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+checksum = "ae137229bcbd6cdf0f7b80a31df61766145077ddf49416a728b02cb3921ff3fc"
+dependencies = [
+ "windows-link",
+]
+
+[[package]]
+name = "wit-bindgen"
+version = "0.46.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f17a85883d4e6d00e8a97c586de764dabcc06133f7f1d55dce5cdc070ad7fe59"
diff --git a/Cargo.toml b/Cargo.toml
new file mode 100644
index 0000000..d612cf5
--- /dev/null
+++ b/Cargo.toml
@@ -0,0 +1,3 @@
+[workspace]
+members = ["crates/core", "crates/tui"]
+resolver = "3"
diff --git a/Makefile b/Makefile
index e5e9da9..6e13ffc 100644
--- a/Makefile
+++ b/Makefile
@@ -18,7 +18,7 @@ play: output.raw
 	aplay -c1 -r 48000 -f s32 output.raw
 
 visualize: input.raw output.raw magnitude.raw outmagnitude.raw
-	python3 visualize.py input.raw output.raw magnitude.raw outmagnitude.raw
+	PYTHONPATH=python python3 -m audionoise.visualize input.raw output.raw magnitude.raw outmagnitude.raw
 
 %.raw: %.mp3
 	ffmpeg -y -v fatal -i $< -f s32le -ar 48000 -ac 1 $@
diff --git a/USAGE.md b/USAGE.md
new file mode 100644
index 0000000..8214d64
--- /dev/null
+++ b/USAGE.md
@@ -0,0 +1,27 @@
+# Usage
+
+## uv as a python package manager
+To install uv, you can use the standalone installer by running the command `curl -LsSf https://astral.sh/uv/install.sh | sh` on macOS or Linux, or `powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | iex"` on Windows. Alternatively, you can install it using package managers like Homebrew or pip.
+
+## Raw audio format
+- int32 little-endian (`s32le`), mono
+- default sample rate: 48000 Hz
+
+## Makefile quickstart
+- `make input.raw` converts `BassForLinus.mp3` to raw audio
+- `make output.raw` runs the default effect chain (`convert` + `echo`)
+- `make visualize` launches the Python visualizer on input/output and magnitudes
+- `make play` plays `output.raw` via `aplay`
+- `make flanger|echo|fm|phaser|discont` runs a specific effect and plays it
+
+## Python visualizer
+- `PYTHONPATH=python python3 -m audionoise.visualize input.raw output.raw magnitude.raw outmagnitude.raw`
+- Rust helpers are optional; if installed, the visualizer uses Rust autoscale/decimation
+
+## TUI waveform viewer
+- `cargo run -p audionoise-tui -- input.raw output.raw --rate 48000`
+- keys: `q` quit, `left/right` or `h/l` pan, `z/x` zoom, `+/-` fine zoom, `g/G` jump start/end
+
+## Rust/Python bindings
+- `uv sync -U` builds and installs the extension into the active venv
+- `uv run python -c "import audionoise; print(audionoise.autoscale_symmetric(-0.2, 0.5))"`
diff --git a/crates/core/Cargo.toml b/crates/core/Cargo.toml
new file mode 100644
index 0000000..fec689f
--- /dev/null
+++ b/crates/core/Cargo.toml
@@ -0,0 +1,26 @@
+[package]
+name = "audionoise"
+version = "0.1.0"
+edition = "2024"
+
+[lib]
+name = "_core"
+# "cdylib" is necessary to produce a shared library for Python to import from.
+crate-type = ["rlib", "cdylib"]
+
+[features]
+default = []
+python = ["pyo3", "numpy"]
+
+[dependencies]
+# Raw audio IO
+memmap2 = "0.9"
+bytemuck = "1.24"
+
+# "extension-module" tells pyo3 we want to build an extension module (skips linking against libpython.so)
+# "abi3-py310" tells pyo3 (and maturin) to build using the stable ABI with minimum Python version 3.10
+pyo3 = { version = "0.27", features = [
+    "extension-module",
+    "abi3-py310",
+], optional = true }
+numpy = { version = "0.27", optional = true }
diff --git a/crates/core/src/effects.rs b/crates/core/src/effects.rs
new file mode 100644
index 0000000..24eff08
--- /dev/null
+++ b/crates/core/src/effects.rs
@@ -0,0 +1,100 @@
+use crate::math::clip;
+
+pub trait Effect: Send {
+    fn process(&mut self, input: f32) -> f32;
+}
+
+#[derive(Debug, Clone, Copy)]
+pub struct Gain {
+    gain: f32,
+}
+
+impl Gain {
+    pub fn new(gain: f32) -> Self {
+        Self { gain }
+    }
+
+    pub fn gain(&self) -> f32 {
+        self.gain
+    }
+
+    pub fn set_gain(&mut self, gain: f32) {
+        self.gain = gain;
+    }
+}
+
+impl Effect for Gain {
+    fn process(&mut self, input: f32) -> f32 {
+        input * self.gain
+    }
+}
+
+#[derive(Debug, Clone, Copy)]
+pub struct Clip {
+    min: f32,
+    max: f32,
+}
+
+impl Clip {
+    pub fn new(min: f32, max: f32) -> Self {
+        Self { min, max }
+    }
+
+    pub fn set_limits(&mut self, min: f32, max: f32) {
+        self.min = min;
+        self.max = max;
+    }
+}
+
+impl Effect for Clip {
+    fn process(&mut self, input: f32) -> f32 {
+        clip(input, self.min, self.max)
+    }
+}
+
+pub struct Chain {
+    effects: Vec<Box<dyn Effect>>,
+}
+
+impl Chain {
+    pub fn new() -> Self {
+        Self {
+            effects: Vec::new(),
+        }
+    }
+
+    pub fn push<E: Effect + 'static>(&mut self, effect: E) {
+        self.effects.push(Box::new(effect));
+    }
+
+    pub fn clear(&mut self) {
+        self.effects.clear();
+    }
+
+    pub fn is_empty(&self) -> bool {
+        self.effects.is_empty()
+    }
+
+    pub fn len(&self) -> usize {
+        self.effects.len()
+    }
+
+    pub fn process(&mut self, mut input: f32) -> f32 {
+        for effect in &mut self.effects {
+            input = effect.process(input);
+        }
+        input
+    }
+
+    pub fn process_buffer(&mut self, buffer: &mut [f32]) {
+        for sample in buffer {
+            *sample = self.process(*sample);
+        }
+    }
+}
+
+impl Default for Chain {
+    fn default() -> Self {
+        Self::new()
+    }
+}
diff --git a/crates/core/src/lib.rs b/crates/core/src/lib.rs
new file mode 100644
index 0000000..e8cc430
--- /dev/null
+++ b/crates/core/src/lib.rs
@@ -0,0 +1,7 @@
+pub mod effects;
+pub mod math;
+pub mod raw;
+pub mod waveform;
+
+#[cfg(feature = "python")]
+mod python;
diff --git a/crates/core/src/math.rs b/crates/core/src/math.rs
new file mode 100644
index 0000000..a6f48df
--- /dev/null
+++ b/crates/core/src/math.rs
@@ -0,0 +1,80 @@
+use std::f32;
+
+pub const I32_SCALE: f32 = 1.0 / 2147483648.0;
+
+pub fn i32_to_f32(sample: i32) -> f32 {
+    sample as f32 * I32_SCALE
+}
+
+pub fn clip(value: f32, min: f32, max: f32) -> f32 {
+    value.clamp(min, max)
+}
+
+pub fn peak(samples: &[f32]) -> f32 {
+    samples.iter().map(|value| value.abs()).fold(0.0, f32::max)
+}
+
+pub fn rms(samples: &[f32]) -> f32 {
+    if samples.is_empty() {
+        return 0.0;
+    }
+
+    let sum = samples.iter().map(|value| value * value).sum::<f32>();
+    (sum / samples.len() as f32).sqrt()
+}
+
+pub fn dbfs(value: f32) -> f32 {
+    let value = value.abs();
+    if value <= 0.0 {
+        return f32::NEG_INFINITY;
+    }
+    20.0 * value.log10()
+}
+
+pub fn normalize_to_peak(samples: &mut [f32], target_peak: f32) -> f32 {
+    if samples.is_empty() || target_peak <= 0.0 {
+        return 0.0;
+    }
+
+    let current_peak = peak(samples);
+    if current_peak <= 0.0 {
+        return 0.0;
+    }
+
+    let gain = target_peak / current_peak;
+    for sample in samples {
+        *sample *= gain;
+    }
+    gain
+}
+
+pub fn autoscale_symmetric(min_y: f32, max_y: f32) -> (f32, f32) {
+    if !min_y.is_finite() || !max_y.is_finite() {
+        return (-1.0, 1.0);
+    }
+
+    let mut max_val = min_y.abs().max(max_y.abs());
+    if max_val < 1e-6 {
+        max_val = 0.01;
+    } else {
+        max_val *= 1.05;
+    }
+
+    (-max_val, max_val)
+}
+
+pub fn windowed_rms(samples: &[f32], window: usize) -> Vec<f32> {
+    if window == 0 {
+        return Vec::new();
+    }
+
+    samples.chunks(window).map(|chunk| rms(chunk)).collect()
+}
+
+pub fn windowed_peak(samples: &[f32], window: usize) -> Vec<f32> {
+    if window == 0 {
+        return Vec::new();
+    }
+
+    samples.chunks(window).map(|chunk| peak(chunk)).collect()
+}
diff --git a/crates/core/src/python.rs b/crates/core/src/python.rs
new file mode 100644
index 0000000..b044e88
--- /dev/null
+++ b/crates/core/src/python.rs
@@ -0,0 +1,72 @@
+use numpy::PyReadonlyArray1;
+use pyo3::prelude::*;
+
+use crate::math;
+use crate::waveform;
+
+#[pyfunction]
+fn dbfs(value: f32) -> f32 {
+    math::dbfs(value)
+}
+
+#[pyfunction]
+fn rms(samples: Vec<f32>) -> f32 {
+    math::rms(&samples)
+}
+
+#[pyfunction]
+fn peak(samples: Vec<f32>) -> f32 {
+    math::peak(&samples)
+}
+
+#[pyfunction]
+fn windowed_rms(samples: Vec<f32>, window: usize) -> Vec<f32> {
+    math::windowed_rms(&samples, window)
+}
+
+#[pyfunction]
+fn windowed_peak(samples: Vec<f32>, window: usize) -> Vec<f32> {
+    math::windowed_peak(&samples, window)
+}
+
+#[pyfunction]
+fn autoscale_symmetric(min_y: f32, max_y: f32) -> (f32, f32) {
+    math::autoscale_symmetric(min_y, max_y)
+}
+
+#[pyfunction]
+fn bucket_min_max_i32(samples: Vec<i32>, buckets: usize) -> Vec<(f32, f32, bool)> {
+    waveform::bucket_min_max_i32(&samples, 0, samples.len(), buckets)
+        .into_iter()
+        .map(|bucket| (bucket.min, bucket.max, bucket.has_data))
+        .collect()
+}
+
+#[pyfunction]
+fn bucket_min_max_i32_np(
+    samples: PyReadonlyArray1<i32>,
+    start: usize,
+    end: usize,
+    buckets: usize,
+) -> PyResult<Vec<(f32, f32, bool)>> {
+    let slice = samples.as_slice()?;
+    Ok(waveform::bucket_min_max_i32(slice, start, end, buckets)
+        .into_iter()
+        .map(|bucket| (bucket.min, bucket.max, bucket.has_data))
+        .collect())
+}
+
+/// A Python module implemented in Rust. The name of this module must match
+/// the `lib.name` setting in the `Cargo.toml`.
+#[pymodule]
+fn _core(m: &Bound<'_, PyModule>) -> PyResult<()> {
+    m.add_function(wrap_pyfunction!(dbfs, m)?)?;
+    m.add_function(wrap_pyfunction!(rms, m)?)?;
+    m.add_function(wrap_pyfunction!(peak, m)?)?;
+    m.add_function(wrap_pyfunction!(windowed_rms, m)?)?;
+    m.add_function(wrap_pyfunction!(windowed_peak, m)?)?;
+    m.add_function(wrap_pyfunction!(autoscale_symmetric, m)?)?;
+    m.add_function(wrap_pyfunction!(bucket_min_max_i32, m)?)?;
+    m.add_function(wrap_pyfunction!(bucket_min_max_i32_np, m)?)?;
+    Ok(())
+}
diff --git a/crates/core/src/raw.rs b/crates/core/src/raw.rs
new file mode 100644
index 0000000..e359afe
--- /dev/null
+++ b/crates/core/src/raw.rs
@@ -0,0 +1,73 @@
+use std::fs::File;
+use std::io;
+use std::path::{Path, PathBuf};
+
+use bytemuck::cast_slice;
+use memmap2::{Mmap, MmapOptions};
+
+pub const BYTES_PER_SAMPLE: usize = 4;
+
+pub struct RawAudioFile {
+    path: PathBuf,
+    name: String,
+    mmap: Mmap,
+    samples: usize,
+}
+
+impl RawAudioFile {
+    pub fn open(path: &Path) -> io::Result<Self> {
+        let file = File::open(path)?;
+        let mmap = unsafe { MmapOptions::new().map(&file)? };
+
+        if mmap.len() % BYTES_PER_SAMPLE != 0 {
+            return Err(io::Error::new(
+                io::ErrorKind::InvalidData,
+                format!("file size is not aligned to {BYTES_PER_SAMPLE} bytes"),
+            ));
+        }
+
+        let samples = mmap.len() / BYTES_PER_SAMPLE;
+        if samples == 0 {
+            return Err(io::Error::new(
+                io::ErrorKind::InvalidData,
+                "empty or short file",
+            ));
+        }
+
+        let name = path
+            .file_name()
+            .map(|name| name.to_string_lossy().to_string())
+            .unwrap_or_else(|| path.display().to_string());
+
+        Ok(Self {
+            path: path.to_path_buf(),
+            name,
+            mmap,
+            samples,
+        })
+    }
+
+    pub fn name(&self) -> &str {
+        &self.name
+    }
+
+    pub fn path(&self) -> &Path {
+        &self.path
+    }
+
+    pub fn len_samples(&self) -> usize {
+        self.samples
+    }
+
+    pub fn samples(&self) -> &[i32] {
+        let bytes = &self.mmap[..self.samples * BYTES_PER_SAMPLE];
+        cast_slice(bytes)
+    }
+
+    pub fn duration_sec(&self, rate: u32) -> f64 {
+        if rate == 0 {
+            return 0.0;
+        }
+        self.samples as f64 / rate as f64
+    }
+}
diff --git a/crates/core/src/waveform.rs b/crates/core/src/waveform.rs
new file mode 100644
index 0000000..809fe3d
--- /dev/null
+++ b/crates/core/src/waveform.rs
@@ -0,0 +1,80 @@
+use crate::math::i32_to_f32;
+
+#[derive(Clone, Copy, Debug, Default)]
+pub struct MinMax {
+    pub min: f32,
+    pub max: f32,
+    pub has_data: bool,
+}
+
+pub fn range_min_max_i32(samples: &[i32], start: usize, end: usize) -> Option<(f32, f32)> {
+    let end = end.min(samples.len());
+    if start >= end {
+        return None;
+    }
+
+    let mut min_y = f32::INFINITY;
+    let mut max_y = f32::NEG_INFINITY;
+
+    for &sample in &samples[start..end] {
+        let value = i32_to_f32(sample);
+        min_y = min_y.min(value);
+        max_y = max_y.max(value);
+    }
+
+    if !min_y.is_finite() || !max_y.is_finite() {
+        return None;
+    }
+
+    Some((min_y, max_y))
+}
+
+pub fn bucket_min_max_i32(
+    samples: &[i32],
+    start: usize,
+    end: usize,
+    buckets: usize,
+) -> Vec<MinMax> {
+    if buckets == 0 {
+        return Vec::new();
+    }
+
+    let end = end.min(samples.len());
+    if start >= end {
+        return vec![MinMax::default(); buckets];
+    }
+
+    let len = end - start;
+    let mut out = Vec::with_capacity(buckets);
+
+    for bucket in 0..buckets {
+        let bucket_start = start + (len * bucket) / buckets;
+        let bucket_end = start + (len * (bucket + 1)) / buckets;
+
+        if bucket_start >= bucket_end {
+            out.push(MinMax::default());
+            continue;
+        }
+
+        let mut min_y = f32::INFINITY;
+        let mut max_y = f32::NEG_INFINITY;
+
+        for &sample in &samples[bucket_start..bucket_end] {
+            let value = i32_to_f32(sample);
+            min_y = min_y.min(value);
+            max_y = max_y.max(value);
+        }
+
+        if !min_y.is_finite() || !max_y.is_finite() {
+            out.push(MinMax::default());
+        } else {
+            out.push(MinMax {
+                min: min_y,
+                max: max_y,
+                has_data: true,
+            });
+        }
+    }
+
+    out
+}
diff --git a/crates/tui/Cargo.toml b/crates/tui/Cargo.toml
new file mode 100644
index 0000000..90ea915
--- /dev/null
+++ b/crates/tui/Cargo.toml
@@ -0,0 +1,10 @@
+[package]
+name = "audionoise-tui"
+version = "0.1.0"
+edition = "2024"
+
+[dependencies]
+_core = { package = "audionoise", path = "../core" }
+ratatui = "0.30"
+crossterm = "0.29"
+clap = { version = "4.5", features = ["derive"] }
diff --git a/crates/tui/src/main.rs b/crates/tui/src/main.rs
new file mode 100644
index 0000000..4f04c4b
--- /dev/null
+++ b/crates/tui/src/main.rs
@@ -0,0 +1,437 @@
+use std::io;
+use std::path::PathBuf;
+use std::time::Duration;
+
+use _core::{math, raw::RawAudioFile, waveform};
+use clap::Parser;
+use crossterm::{
+    event::{self, Event, KeyCode, KeyEventKind},
+    execute,
+    terminal::{EnterAlternateScreen, LeaveAlternateScreen, disable_raw_mode, enable_raw_mode},
+};
+use ratatui::prelude::Frame;
+use ratatui::{
+    Terminal,
+    backend::CrosstermBackend,
+    buffer::Buffer,
+    layout::{Constraint, Direction, Layout, Rect},
+    style::{Color, Modifier, Style},
+    text::{Line, Span, Text},
+    widgets::{Block, Borders, Paragraph, Widget},
+};
+
+// --- Constants ---
+const INITIAL_WINDOW_SEC: f64 = 2.0;
+const DEFAULT_MAX_WIDTH_SEC: f64 = 2.0;
+const DEFAULT_MIN_ZOOM_SAMPLES: usize = 100;
+
+#[derive(Parser, Debug)]
+#[command(
+    name = "audionoise-tui",
+    about = "Terminal waveform viewer for int32 raw audio"
+)]
+struct Args {
+    #[arg(value_name = "FILE", required = true)]
+    files: Vec<PathBuf>,
+    #[arg(long, default_value_t = 48000)]
+    rate: u32,
+    #[arg(long, default_value_t = DEFAULT_MIN_ZOOM_SAMPLES)]
+    min_zoom_samples: usize,
+    #[arg(long, default_value_t = DEFAULT_MAX_WIDTH_SEC)]
+    max_width_sec: f64,
+}
+
+struct App {
+    files: Vec<RawAudioFile>,
+    styles: Vec<Style>,
+    rate: u32,
+    min_width_sec: f64,
+    max_width_sec: f64,
+    duration_sec: f64,
+    start_time: f64,
+    window_width: f64,
+}
+
+impl App {
+    fn new(args: Args) -> io::Result<Self> {
+        if args.rate == 0 {
+            return Err(io::Error::new(
+                io::ErrorKind::InvalidInput,
+                "sample rate must be > 0",
+            ));
+        }
+
+        let mut files = Vec::new();
+        let mut max_samples = 0usize;
+
+        // Load files
+        for path in &args.files {
+            match RawAudioFile::open(path) {
+                Ok(file) => {
+                    max_samples = max_samples.max(file.len_samples());
+                    files.push(file);
+                }
+                Err(err) => {
+                    eprintln!("Skipping {}: {}", path.display(), err);
+                }
+            }
+        }
+
+        if files.is_empty() {
+            return Err(io::Error::new(
+                io::ErrorKind::NotFound,
+                "no readable audio files",
+            ));
+        }
+
+        // Derived view limits
+        let duration_sec = max_samples as f64 / args.rate as f64;
+        let max_width_sec = args.max_width_sec.min(duration_sec.max(0.0));
+        let min_width_sec = (args.min_zoom_samples as f64 / args.rate as f64).min(max_width_sec);
+
+        let window_width = if max_width_sec == 0.0 {
+            0.0
+        } else {
+            INITIAL_WINDOW_SEC.clamp(min_width_sec, max_width_sec)
+        };
+
+        let styles = build_styles(files.len());
+
+        Ok(Self {
+            files,
+            styles,
+            rate: args.rate,
+            min_width_sec,
+            max_width_sec,
+            duration_sec,
+            start_time: 0.0,
+            window_width,
+        })
+    }
+
+    fn view_samples(&self) -> (usize, usize) {
+        let start = (self.start_time * self.rate as f64).floor().max(0.0) as usize;
+        let end = ((self.start_time + self.window_width) * self.rate as f64).ceil() as usize;
+        (start, end)
+    }
+
+    fn max_start_time(&self) -> f64 {
+        (self.duration_sec - self.window_width).max(0.0)
+    }
+
+    fn pan_fraction(&mut self, fraction: f64) {
+        let delta = self.window_width * fraction;
+        self.start_time = (self.start_time + delta).clamp(0.0, self.max_start_time());
+    }
+
+    fn zoom(&mut self, factor: f64) {
+        let center = self.start_time + self.window_width / 2.0;
+        let min_width = self.min_width_sec.min(self.max_width_sec);
+        let max_width = self.max_width_sec.max(min_width);
+        let new_width = (self.window_width * factor).clamp(min_width, max_width);
+        let max_start = (self.duration_sec - new_width).max(0.0);
+        let new_start = (center - new_width / 2.0).clamp(0.0, max_start);
+
+        self.window_width = new_width;
+        self.start_time = new_start;
+    }
+
+    fn jump_start(&mut self) {
+        self.start_time = 0.0;
+    }
+
+    fn jump_end(&mut self) {
+        self.start_time = self.max_start_time();
+    }
+
+    fn y_range(&self) -> (f32, f32) {
+        // Scan the visible window to auto-scale the Y axis.
+        let (start, end) = self.view_samples();
+        let mut min_y = f32::INFINITY;
+        let mut max_y = f32::NEG_INFINITY;
+
+        for file in &self.files {
+            if let Some((local_min, local_max)) =
+                waveform::range_min_max_i32(file.samples(), start, end)
+            {
+                min_y = min_y.min(local_min);
+                max_y = max_y.max(local_max);
+            }
+        }
+
+        math::autoscale_symmetric(min_y, max_y)
+    }
+}
+
+struct Waveform<'a> {
+    files: &'a [RawAudioFile],
+    styles: &'a [Style],
+    rate: u32,
+    start_time: f64,
+    window_width: f64,
+    y_min: f32,
+    y_max: f32,
+}
+
+impl<'a> Waveform<'a> {
+    fn new(app: &'a App, y_min: f32, y_max: f32) -> Self {
+        Self {
+            files: &app.files,
+            styles: &app.styles,
+            rate: app.rate,
+            start_time: app.start_time,
+            window_width: app.window_width,
+            y_min,
+            y_max,
+        }
+    }
+}
+
+impl Widget for Waveform<'_> {
+    fn render(self, area: Rect, buf: &mut Buffer) {
+        if area.width == 0 || area.height == 0 {
+            return;
+        }
+
+        let cols = area.width as usize;
+        let rows = area.height as usize;
+
+        // Clear the drawing area.
+        for y in 0..rows {
+            for x in 0..cols {
+                if let Some(cell) = buf.cell_mut((area.x + x as u16, area.y + y as u16)) {
+                    cell.set_char(' ');
+                }
+            }
+        }
+
+        // Convert the visible time window into sample indices.
+        let start_sample = (self.start_time * self.rate as f64).floor().max(0.0) as usize;
+        let end_sample = ((self.start_time + self.window_width) * self.rate as f64).ceil() as usize;
+
+        // Draw a horizontal zero line when it intersects the view.
+        if self.y_min < 0.0 && self.y_max > 0.0 {
+            let zero_row = y_to_row(0.0, self.y_min, self.y_max, rows);
+            for col in 0..cols {
+                if let Some(cell) = buf.cell_mut((area.x + col as u16, area.y + zero_row as u16)) {
+                    cell.set_char('-');
+                    cell.set_style(Style::default().fg(Color::DarkGray));
+                }
+            }
+        }
+
+        // Per column, collapse samples to min/max for a stable waveform view.
+        for (idx, file) in self.files.iter().enumerate() {
+            let style = self.styles.get(idx).copied().unwrap_or_default();
+            let samples = file.samples();
+
+            if start_sample >= samples.len() {
+                continue;
+            }
+
+            let file_end = end_sample.min(samples.len());
+            let buckets = waveform::bucket_min_max_i32(samples, start_sample, file_end, cols);
+
+            for (col, bucket) in buckets.into_iter().enumerate() {
+                if !bucket.has_data {
+                    continue;
+                }
+
+                let top = y_to_row(bucket.max, self.y_min, self.y_max, rows);
+                let bottom = y_to_row(bucket.min, self.y_min, self.y_max, rows);
+                let (top, bottom) = if top <= bottom {
+                    (top, bottom)
+                } else {
+                    (bottom, top)
+                };
+                let x = area.x + col as u16;
+
+                for row in top..=bottom {
+                    if let Some(cell) = buf.cell_mut((x, area.y + row as u16)) {
+                        cell.set_char('|');
+                        cell.set_style(style);
+                    }
+                }
+            }
+        }
+    }
+}
+
+fn y_to_row(y: f32, y_min: f32, y_max: f32, rows: usize) -> usize {
+    if rows == 0 || y_max <= y_min {
+        return 0;
+    }
+    let t = ((y - y_min) / (y_max - y_min)).clamp(0.0, 1.0);
+    let row = ((1.0 - t) * (rows as f32 - 1.0)).round() as usize;
+    row.min(rows - 1)
+}
+
+fn build_styles(count: usize) -> Vec<Style> {
+    let palette = [
+        Color::Cyan,
+        Color::Yellow,
+        Color::Green,
+        Color::Magenta,
+        Color::Red,
+        Color::Blue,
+    ];
+    (0..count)
+        .map(|idx| Style::default().fg(palette[idx % palette.len()]))
+        .collect()
+}
+
+fn main() -> Result<(), Box<dyn std::error::Error + Send + Sync + 'static>> {
+    let args = Args::parse();
+    let app = App::new(args)?;
+
+    enable_raw_mode()?;
+    let mut stdout = io::stdout();
+    execute!(stdout, EnterAlternateScreen)?;
+
+    let backend = CrosstermBackend::new(stdout);
+    let mut terminal = Terminal::new(backend)?;
+
+    let res = run(&mut terminal, app);
+
+    disable_raw_mode()?;
+    execute!(terminal.backend_mut(), LeaveAlternateScreen)?;
+    terminal
+        .show_cursor()
+        .map_err(|e| io::Error::new(io::ErrorKind::Other, e.to_string()))?;
+
+    res
+}
+
+fn run<B: ratatui::prelude::Backend>(
+    terminal: &mut Terminal<B>,
+    mut app: App,
+) -> Result<(), Box<dyn std::error::Error + Send + Sync + 'static>> {
+    loop {
+        terminal
+            .draw(|frame| ui(frame, &app))
+            .map_err(|e| io::Error::new(io::ErrorKind::Other, e.to_string()))?;
+
+        // Poll for input with a short timeout to keep the UI responsive.
+        if event::poll(Duration::from_millis(50))? {
+            if let Event::Key(key) = event::read()? {
+                if key.kind != KeyEventKind::Press {
+                    continue;
+                }
+                match key.code {
+                    KeyCode::Char('q') => break,                                   // Quit
+                    KeyCode::Left | KeyCode::Char('h') => app.pan_fraction(-0.25), // Pan left
+                    KeyCode::Right | KeyCode::Char('l') => app.pan_fraction(0.25), // Pan right
+                    KeyCode::PageDown | KeyCode::Char('z') => app.zoom(0.5), // Zoom in (0.5x width)
+                    KeyCode::PageUp | KeyCode::Char('x') => app.zoom(2.0),   // Zoom out (2x width)
+                    KeyCode::Char('+') => app.zoom(0.8),                     // Fine zoom in
+                    KeyCode::Char('-') => app.zoom(1.25),                    // Fine zoom out
+                    KeyCode::Home | KeyCode::Char('g') => app.jump_start(),  // Jump to start
+                    KeyCode::End | KeyCode::Char('G') => app.jump_end(),     // Jump to end
+                    _ => {}
+                }
+            }
+        }
+    }
+
+    Ok(())
+}
+
+fn ui(frame: &mut Frame, app: &App) {
+    // Layout: status (1 row), waveform (flex), footer (2 rows).
+    let layout = Layout::default()
+        .direction(Direction::Vertical)
+        .constraints([
+            Constraint::Length(1),
+            Constraint::Min(5),
+            Constraint::Length(2),
+        ])
+        .split(frame.area());
+
+    render_status(frame, layout[0], app);
+    render_waveform(frame, layout[1], app);
+    render_footer(frame, layout[2], app);
+}
+
+fn render_status(frame: &mut Frame, area: Rect, app: &App) {
+    let mut spans = Vec::new();
+    spans.push(Span::styled(
+        "AudioNoise TUI",
+        Style::default().add_modifier(Modifier::BOLD),
+    ));
+    spans.push(Span::raw("  "));
+    spans.push(Span::raw(format!("{} Hz", app.rate)));
+    spans.push(Span::raw("  "));
+    spans.push(Span::raw(format!(
+        "{:.2}-{:.2}s / {:.2}s",
+        app.start_time,
+        app.start_time + app.window_width,
+        app.duration_sec
+    )));
+    spans.push(Span::raw("  "));
+    spans.push(Span::raw("files: "));
+
+    for (idx, file) in app.files.iter().enumerate() {
+        if idx > 0 {
+            spans.push(Span::raw(", "));
+        }
+        let style = app.styles.get(idx).copied().unwrap_or_default();
+        spans.push(Span::styled(file.name(), style));
+    }
+
+    let line = Line::from(spans);
+    let paragraph = Paragraph::new(line);
+    frame.render_widget(paragraph, area);
+}
+
+fn render_waveform(frame: &mut Frame, area: Rect, app: &App) {
+    let block = Block::default().title("Waveform").borders(Borders::ALL);
+    let inner = block.inner(area);
+    frame.render_widget(block, area);
+
+    let (y_min, y_max) = app.y_range();
+    frame.render_widget(Waveform::new(app, y_min, y_max), inner);
+}
+
+fn render_footer(frame: &mut Frame, area: Rect, app: &App) {
+    let slider = slider_line(
+        area.width as usize,
+        app.start_time,
+        app.window_width,
+        app.duration_sec,
+    );
+    // Footer: slider line and help text.
+    let help = "q quit | <-/h pan | ->/l pan | PgUp/z zoom in | PgDn/x zoom out | +/- fine zoom | g/G start/end";
+    let text = Text::from(vec![Line::from(slider), Line::from(help)]);
+    let paragraph = Paragraph::new(text);
+    frame.render_widget(paragraph, area);
+}
+
+fn slider_line(width: usize, start: f64, window: f64, duration: f64) -> String {
+    if width == 0 {
+        return String::new();
+    }
+    if duration <= 0.0 {
+        return "no data".to_string();
+    }
+
+    // Render an ASCII slider showing the visible window within the full duration.
+    let mut chars = vec!['-'; width];
+    let end = (start + window).min(duration);
+    let max_idx = (width - 1) as f64;
+    let start_idx = ((start / duration) * max_idx).round() as usize;
+    let end_idx = ((end / duration) * max_idx).round() as usize;
+
+    let (left, right) = if start_idx <= end_idx {
+        (start_idx, end_idx)
+    } else {
+        (end_idx, start_idx)
+    };
+
+    for idx in left..=right {
+        chars[idx] = '=';
+    }
+    chars[left] = '|';
+    chars[right] = '|';
+
+    chars.into_iter().collect()
+}
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..670284e
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,31 @@
+[project]
+name = "audionoise"
+version = "0.1.0"
+description = "Guitar Pedal tools + visualisation"
+readme = "README.md"
+requires-python = ">=3.10"
+dependencies = [
+    "matplotlib>=3.10.8",
+    "numpy>=2.2.6",
+]
+
+[tool.maturin]
+module-name = "audionoise._core"
+manifest-path = "crates/core/Cargo.toml"
+python-packages = ["audionoise"]
+python-source = "python"
+features = ["python"]
+
+[tool.uv]
+cache-keys = [
+    { file = "pyproject.toml" },
+    { file = "crates/**/Cargo.toml" },
+    { file = "crates/**/src/**/*.rs" },
+    { file = "python/**/*.py" },
+    { file = "Cargo.toml" },
+    { file = "Cargo.lock" },
+]
+
+[build-system]
+requires = ["maturin>=1.0,<2.0"]
+build-backend = "maturin"
diff --git a/python/audionoise/__init__.py b/python/audionoise/__init__.py
new file mode 100644
index 0000000..33211c5
--- /dev/null
+++ b/python/audionoise/__init__.py
@@ -0,0 +1,21 @@
+from audionoise._core import (
+    autoscale_symmetric,
+    bucket_min_max_i32,
+    bucket_min_max_i32_np,
+    dbfs,
+    peak,
+    rms,
+    windowed_peak,
+    windowed_rms,
+)
+
+__all__ = [
+    "autoscale_symmetric",
+    "bucket_min_max_i32",
+    "bucket_min_max_i32_np",
+    "dbfs",
+    "peak",
+    "rms",
+    "windowed_peak",
+    "windowed_rms",
+]
diff --git a/python/audionoise/_core.pyi b/python/audionoise/_core.pyi
new file mode 100644
index 0000000..b0d8a2f
--- /dev/null
+++ b/python/audionoise/_core.pyi
@@ -0,0 +1,17 @@
+from typing import Any
+
+import numpy
+
+def dbfs(value: float) -> float: ...
+def rms(samples: list[float]) -> float: ...
+def peak(samples: list[float]) -> float: ...
+def windowed_rms(samples: list[float], window: int) -> list[float]: ...
+def windowed_peak(samples: list[float], window: int) -> list[float]: ...
+def autoscale_symmetric(min_y: float, max_y: float) -> tuple[float, float]: ...
+def bucket_min_max_i32(samples: list[int], buckets: int) -> list[tuple[float, float, bool]]: ...
+def bucket_min_max_i32_np(
+    samples: numpy.ndarray[Any, numpy.dtype[numpy.int32]],
+    start: int,
+    end: int,
+    buckets: int,
+) -> list[tuple[float, float, bool]]: ...
diff --git a/python/audionoise/py.typed b/python/audionoise/py.typed
new file mode 100644
index 0000000..e69de29
diff --git a/visualize.py b/python/audionoise/visualize.py
similarity index 60%
rename from visualize.py
rename to python/audionoise/visualize.py
index 2044b40..756a03d 100644
--- a/visualize.py
+++ b/python/audionoise/visualize.py
@@ -1,17 +1,28 @@
-import sys
-import numpy as np
-import matplotlib.pyplot as plt
-import matplotlib.ticker as ticker
-from matplotlib.widgets import Slider, RectangleSelector
-
-import os
 import argparse
+import os
+
+import matplotlib.pyplot as plt
+import numpy as np
+from matplotlib.backend_bases import MouseButton
+from matplotlib.collections import LineCollection
+from matplotlib.widgets import RectangleSelector, Slider
+
+# Optional Rust helpers (if the Python bindings are installed).
+try:
+    from audionoise import autoscale_symmetric as core_autoscale
+except Exception:
+    core_autoscale = None
+try:
+    from audionoise import bucket_min_max_i32_np as core_bucket_min_max
+except Exception:
+    core_bucket_min_max = None
 
 # --- Constants ---
 INITIAL_WINDOW_SEC = 2.0
 BYTES_PER_SAMPLE = 4
 MAX_WIDTH_SEC = 2.0  # Max zoom out
 
+
 class WaveformVisualizer:
     def __init__(self, filenames, rate, min_zoom_samples=100):
         self.rate = rate
@@ -22,6 +33,7 @@ def __init__(self, filenames, rate, min_zoom_samples=100):
 
         self.mapped_files = []
         self.lines = []
+        self.collections = []
         self.max_samples = 0
 
         # Load files
@@ -29,7 +41,7 @@ def __init__(self, filenames, rate, min_zoom_samples=100):
             try:
                 fsize = os.path.getsize(f)
                 samples = fsize // BYTES_PER_SAMPLE
-                mm = np.memmap(f, dtype=np.int32, mode='r', shape=(samples,))
+                mm = np.memmap(f, dtype=np.int32, mode="r", shape=(samples,))
                 self.mapped_files.append((mm, os.path.basename(f)))
                 self.max_samples = max(self.max_samples, samples)
             except Exception as e:
@@ -48,32 +60,38 @@ def setup_ui(self):
 
         # Create line objects
         for _, name in self.mapped_files:
-            line, = self.ax.plot([], [], linewidth=0.8, label=name)
+            (line,) = self.ax.plot([], [], linewidth=0.8, label=name)
             self.lines.append(line)
+            collection = LineCollection([], linewidths=0.8, colors=[line.get_color()])
+            collection.set_visible(False)
+            self.ax.add_collection(collection)
+            self.collections.append(collection)
 
-        self.ax.grid(True, which='both', linestyle=':', alpha=0.5)
+        self.ax.grid(True, which="both", linestyle=":", alpha=0.5)
         self.ax.set_xlabel("Time (s)")
         self.ax.set_ylabel("Amplitude")
-        self.ax.legend(loc='upper right', fontsize='x-small')
+        self.ax.legend(loc="upper right", fontsize="x-small")
 
         # Slider setup
-        ax_slider = plt.axes([0.15, 0.05, 0.7, 0.03])
-        self.slider = Slider(ax_slider, 'Time', 0, self.duration_sec, valinit=0)
+        ax_slider = plt.axes((0.15, 0.05, 0.7, 0.03))
+        self.slider = Slider(ax_slider, "Time", 0, self.duration_sec, valinit=0)
         self.slider.on_changed(self.update_slider)
 
         # Scroll Zoom setup
-        self.fig.canvas.mpl_connect('scroll_event', self.on_scroll)
-        self.fig.canvas.mpl_connect('key_press_event', self.on_key)
-        self.ax.callbacks.connect('xlim_changed', self.on_xlim_changed)
+        self.fig.canvas.mpl_connect("scroll_event", self.on_scroll)
+        self.fig.canvas.mpl_connect("key_press_event", self.on_key)
+        self.ax.callbacks.connect("xlim_changed", self.on_xlim_changed)
 
         # Custom Rectangle Selector
         self.rs = RectangleSelector(
-            self.ax, self.on_select,
+            self.ax,
+            self.on_select,
             useblit=True,
-            button=[1],  # Left mouse button
-            minspanx=5, minspany=5,
-            spancoords='pixels',
-            interactive=False
+            button=[MouseButton.LEFT],  # Left mouse button
+            minspanx=5,
+            minspany=5,
+            spancoords="pixels",
+            interactive=False,
         )
 
         # Initial View
@@ -91,45 +109,81 @@ def get_chunk(self, start_time, window_duration):
         global_min_y, global_max_y = 1e9, -1e9
         has_data = False
 
-        for line, (mm, _) in zip(self.lines, self.mapped_files):
+        bucket_count = max(1, int(self.ax.bbox.width))
+
+        for line, collection, (mm, _) in zip(self.lines, self.collections, self.mapped_files, strict=False):
             if start_sample >= mm.size:
                 line.set_data([], [])
+                collection.set_segments([])
+                collection.set_visible(False)
                 continue
 
             safe_end = min(end_sample, mm.size)
             if safe_end <= start_sample:
-                 line.set_data([], [])
-                 continue
+                line.set_data([], [])
+                collection.set_segments([])
+                collection.set_visible(False)
+                continue
 
             chunk = mm[start_sample:safe_end]
 
             if chunk.size > 0:
-                normalized = chunk.astype(np.float32) / 2147483648.0
-
-                # Precise time axis using arange
-                t_origin = start_sample / self.rate
-                t_axis = np.arange(chunk.size) / self.rate + t_origin
-
-                line.set_data(t_axis, normalized)
-
-                # Show markers if zoomed in enough (few samples visible)
-                if chunk.size < 300:
-                    line.set_marker('.')
-                    line.set_markersize(3)
-                else:
+                if core_bucket_min_max is not None and bucket_count > 1 and chunk.size > bucket_count * 4:
+                    buckets = core_bucket_min_max(mm, start_sample, safe_end, bucket_count)
+                    duration = (safe_end - start_sample) / self.rate
+                    if bucket_count:
+                        bucket_span = duration / bucket_count
+                    else:
+                        bucket_span = 0.0
+
+                    segments = []
+                    for idx, (min_y, max_y, has_values) in enumerate(buckets):
+                        if not has_values:
+                            continue
+                        x = start_time + (idx + 0.5) * bucket_span
+                        segments.append(((x, min_y), (x, max_y)))
+                        global_min_y = min(global_min_y, min_y)
+                        global_max_y = max(global_max_y, max_y)
+                        has_data = True
+
+                    collection.set_segments(segments)
+                    collection.set_visible(bool(segments))
+                    line.set_data([], [])
+                    line.set_visible(False)
                     line.set_marker("")
-
-                global_min_y = min(global_min_y, np.min(normalized))
-                global_max_y = max(global_max_y, np.max(normalized))
-                has_data = True
+                else:
+                    normalized = chunk.astype(np.float32) / 2147483648.0
+
+                    # Precise time axis using arange
+                    t_origin = start_sample / self.rate
+                    t_axis = np.arange(chunk.size) / self.rate + t_origin
+
+                    line.set_data(t_axis, normalized)
+                    line.set_visible(True)
+                    collection.set_segments([])
+                    collection.set_visible(False)
+
+                    # Show markers if zoomed in enough (few samples visible)
+                    if chunk.size < 300:
+                        line.set_marker(".")
+                        line.set_markersize(3)
+                    else:
+                        line.set_marker("")
+
+                    global_min_y = min(global_min_y, np.min(normalized))
+                    global_max_y = max(global_max_y, np.max(normalized))
+                    has_data = True
             else:
                 line.set_data([], [])
+                collection.set_segments([])
+                collection.set_visible(False)
 
         return has_data, global_min_y, global_max_y
 
     def update_view(self, start_time, width):
         """Core update logic: loads data and sets limits (Constrained Mode)."""
-        if self.navigating: return
+        if self.navigating:
+            return
         self.navigating = True
         try:
             # Clamp width
@@ -145,18 +199,22 @@ def update_view(self, start_time, width):
 
             # Tight Y-axis scaling logic
             if has_data and max_y > min_y:
-                # Symmetric zoom centered at 0
-                max_val = max(abs(min_y), abs(max_y))
-
-                if max_val < 1e-6:
-                    max_val = 0.01
+                if core_autoscale is not None:
+                    y_min, y_max = core_autoscale(min_y, max_y)
+                    self.ax.set_ylim(y_min, y_max)
                 else:
-                    max_val *= 1.05
+                    # Symmetric zoom centered at 0
+                    max_val = max(abs(min_y), abs(max_y))
+
+                    if max_val < 1e-6:
+                        max_val = 0.01
+                    else:
+                        max_val *= 1.05
 
-                self.ax.set_ylim(-max_val, max_val)
+                    self.ax.set_ylim(-max_val, max_val)
             else:
-                 # Default fallback if no data
-                 self.ax.set_ylim(-1.0, 1.0)
+                # Default fallback if no data
+                self.ax.set_ylim(-1.0, 1.0)
 
             self.fig.canvas.draw_idle()
         finally:
@@ -164,25 +222,28 @@ def update_view(self, start_time, width):
 
     def update_slider(self, val):
         """Callback for slider change."""
-        if self.navigating: return
+        if self.navigating:
+            return
 
         # Get current width from the main property
         current_xlim = self.ax.get_xlim()
         width = current_xlim[1] - current_xlim[0]
 
         # Fallback for init
-        if width <= 0: width = INITIAL_WINDOW_SEC
+        if width <= 0:
+            width = INITIAL_WINDOW_SEC
 
         self.update_view(val, width)
 
     def on_scroll(self, event):
         """Handle zoom."""
-        if event.inaxes != self.ax: return
+        if event.inaxes != self.ax:
+            return
 
         xlim = self.ax.get_xlim()
         cur_width = xlim[1] - xlim[0]
 
-        scale_factor = 0.8 if event.button == 'up' else 1.2
+        scale_factor = 0.8 if event.button == "up" else 1.2
         new_width = cur_width * scale_factor
 
         # Clamp zoom
@@ -203,7 +264,8 @@ def on_scroll(self, event):
 
     def on_xlim_changed(self, ax):
         """Handle external xlim changes (e.g. from Toolbar). Unconstrained load."""
-        if self.navigating: return
+        if self.navigating:
+            return
         self.navigating = True
         try:
             xlim = ax.get_xlim()
@@ -214,7 +276,7 @@ def on_xlim_changed(self, ax):
             self.get_chunk(start_time, width)
 
             # Sync slider silently
-            if hasattr(self, 'slider'):
+            if hasattr(self, "slider"):
                 old_eventson = self.slider.eventson
                 self.slider.eventson = False
                 self.slider.set_val(start_time)
@@ -224,7 +286,8 @@ def on_xlim_changed(self, ax):
 
     def on_key(self, event):
         """Handle keyboard shortcuts (Independent Navigation)."""
-        if self.navigating: return
+        if self.navigating:
+            return
         self.navigating = True
         try:
             # Get properties
@@ -236,23 +299,23 @@ def on_key(self, event):
 
             changed = False
 
-            if event.key == 'right':
+            if event.key == "right":
                 shift = width * 0.25
                 self.ax.set_xlim(xlim[0] + shift, xlim[1] + shift)
                 changed = True
-            elif event.key == 'left':
+            elif event.key == "left":
                 shift = width * 0.25
                 self.ax.set_xlim(xlim[0] - shift, xlim[1] - shift)
                 changed = True
-            elif event.key == 'up':
+            elif event.key == "up":
                 shift = height * 0.25
                 self.ax.set_ylim(ylim[0] + shift, ylim[1] + shift)
                 changed = True
-            elif event.key == 'down':
+            elif event.key == "down":
                 shift = height * 0.25
                 self.ax.set_ylim(ylim[0] - shift, ylim[1] - shift)
                 changed = True
-            elif event.key == 'pagedown': # Zoom In (0.5x width)
+            elif event.key == "pagedown":  # Zoom In (0.5x width)
                 center = (xlim[0] + xlim[1]) / 2
                 new_width = width * 0.5
                 new_width = max(new_width, self.min_width_sec)
@@ -261,7 +324,7 @@ def on_key(self, event):
                 new_start = max(0, min(new_start, self.duration_sec - new_width))
                 self.ax.set_xlim(new_start, new_start + new_width)
                 changed = True
-            elif event.key == 'pageup': # Zoom Out (2x width)
+            elif event.key == "pageup":  # Zoom Out (2x width)
                 center = (xlim[0] + xlim[1]) / 2
                 new_width = width * 2.0
                 new_width = min(new_width, MAX_WIDTH_SEC)
@@ -278,7 +341,7 @@ def on_key(self, event):
                 self.get_chunk(new_xlim[0], new_xlim[1] - new_xlim[0])
 
                 # Sync slider silently
-                if hasattr(self, 'slider'):
+                if hasattr(self, "slider"):
                     old_eventson = self.slider.eventson
                     self.slider.eventson = False
                     self.slider.set_val(new_xlim[0])
@@ -287,17 +350,18 @@ def on_key(self, event):
                 self.fig.canvas.draw_idle()
 
         finally:
-             self.navigating = False
+            self.navigating = False
 
         # Space Bar (Reset Zoom) - Only reset Y axis to fit visible data (Auto-scale)
-        if event.key == ' ':
+        if event.key == " ":
             xlim = self.ax.get_xlim()
             width = xlim[1] - xlim[0]
             self.update_view(xlim[0], width)
 
     def on_select(self, eclick, erelease):
         """Handle rectangle selection."""
-        if self.navigating: return
+        if self.navigating:
+            return
 
         # Calculate new ranges from the selection
         x1, y1 = eclick.xdata, eclick.ydata
@@ -334,31 +398,32 @@ def on_select(self, eclick, erelease):
 
         # So let's set limits directly, similar to on_scroll/on_key, but for both axes.
 
-        if self.navigating: return
+        if self.navigating:
+            return
         self.navigating = True
         try:
-             # X Axis Logic
-             new_width = max(self.min_width_sec, min(width, MAX_WIDTH_SEC))
-             # If user selected < min width, we centered it above.
+            # X Axis Logic
+            new_width = max(self.min_width_sec, min(width, MAX_WIDTH_SEC))
+            # If user selected < min width, we centered it above.
 
-             self.get_chunk(start_time, new_width)
+            self.get_chunk(start_time, new_width)
 
-             self.ax.set_xlim(start_time, start_time + new_width)
+            self.ax.set_xlim(start_time, start_time + new_width)
 
-             # Y Axis Logic
-             y_min = min(y1, y2)
-             y_max = max(y1, y2)
+            # Y Axis Logic
+            y_min = min(y1, y2)
+            y_max = max(y1, y2)
 
-             self.ax.set_ylim(y_min, y_max)
+            self.ax.set_ylim(y_min, y_max)
 
-             self.fig.canvas.draw_idle()
+            self.fig.canvas.draw_idle()
 
-             # Sync Slider
-             if hasattr(self, 'slider'):
-                 old_eventson = self.slider.eventson
-                 self.slider.eventson = False
-                 self.slider.set_val(start_time)
-                 self.slider.eventson = old_eventson
+            # Sync Slider
+            if hasattr(self, "slider"):
+                old_eventson = self.slider.eventson
+                self.slider.eventson = False
+                self.slider.set_val(start_time)
+                self.slider.eventson = old_eventson
 
         finally:
             self.navigating = False
@@ -366,9 +431,9 @@ def on_select(self, eclick, erelease):
 
 if __name__ == "__main__":
     parser = argparse.ArgumentParser(description="Linux Audio Waveform Visualizer 2026 (mmap)")
-    parser.add_argument('files', nargs='+', help="Input .bin files (int32)")
-    parser.add_argument('--rate', type=int, default=48000, help="Sample rate (Hz)")
-    parser.add_argument('--min-zoom-samples', type=int, default=100, help="Minimum samples to show when zoomed in")
+    parser.add_argument("files", nargs="+", help="Input .bin files (int32)")
+    parser.add_argument("--rate", type=int, default=48000, help="Sample rate (Hz)")
+    parser.add_argument("--min-zoom-samples", type=int, default=100, help="Minimum samples to show when zoomed in")
     args = parser.parse_args()
 
     app = WaveformVisualizer(args.files, args.rate, args.min_zoom_samples)
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000..a46bd10
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,711 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+resolution-markers = [
+    "python_full_version >= '3.11'",
+    "python_full_version < '3.11'",
+]
+
+[[package]]
+name = "audionoise"
+version = "0.1.0"
+source = { editable = "." }
+dependencies = [
+    { name = "matplotlib" },
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "numpy", version = "2.4.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+]
+
+[package.metadata]
+requires-dist = [
+    { name = "matplotlib", specifier = ">=3.10.8" },
+    { name = "numpy", specifier = ">=2.2.6" },
+]
+
+[[package]]
+name = "contourpy"
+version = "1.3.2"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version < '3.11'",
+]
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+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
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