d) * self.b,
+            d: self.b * self.b + self.d * self.d,
+        }
+    }
+
+    fn mul_vector(&self, u: &Vector2<T>) -> Vector2<T> {
+        Vector2([
+            (self.a * u.get(0) + self.b * u.get(1)),
+            (self.b * u.get(0) + self.d * u.get(1)),
+        ])
+    }
+}
+
+/// ----------------------------------------------------------------
+/// AUXILIARY
+/// ----------------------------------------------------------------
+
+#[allow(unused)]
+fn read_input() -> String {
+    let stdin = io::stdin();
+    let mut input = stdin.lock().lines();
+    let line = input.next().unwrap().unwrap().trim().to_string();
+    return line;
+}
+
+#[allow(unused)]
+fn parse<T>(text: &String) -> T
+where
+    T: FromStr,
+    <T as FromStr>::Err: Debug,
+{
+    return text.parse::<T>().unwrap();
+}
diff --git a/src/problems/hackerrank/mathematics/scalar_products/mod.rs b/src/problems/hackerrank/mathematics/scalar_products/mod.rs
new file mode 100644
index 0000000..4020928
--- /dev/null
+++ b/src/problems/hackerrank/mathematics/scalar_products/mod.rs
@@ -0,0 +1,10 @@
+/// Solutions to the Hackerrank Mathematics challenge:
+/// <https://www.hackerrank.com/challenges/scalar-products/problem?isFullScreen=true>.
+pub mod approach1;
+pub mod approach2;
+
+#[cfg(test)]
+pub mod tests_approach1;
+
+#[cfg(test)]
+pub mod tests_approach2;
diff --git a/src/problems/hackerrank/mathematics/scalar_products/tests_approach1.rs b/src/problems/hackerrank/mathematics/scalar_products/tests_approach1.rs
new file mode 100644
index 0000000..7a1fb0a
--- /dev/null
+++ b/src/problems/hackerrank/mathematics/scalar_products/tests_approach1.rs
@@ -0,0 +1,25 @@
+/// ----------------------------------------------------------------
+/// IMPORTS
+/// ----------------------------------------------------------------
+use crate::problems::hackerrank::mathematics::scalar_products::approach1 as approach;
+
+/// ----------------------------------------------------------------
+/// TESTS
+/// ----------------------------------------------------------------
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn test_case1() {
+        let result = approach::run(4, 5, 3);
+        assert_eq!(result, 2);
+    }
+
+    #[test]
+    fn test_case2() {
+        let result = approach::run(1, 100, 1000);
+        assert_eq!(result, 50);
+    }
+}
diff --git a/src/problems/hackerrank/mathematics/scalar_products/tests_approach2.rs b/src/problems/hackerrank/mathematics/scalar_products/tests_approach2.rs
new file mode 100644
index 0000000..9494312
--- /dev/null
+++ b/src/problems/hackerrank/mathematics/scalar_products/tests_approach2.rs
@@ -0,0 +1,32 @@
+/// ----------------------------------------------------------------
+/// IMPORTS
+/// ----------------------------------------------------------------
+use super::approach2 as approach;
+
+/// ----------------------------------------------------------------
+/// TESTS
+/// ----------------------------------------------------------------
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn test_case1() {
+        let result = approach::run(4, 5, 3);
+        assert_eq!(result, 2);
+    }
+
+    #[test]
+    fn test_case2() {
+        let result = approach::run(1, 100, 1000);
+        assert_eq!(result, 50);
+    }
+
+    #[test]
+    // #[ignore]
+    fn test_case_heavy_1() {
+        let result = approach::run(991, 11495481, 112259);
+        assert_eq!(result, 224515);
+    }
+}
diff --git a/src/problems/hackerrank/mod.rs b/src/problems/hackerrank/mod.rs
index 72ddafb..d859f52 100644
--- a/src/problems/hackerrank/mod.rs
+++ b/src/problems/hackerrank/mod.rs
@@ -1,4 +1,3 @@
 /// Contains solutions to Hackerrank challenges.
 /// Source: <https://www.hackerrank.com/dashboard>.
-
 pub mod mathematics;
diff --git a/src/problems/mod.rs b/src/problems/mod.rs
index 0c9dd60..952515c 100644
--- a/src/problems/mod.rs
+++ b/src/problems/mod.rs
@@ -1,3 +1,2 @@
 /// Contains solutions to challenges on different platforms.
-
 pub mod hackerrank;
diff --git a/tests/lib.rs b/tests/lib.rs
index e570ae1..ea13f49 100644
--- a/tests/lib.rs
+++ b/tests/lib.rs
@@ -1,4 +1,4 @@
-extern crate rstest;
 extern crate code_challenges;
+extern crate rstest;
 
 // pub mod path_to_testmodule;
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000..c730fbc
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,293 @@
+version = 1
+revision = 2
+requires-python = ">=3.10, <3.15"
+
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081, upload-time = "2024-05-20T21:33:25.928Z" }
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+]
+
+[[package]]
+name = "code-challenges"
+version = "0.1.0"
+source = { virtual = "." }
+dependencies = [
+    { name = "pip" },
+    { name = "pydantic" },
+    { name = "pydantic-yaml" },
+]
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+[package.dev-dependencies]
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+    { name = "uv" },
+]
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+[package.metadata]
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+    { name = "pip", specifier = ">=25.1.1" },
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