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diff --git a/hod_2/Cargo.toml b/hod_2/Cargo.toml
index 877c0e5..940892e 100644
--- a/hod_2/Cargo.toml
+++ b/hod_2/Cargo.toml
@@ -4,3 +4,13 @@ version = "0.1.0"
 edition = "2024"
 
 [dependencies]
+burn = { version = "0.20.1", default-features = false, features = ["ndarray", "std", "train"] }
+burn-autodiff = "0.20.1"
+burn-ndarray = "0.20.1"
+clap = { version = "4.5.60", features = ["derive"] }
+ndarray = "0.17.2"
+npyz = { version = "0.8.4", features = ["npz"] }
+rand = "0.10.0"
+rand_distr = "0.6.0"
+serde = { version = "1.0.228", features = ["derive"] }
+zip = { version = "8.2.0", features = ["deflate"] }
diff --git a/hod_2/plan.md b/hod_2/plan.md
new file mode 100644
index 0000000..6a5839e
--- /dev/null
+++ b/hod_2/plan.md
@@ -0,0 +1,50 @@
+## Phase 1: Core Data Structures
+
+**`src/model.rs`** - Manual parameter management
+- `struct Parameters<B: Backend>`: holds `w1, b1, w2, b2` as `Tensor<B, 2>`
+- `impl Parameters`: initialization with `randn(0.1)` for weights, zeros for biases
+- No `nn.Linear`—manual tensors to match the Python exercise
+
+## Phase 2: Forward Pass
+
+**`src/forward.rs`** or in `model.rs`
+- `fn forward<B: Backend>(params: &Parameters<B>, images: Tensor<B, 2>) -> Tensor<B, 2>`
+- Cast `uint8` images to `f32`, divide by 255, flatten to `[batch, 784]`
+- `hidden = tanh(images @ w1 + b1)`
+- `logits = hidden @ w2 + b2`
+- Return raw logits (no softmax here)
+
+## Phase 3: Loss Computation
+
+**`src/loss.rs`**
+- `fn cross_entropy_loss<B: Backend>(logits: Tensor<B, 2>, labels: Tensor<B, 1, Int>) -> Tensor<B, 0>`
+- Manual implementation—no `CrossEntropyLoss` module
+- `softmax = exp(logits - max) / sum(exp(logits - max))`
+- Index `softmax` by gold labels to get `p_correct`
+- `loss = -mean(log(p_correct))`
+
+## Phase 4: Backward Pass & SGD
+
+**`src/train.rs`**
+- `fn train_epoch<B: Backend>(params: &mut Parameters<B>, dataset: &[MnistItem], args: &Args)`
+- For each batch:
+  1. `let loss = cross_entropy_loss(forward(&params, images), labels)`
+  2. `let grads = loss.backward()` — automatic differentiation
+  3. **Manual SGD**: `param = param - lr * grad` for each parameter
+  4. No `Optimizer`—raw gradient descent like Python
+
+## Phase 5: Evaluation
+
+**`src/eval.rs`**
+- `fn evaluate<B: Backend>(params: &Parameters<B>, dataset: &[MnistItem]) -> f64`
+- `argmax` on logits, compare to labels, return accuracy
+
+## Phase 6: Main Training Loop
+
+**Update `src/main.rs`**
+- Parse args ✓ (done)
+- Load data ✓ (done)
+- Initialize `Parameters` with seed
+- Loop `args.epochs`: `train_epoch` → `evaluate(dev)` → print
+- Final `evaluate(test)`
+
diff --git a/hod_2/src/lib.rs b/hod_2/src/lib.rs
new file mode 100644
index 0000000..65880be
--- /dev/null
+++ b/hod_2/src/lib.rs
@@ -0,0 +1 @@
+pub mod model;
diff --git a/hod_2/src/main.rs b/hod_2/src/main.rs
index e7a11a9..468970b 100644
--- a/hod_2/src/main.rs
+++ b/hod_2/src/main.rs
@@ -1,3 +1,79 @@
-fn main() {
-    println!("Hello, world!");
+use clap::Parser;
+use std::fs::File;
+use std::io::{Cursor, Read};
+
+#[derive(Parser, Debug)]
+#[command(author, version, about)]
+struct Args {
+    #[arg(long, default_value_t = 50)]
+    batch_size: usize,
+
+    #[arg(long, default_value_t = 10)]
+    epochs: usize,
+
+    #[arg(long, default_value_t = 100)]
+    hidden_layer_size: usize,
+
+    #[arg(long, default_value_t = 0.1)]
+    learning_rate: f64,
+
+    #[arg(long, default_value_t = 42)]
+    seed: u64,
+
+    #[arg(long, default_value_t = 1)]
+    threads: usize,
+}
+
+fn load_mnist_items(path: &str, examples: usize) -> Vec<(Vec<f32>, u8)> {
+    let file = File::open(path).expect("Cannot open mnist.npz");
+    let mut archive = zip::ZipArchive::new(file).expect("Cannot read zip");
+
+    let image_names = ["train_images.npy", "train.images.npy", "x_train.npy", "images.npy"];
+    let mut image_bytes = Vec::new();
+    for name in &image_names {
+        if let Ok(mut entry) = archive.by_name(name) {
+            entry.read_to_end(&mut image_bytes).unwrap();
+            break;
+        }
+    }
+
+    let label_names = ["train_labels.npy", "train.labels.npy", "y_train.npy", "labels.npy"];
+    let mut label_bytes = Vec::new();
+    for name in &label_names {
+        if let Ok(mut entry) = archive.by_name(name) {
+            entry.read_to_end(&mut label_bytes).unwrap();
+            break;
+        }
+    }
+
+    let images_npy = npyz::NpyFile::new(Cursor::new(&image_bytes)).unwrap();
+    let shape = images_npy.shape().to_vec();
+    let n = shape[0] as usize;
+    let pixels = shape[1..].iter().product::<u64>() as usize;
+    let image_raw: Vec<u8> = images_npy.into_vec().unwrap();
+
+    let labels_npy = npyz::NpyFile::new(Cursor::new(&label_bytes)).unwrap();
+    let label_raw: Vec<u8> = labels_npy.into_vec().unwrap();
+
+    (0..n.min(examples))
+        .map(|i| {
+            let image: Vec<f32> = image_raw[i * pixels..(i + 1) * pixels]
+                .iter()
+                .map(|&p| p as f32 / 255.0)
+                .collect();
+            (image, label_raw[i])
+        })
+        .collect()
+}
+
+fn main() {
+    let args = Args::parse();
+
+    println!("Loading MNIST...");
+    let train_items = load_mnist_items("mnist.npz", 55_000);
+    let dev_items = load_mnist_items("mnist.npz", 5_000);
+    let test_items = load_mnist_items("mnist.npz", 10_000);
+
+    println!("Train: {}, Dev: {}, Test: {}", train_items.len(), dev_items.len(), test_items.len());
+    println!("Args: {:?}", args);
 }
diff --git a/hod_2/src/model.rs b/hod_2/src/model.rs
new file mode 100644
index 0000000..5385c93
--- /dev/null
+++ b/hod_2/src/model.rs
@@ -0,0 +1,64 @@
+use burn::tensor::{backend::Backend, Tensor};
+use rand::{rngs::StdRng, SeedableRng};
+use rand_distr::{Distribution, Normal};
+
+/// Manual neural network parameters for SGD backpropagation.
+/// No nn.Linear — just raw tensors to match the Python exercise.
+pub struct Parameters<B: Backend> {
+    /// First layer weights: [784, hidden_layer_size]
+    pub w1: Tensor<B, 2>,
+    /// First layer biases: [hidden_layer_size]
+    pub b1: Tensor<B, 1>,
+    /// Second layer weights: [hidden_layer_size, 10]
+    pub w2: Tensor<B, 2>,
+    /// Second layer biases: [10]
+    pub b2: Tensor<B, 1>,
+}
+
+impl<B: Backend> Parameters<B> {
+    /// Initialize parameters with given hidden size and random seed.
+    /// Weights: randn * 0.1, Biases: zeros
+    pub fn new(device: &B::Device, hidden_size: usize, seed: u64) -> Self {
+        let w1 = random_tensor([784, hidden_size], 0.1, seed, device);
+        let b1 = Tensor::zeros([hidden_size], device);
+
+        let w2 = random_tensor([hidden_size, 10], 0.1, seed.wrapping_add(1), device);
+        let b2 = Tensor::zeros([10], device);
+
+        Self { w1, b1, w2, b2 }
+    }
+
+    /// Get all parameters as a vector for gradient updates.
+    /// Order: w1, b1, w2, b2
+    pub fn to_vec(&self) -> Vec<ParamRef<B>> {
+        vec![
+            ParamRef::TwoD(self.w1.clone()),
+            ParamRef::OneD(self.b1.clone()),
+            ParamRef::TwoD(self.w2.clone()),
+            ParamRef::OneD(self.b2.clone()),
+        ]
+    }
+}
+
+/// Helper enum to handle 1D and 2D parameters uniformly.
+pub enum ParamRef<B: Backend> {
+    OneD(Tensor<B, 1>),
+    TwoD(Tensor<B, 2>),
+}
+
+/// Create a random tensor with normal distribution, scaled by std_dev.
+fn random_tensor<B: Backend, const D: usize>(
+    shape: [usize; D],
+    std_dev: f64,
+    seed: u64,
+    device: &B::Device,
+) -> Tensor<B, D> {
+
+    let dist = Normal::new(0.0, std_dev).unwrap();
+    let mut rng = StdRng::seed_from_u64(seed);
+
+    let total: usize = shape.iter().product();
+    let data: Vec<f64> = (0..total).map(|_| dist.sample(&mut rng)).collect();
+
+    Tensor::from_floats(burn::tensor::TensorData::new(data, shape), device)
+}