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diff --git a/demos/assistant/index.html b/demos/assistant/index.html
new file mode 100644
index 0000000..0e4b821
--- /dev/null
+++ b/demos/assistant/index.html
@@ -0,0 +1,227 @@
+<!DOCTYPE html>
+<html lang="en">
+
+<head>
+    <meta charset="UTF-8">
+    <meta http-equiv="X-UA-Compatible" content="IE=edge">
+    <meta name="viewport" content="width=device-width, initial-scale=1">
+    <title>Skynet - Assistant Demo</title>
+    <link rel="stylesheet" href="bulma.min.css">
+</head>
+
+<body>
+  <section class="section">
+    <div class="container is-max-desktop has-text-centered">
+        <h1 class="title">Assistant Demo</h1>
+    </div>
+  </section>
+  <section class="section is-small">
+      <div class="container is-max-desktop">
+          <div class="box">
+              <div class="field">
+                  <div class="control">
+                      <div class="field">
+                          <button class="button is-primary" id="transcribebtn">Transcribe</button>
+                          <button class="button" id="stopbtn" disabled>Stop</button>
+                          <div class="select is-disabled">
+                              <select id="langselector" name="langselector">
+                                <option value="en" selected="selected">English</option>
+                              </select>
+                          </div>
+                          <div class="button" id="mutebtn">Mute</div>
+                      </div>
+                      <div class="field">
+                          <input type="text"
+                                 class="input"
+                                 id="wshost"
+                                 placeholder="wss://a10test.jitsi.net/assistant/ws"
+                                 value="wss://a10test.jitsi.net/assistant/ws"
+                          >
+                      </div>
+                      <div class="field">
+                          <input type="text" id="jwt" class="input" placeholder="some JWT if using auth">
+                      </div>
+                  </div>
+              </div>
+          </div>
+      </div>
+  </section>
+  <section class="section">
+      <div class="container is-max-desktop">
+          <div class="box has-text-centered is-family-monospace has-text-grey" id="outputcontainer">
+              <p>I'm listening...</p>
+          </div>
+      </div>
+  </section>
+  <section class="section is-small">
+      <div class="container is-max-desktop" id="finalcontainer">
+        <div class="columns">
+            <div class="column">
+                <span class="tag is-info is-light is-family-monospace"></span>
+            </div>
+            <div class="column is-three-fifths">
+                <span class="transcript"></span>
+            </div>
+        </div>
+      </div>
+  </section>
+  <audio controls="controls" id="aud" style="display: none"><source src="data:audio/wav;base64," type="audio/wav"></audio>
+    <script>
+        let orderedFinals = []
+        function setAndPlay(idx) {
+            var audio = document.getElementById('aud')
+            audio.src = 'data:audio/wav;base64,' + orderedFinals[idx].audio
+            audio.play()
+        }
+        // mostly taken from https://dev.to/louisgv/quick-guide-to-audioworklet-30df
+        const main = async () => {
+            let messages = [{}]
+            const CLIENTID = crypto.randomUUID()
+            const MEETINGID = crypto.randomUUID()
+            const context = new AudioContext({ sampleRate: 16000 })
+            const microphone = await navigator.mediaDevices.getUserMedia({
+                audio: true,
+                video: false
+            })
+
+            const source = context.createMediaStreamSource(microphone)
+            // load the worklet
+            await context.audioWorklet.addModule('recorder.worklet.js')
+            let ws = undefined
+
+            const langSel = document.getElementById('langselector')
+            const transcribeBtn = document.getElementById('transcribebtn')
+            const stopBtn = document.getElementById('stopbtn')
+            const output = document.getElementById('outputcontainer')
+            const final = document.getElementById('finalcontainer')
+            const jwt = document.getElementById('jwt')
+            const wsHost = document.getElementById('wshost')
+            const muteBtn = document.getElementById('mutebtn')
+
+            let isMuted = false
+            muteBtn.addEventListener('click', () => {
+                if (isMuted) {
+                    microphone.getAudioTracks()[0].enabled = true
+                    isMuted = false
+                    muteBtn.innerHTML = 'Mute'
+                } else {
+                    microphone.getAudioTracks()[0].enabled = false
+                    isMuted = true
+                    muteBtn.innerHTML = 'Unmute'
+                }
+            })
+
+            var isSpeaking = false
+
+            // create the recorder worklet
+            const recorder = new AudioWorkletNode(context, 'recorder.worklet')
+
+            source.connect(recorder).connect(context.destination)
+
+            function convertFloat32To16BitPCM(input) {
+                const output = new Int16Array(input.length)
+                for (let i = 0; i < input.length; i++) {
+                    const s = Math.max(-1, Math.min(1, input[i]))
+                    output[i] = s < 0 ? s * 0x8000 : s * 0x7fff
+                }
+                return output
+            }
+
+            function addMessage(msg) {
+                const text = msg.text
+
+                messages[messages.length - 1] = {
+                    text: (messages[messages.length - 1].text || '') + ' ' + text.replace('<|eot_id|>', ''),
+                    ts: messages[messages.length - 1].ts || msg.ts
+                }
+
+                const columns = final.querySelector('.columns:first-child')
+
+                const ts = columns.querySelector('.column:nth-child(1) .tag')
+                ts.innerHTML = ts.innerHTML || new Date(msg.ts).toLocaleTimeString()
+
+                const transcript = columns.querySelector('.column:nth-child(2) .transcript')
+                transcript.innerHTML = (transcript.innerHTML || '') + ' ' + text.replace('<|eot_id|>', '')
+
+                if (text.includes('<|eot_id|>')) {
+                    messages.push({}) // waiting for a new message
+
+                    final.insertAdjacentHTML('afterbegin', '<div class="columns"><div class="column"><span class="tag is-info is-light is-family-monospace">' +
+                        '</span>' + '</div>' +
+                        '<div class="column is-three-fifths"><span class="transcript"></span>' +
+                        '</div></div>')
+                }
+            }
+
+            // events
+            function setupWsEvents() {
+                ws.onmessage = (e) => {
+                    let msg = JSON.parse(e.data)
+                    addMessage(msg)
+                }
+            }
+
+            function wsConnect() {
+                let wsConnectionString = wsHost.value.trim() + '/' + MEETINGID
+                if (jwt.value.trim() != '') {
+                    wsConnectionString += '?auth_token=' + jwt.value.trim()
+                }
+                ws = new WebSocket(wsConnectionString)
+                ws.binaryType = 'blob'
+                setupWsEvents()
+            }
+
+            function wsDisconnect() {
+                if (ws != undefined) {
+                    ws.close()
+                }
+            }
+
+            function preparePayload(data) {
+                let lang = langSel.value
+                let str = CLIENTID + "|" + lang
+                if (str.length < 60) {
+                    str = str.padEnd(60, " ")
+                }
+                let utf8Encode = new TextEncoder()
+                let buffer = utf8Encode.encode(str)
+
+                let headerArr = new Uint16Array(buffer.buffer)
+
+                const payload = []
+
+                // headerArr.forEach(i => payload.push(i)) // maybe later
+                data.forEach(i => payload.push(i))
+
+                return Uint16Array.from(payload)
+            }
+
+            transcribeBtn.addEventListener("click", () => {
+                context.resume()
+                isSpeaking = true
+                transcribeBtn.disabled = true
+                stopBtn.disabled = false
+                langSel.disabled = true
+                wsConnect()
+            });
+            stopBtn.addEventListener('click', () => {
+                context.suspend()
+                isSpeaking = false
+                stopBtn.disabled = true;
+                transcribeBtn.disabled = false;
+                langSel.disabled = false
+                wsDisconnect()
+            });
+
+            recorder.port.onmessage = (e) => {
+                if (ws != undefined && isSpeaking) {
+                    const audio = convertFloat32To16BitPCM(e.data)
+                    const payload = preparePayload(audio)
+                    ws.send(payload)
+                }
+            }
+        }
+        main()
+    </script>
+</body>
+</html>
diff --git a/demos/assistant/recorder.worklet.js b/demos/assistant/recorder.worklet.js
new file mode 100644
index 0000000..751a084
--- /dev/null
+++ b/demos/assistant/recorder.worklet.js
@@ -0,0 +1,66 @@
+class RecorderProcessor extends AudioWorkletProcessor {
+    // 0. Determine the buffer size (this is the same as the 1st argument of ScriptProcessor)
+    bufferSize = 16384
+    // 1. Track the current buffer fill level
+    _bytesWritten = 0
+
+    // 2. Create a buffer of fixed size
+    _buffer = new Float32Array(this.bufferSize)
+
+    constructor() {
+        super()
+        this.initBuffer()
+    }
+
+    initBuffer() {
+        this._bytesWritten = 0
+    }
+
+    isBufferEmpty() {
+        return this._bytesWritten === 0
+    }
+
+    isBufferFull() {
+        return this._bytesWritten === this.bufferSize
+    }
+
+    /**
+   * @param {Float32Array[][]} inputs
+   * @returns {boolean}
+   */
+    process(inputs) {
+        // Grabbing the 1st channel similar to ScriptProcessorNode
+        this.append(inputs[0][0])
+
+        return true
+    }
+
+    /**
+     *
+     * @param {Float32Array} channelData
+     */
+    append(channelData) {
+        if (this.isBufferFull()) {
+            this.flush()
+        }
+
+        if (!channelData) return
+
+        for (let i = 0; i < channelData.length; i++) {
+            this._buffer[this._bytesWritten++] = channelData[i]
+        }
+    }
+
+    flush() {
+        // trim the buffer if ended prematurely
+        this.port.postMessage(
+            this._bytesWritten < this.bufferSize
+                ? this._buffer.slice(0, this._bytesWritten)
+                : this._buffer
+        )
+        this.initBuffer()
+    }
+
+}
+
+registerProcessor("recorder.worklet", RecorderProcessor)
diff --git a/poetry.lock b/poetry.lock
index 322e98c..1b287d0 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,35 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
+
+[[package]]
+name = "accelerate"
+version = "0.33.0"
+description = "Accelerate"
+optional = false
+python-versions = ">=3.8.0"
+files = [
+    {file = "accelerate-0.33.0-py3-none-any.whl", hash = "sha256:0a7f33d60ba09afabd028d4f0856dd19c5a734b7a596d637d9dd6e3d0eadbaf3"},
+    {file = "accelerate-0.33.0.tar.gz", hash = "sha256:11ba481ed6ea09191775df55ce464aeeba67a024bd0261a44b77b30fb439e26a"},
+]
+
+[package.dependencies]
+huggingface-hub = ">=0.21.0"
+numpy = ">=1.17,<2.0.0"
+packaging = ">=20.0"
+psutil = "*"
+pyyaml = "*"
+safetensors = ">=0.3.1"
+torch = ">=1.10.0"
+
+[package.extras]
+deepspeed = ["deepspeed (<=0.14.0)"]
+dev = ["bitsandbytes", "black (>=23.1,<24.0)", "datasets", "diffusers", "evaluate", "hf-doc-builder (>=0.3.0)", "parameterized", "pytest (>=7.2.0,<=8.0.0)", "pytest-subtests", "pytest-xdist", "rich", "ruff (>=0.2.1,<0.3.0)", "scikit-learn", "scipy", "timm", "torchpippy (>=0.2.0)", "tqdm", "transformers"]
+quality = ["black (>=23.1,<24.0)", "hf-doc-builder (>=0.3.0)", "ruff (>=0.2.1,<0.3.0)"]
+rich = ["rich"]
+sagemaker = ["sagemaker"]
+test-dev = ["bitsandbytes", "datasets", "diffusers", "evaluate", "scikit-learn", "scipy", "timm", "torchpippy (>=0.2.0)", "tqdm", "transformers"]
+test-prod = ["parameterized", "pytest (>=7.2.0,<=8.0.0)", "pytest-subtests", "pytest-xdist"]
+test-trackers = ["comet-ml", "dvclive", "tensorboard", "wandb"]
+testing = ["bitsandbytes", "datasets", "diffusers", "evaluate", "parameterized", "pytest (>=7.2.0,<=8.0.0)", "pytest-subtests", "pytest-xdist", "scikit-learn", "scipy", "timm", "torchpippy (>=0.2.0)", "tqdm", "transformers"]
 
 [[package]]
 name = "aiofiles"
@@ -192,6 +223,20 @@ docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphi
 tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
+[[package]]
+name = "audioread"
+version = "3.0.1"
+description = "Multi-library, cross-platform audio decoding."
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "audioread-3.0.1-py3-none-any.whl", hash = "sha256:4cdce70b8adc0da0a3c9e0d85fb10b3ace30fbdf8d1670fd443929b61d117c33"},
+    {file = "audioread-3.0.1.tar.gz", hash = "sha256:ac5460a5498c48bdf2e8e767402583a4dcd13f4414d286f42ce4379e8b35066d"},
+]
+
+[package.extras]
+test = ["tox"]
+
 [[package]]
 name = "av"
 version = "12.3.0"
@@ -250,6 +295,137 @@ files = [
     {file = "av-12.3.0.tar.gz", hash = "sha256:04b1892562aff3277efc79f32bd8f1d0cbb64ed011241cb3e96f9ad471816c22"},
 ]
 
+[[package]]
+name = "azure-core"
+version = "1.30.2"
+description = "Microsoft Azure Core Library for Python"
+optional = false
+python-versions = ">=3.8"
+files = [
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@@ -296,17 +472,17 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.34.156"
+version = "1.35.3"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
-botocore = ">=1.34.156,<1.35.0"
+botocore = ">=1.35.3,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -315,13 +491,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.156"
+version = "1.35.3"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -332,6 +508,98 @@ urllib3 = {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >
 [package.extras]
 crt = ["awscrt (==0.21.2)"]
 
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 filecache = ["filelock (>=3.8.0)"]
 redis = ["redis (>=2.10.5)"]
 
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 [package.extras]
 cron = ["capturer (>=2.4)"]
 
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 [[package]]
 name = "crashtest"
 version = "0.4.1"
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 ]
 
 [package.dependencies]
@@ -679,7 +1149,7 @@ nox = ["nox"]
 pep8test = ["check-sdist", "click", "mypy", "ruff"]
 sdist = ["build"]
 ssh = ["bcrypt (>=3.1.5)"]
-test = ["certifi", "cryptography-vectors (==43.0.0)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
+test = ["certifi", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
 [[package]]
@@ -721,6 +1191,21 @@ numpy = "*"
 pyyaml = ">=5.3,<7"
 setuptools = "*"
 
+[[package]]
+name = "cycler"
+version = "0.12.1"
+description = "Composable style cycles"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30"},
+    {file = "cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c"},
+]
+
+[package.extras]
+docs = ["ipython", "matplotlib", "numpydoc", "sphinx"]
+tests = ["pytest", "pytest-cov", "pytest-xdist"]
+
 [[package]]
 name = "dataclasses-json"
 version = "0.6.7"
@@ -736,6 +1221,76 @@ files = [
 marshmallow = ">=3.18.0,<4.0.0"
 typing-inspect = ">=0.4.0,<1"
 
+[[package]]
+name = "datasets"
+version = "2.19.1"
+description = "HuggingFace community-driven open-source library of datasets"
+optional = false
+python-versions = ">=3.8.0"
+files = [
+    {file = "datasets-2.19.1-py3-none-any.whl", hash = "sha256:f7a78d15896f45004ccac1c298f3c7121f92f91f6f2bfbd4e4f210f827e6e411"},
+    {file = "datasets-2.19.1.tar.gz", hash = "sha256:0df9ef6c5e9138cdb996a07385220109ff203c204245578b69cca905eb151d3a"},
+]
+
+[package.dependencies]
+aiohttp = "*"
+dill = ">=0.3.0,<0.3.9"
+filelock = "*"
+fsspec = {version = ">=2023.1.0,<=2024.3.1", extras = ["http"]}
+huggingface-hub = ">=0.21.2"
+multiprocess = "*"
+numpy = ">=1.17"
+packaging = "*"
+pandas = "*"
+pyarrow = ">=12.0.0"
+pyarrow-hotfix = "*"
+pyyaml = ">=5.1"
+requests = ">=2.19.0"
+tqdm = ">=4.62.1"
+xxhash = "*"
+
+[package.extras]
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+
+[[package]]
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+description = "Decorators for Humans"
+optional = false
+python-versions = ">=3.5"
+files = [
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+[[package]]
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+optional = false
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+files = [
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+
 [[package]]
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+files = [
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+lxml = ["lxml (>=4.0)"]
+pathops = ["skia-pathops (>=0.5.0)"]
+plot = ["matplotlib"]
+repacker = ["uharfbuzz (>=0.23.0)"]
+symfont = ["sympy"]
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+woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
+
 [[package]]
 name = "frozenlist"
 version = "1.4.1"
@@ -1029,22 +1674,24 @@ files = [
 
 [[package]]
 name = "fsspec"
-version = "2024.6.1"
+version = "2024.3.1"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 files = [
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+[package.dependencies]
+aiohttp = {version = "<4.0.0a0 || >4.0.0a0,<4.0.0a1 || >4.0.0a1", optional = true, markers = "extra == \"http\""}
+
 [package.extras]
 abfs = ["adlfs"]
 adl = ["adlfs"]
 arrow = ["pyarrow (>=1)"]
 dask = ["dask", "distributed"]
-dev = ["pre-commit", "ruff"]
-doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
+devel = ["pytest", "pytest-cov"]
 dropbox = ["dropbox", "dropboxdrivefs", "requests"]
 full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
 fuse = ["fusepy"]
@@ -1061,99 +1708,347 @@ s3 = ["s3fs"]
 sftp = ["paramiko"]
 smb = ["smbprotocol"]
 ssh = ["paramiko"]
-test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
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 tqdm = ["tqdm"]
 
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-name = "greenlet"
-version = "3.0.3"
-description = "Lightweight in-process concurrent programming"
+name = "gitdb"
+version = "4.0.11"
+description = "Git Object Database"
 optional = false
 python-versions = ">=3.7"
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+docs = ["Sphinx", "furo"]
+test = ["objgraph", "psutil"]
+
+[[package]]
+name = "h11"
+version = "0.14.0"
+description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
+optional = false
+python-versions = ">=3.7"
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+
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 [[package]]
 name = "huggingface-hub"
-version = "0.24.5"
+version = "0.24.6"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 [package.dependencies]
@@ -1302,13 +2197,13 @@ files = [
 
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+version = "8.4.0"
 description = "Read metadata from Python packages"
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 python-versions = ">=3.8"
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 [package.dependencies]
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+description = "An ISO 8601 date/time/duration parser and formatter"
+optional = false
+python-versions = "*"
+files = [
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+
+[package.dependencies]
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+
 [[package]]
 name = "jaraco-classes"
 version = "3.4.0"
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 i18n = ["Babel (>=2.7)"]
 
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+version = "3.0.4"
+description = "Evaluate your speech-to-text system with similarity measures such as word error rate (WER)"
+optional = false
+python-versions = "<4.0,>=3.7"
+files = [
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+[package.dependencies]
+click = ">=8.1.3,<9.0.0"
+rapidfuzz = ">=3,<4"
+
 [[package]]
 name = "jmespath"
 version = "1.0.1"
@@ -1472,6 +2326,17 @@ files = [
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 ]
 
+[[package]]
+name = "joblib"
+version = "1.4.2"
+description = "Lightweight pipelining with Python functions"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
 [[package]]
 name = "jsonpatch"
 version = "1.33"
@@ -1520,6 +2385,119 @@ completion = ["shtab (>=1.1.0)"]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
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 [[package]]
 name = "markupsafe"
 version = "2.1.5"
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 [[package]]
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 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
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+    {file = "matplotlib-3.9.2.tar.gz", hash = "sha256:96ab43906269ca64a6366934106fa01534454a69e471b7bf3d79083981aaab92"},
+]
+
+[package.dependencies]
+contourpy = ">=1.0.1"
+cycler = ">=0.10"
+fonttools = ">=4.22.0"
+kiwisolver = ">=1.3.1"
+numpy = ">=1.23"
+packaging = ">=20.0"
+pillow = ">=8"
+pyparsing = ">=2.3.1"
+python-dateutil = ">=2.7"
+
+[package.extras]
+dev = ["meson-python (>=0.13.1)", "numpy (>=1.25)", "pybind11 (>=2.6)", "setuptools (>=64)", "setuptools_scm (>=7)"]
+
 [[package]]
 name = "more-itertools"
 version = "10.4.0"
@@ -1794,6 +3069,45 @@ files = [
 [package.dependencies]
 click = "*"
 
+[[package]]
+name = "mosaicml-streaming"
+version = "0.7.6"
+description = "Streaming lets users create PyTorch compatible datasets that can be streamed from cloud-based object stores"
+optional = false
+python-versions = ">=3.9"
+files = [
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+[package.dependencies]
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+azure-storage-blob = ">=12.0.0,<13"
+azure-storage-file-datalake = ">=12.11.0,<13"
+boto3 = ">=1.21.45,<2"
+Brotli = ">=1.0.9"
+google-cloud-storage = ">=2.9.0,<2.11.0"
+matplotlib = ">=3.5.2,<4"
+oci = ">=2.88,<3"
+paramiko = ">=2.11.0,<4"
+python-snappy = ">=0.6.1,<1"
+torch = ">=1.10,<3"
+torchvision = ">=0.10"
+tqdm = ">=4.64.0,<5"
+transformers = ">=4.21.3,<5"
+xxhash = ">=3.0.0,<4"
+zstd = ">=1.5.2.5,<2"
+
+[package.extras]
+alipan = ["AliPCS-Py (>=0.8,<1)"]
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+docs = ["GitPython (==3.1.42)", "docutils (==0.17.1)", "furo (==2022.9.29)", "myst-parser (==0.16.1)", "nbsphinx (==0.9.1)", "pandoc (==2.3)", "pypandoc (==1.13)", "sphinx (==4.4.0)", "sphinx-argparse (==0.4.0)", "sphinx-copybutton (==0.5.2)", "sphinx-tabs (==3.4.5)", "sphinxcontrib-applehelp (==1.0.0)", "sphinxcontrib-devhelp (==1.0.0)", "sphinxcontrib-htmlhelp (==2.0.0)", "sphinxcontrib-qthelp (==1.0.0)", "sphinxcontrib-serializinghtml (==1.1.5)", "sphinxcontrib.katex (==0.9.6)"]
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+spark = ["pyspark (>=3,<4)"]
+testing = ["mosaicml-cli (>=0.5.25,<0.7)"]
+
 [[package]]
 name = "mpmath"
 version = "1.3.0"
@@ -1811,6 +3125,40 @@ docs = ["sphinx"]
 gmpy = ["gmpy2 (>=2.1.0a4)"]
 tests = ["pytest (>=4.6)"]
 
+[[package]]
+name = "msal"
+version = "1.30.0"
+description = "The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of users with Microsoft Azure Active Directory accounts (AAD) and Microsoft Accounts (MSA) using industry standard OAuth2 and OpenID Connect."
+optional = false
+python-versions = ">=3.7"
+files = [
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+PyJWT = {version = ">=1.0.0,<3", extras = ["crypto"]}
+requests = ">=2.0.0,<3"
+
+[package.extras]
+broker = ["pymsalruntime (>=0.13.2,<0.17)"]
+
+[[package]]
+name = "msal-extensions"
+version = "1.2.0"
+description = "Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS and Linux. Concurrent data access will be coordinated by a file lock mechanism."
+optional = false
+python-versions = ">=3.7"
+files = [
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+[package.dependencies]
+msal = ">=1.29,<2"
+portalocker = ">=1.4,<3"
+
 [[package]]
 name = "msgpack"
 version = "1.0.8"
@@ -1873,7 +3221,6 @@ files = [
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@@ -1976,6 +3323,30 @@ files = [
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 ]
 
+[[package]]
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+version = "0.70.16"
+description = "better multiprocessing and multithreading in Python"
+optional = false
+python-versions = ">=3.8"
+files = [
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+[package.dependencies]
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+
 [[package]]
 name = "mypy-extensions"
 version = "1.0.0"
@@ -2020,6 +3391,65 @@ doc = ["myst-nb (>=1.0)", "numpydoc (>=1.7)", "pillow (>=9.4)", "pydata-sphinx-t
 extra = ["lxml (>=4.6)", "pydot (>=2.0)", "pygraphviz (>=1.12)", "sympy (>=1.10)"]
 test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
+[[package]]
+name = "nltk"
+version = "3.8.1"
+description = "Natural Language Toolkit"
+optional = false
+python-versions = ">=3.7"
+files = [
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+[package.dependencies]
+click = "*"
+joblib = "*"
+regex = ">=2021.8.3"
+tqdm = "*"
+
+[package.extras]
+all = ["matplotlib", "numpy", "pyparsing", "python-crfsuite", "requests", "scikit-learn", "scipy", "twython"]
+corenlp = ["requests"]
+machine-learning = ["numpy", "python-crfsuite", "scikit-learn", "scipy"]
+plot = ["matplotlib"]
+tgrep = ["pyparsing"]
+twitter = ["twython"]
+
+[[package]]
+name = "numba"
+version = "0.60.0"
+description = "compiling Python code using LLVM"
+optional = false
+python-versions = ">=3.9"
+files = [
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+llvmlite = "==0.43.*"
+numpy = ">=1.22,<2.1"
+
 [[package]]
 name = "numpy"
 version = "1.26.4"
@@ -2065,68 +3495,230 @@ files = [
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 ]
 
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+version = "12.1.3.1"
+description = "CUBLAS native runtime libraries"
+optional = false
+python-versions = ">=3"
+files = [
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+[[package]]
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+description = "CUDA profiling tools runtime libs."
+optional = false
+python-versions = ">=3"
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+[[package]]
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+description = "NVRTC native runtime libraries"
+optional = false
+python-versions = ">=3"
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+
+[[package]]
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+optional = false
+python-versions = ">=3.8"
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+[package.dependencies]
+pyasn1 = ">=0.4.6,<0.7.0"
+
 [[package]]
 name = "pycparser"
 version = "2.22"
@@ -2493,27 +4474,85 @@ files = [
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 [package.dependencies]
-typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
+typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
+
+[[package]]
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+version = "2.9.0"
+description = "JSON Web Token implementation in Python"
+optional = false
+python-versions = ">=3.8"
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+
+[package.extras]
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+docs = ["sphinx", "sphinx-rtd-theme", "zope.interface"]
+tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
+
+[[package]]
+name = "pynacl"
+version = "1.5.0"
+description = "Python binding to the Networking and Cryptography (NaCl) library"
+optional = false
+python-versions = ">=3.6"
+files = [
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+
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+version = "24.2.1"
+description = "Python wrapper module around the OpenSSL library"
+optional = false
+python-versions = ">=3.7"
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-name = "pyjwt"
-version = "2.9.0"
-description = "JSON Web Token implementation in Python"
+name = "pyparsing"
+version = "3.1.2"
+description = "pyparsing module - Classes and methods to define and execute parsing grammars"
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-python-versions = ">=3.8"
+python-versions = ">=3.6.8"
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-[package.dependencies]
-cryptography = {version = ">=3.4.0", optional = true, markers = "extra == \"crypto\""}
-
 [package.extras]
-crypto = ["cryptography (>=3.4.0)"]
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-tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
+diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pyproject-hooks"
@@ -2620,15 +4659,63 @@ files = [
 [package.extras]
 cli = ["click (>=5.0)"]
 
+[[package]]
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+description = "Python library for the snappy compression library from Google"
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+
+[[package]]
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+description = "World timezone definitions, modern and historical"
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 description = "A (partial) reimplementation of pywin32 using ctypes/cffi"
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 [[package]]
@@ -2921,13 +5008,13 @@ files = [
 
 [[package]]
 name = "requests"
-version = "2.32.3"
+version = "2.31.0"
 description = "Python HTTP for Humans."
 optional = false
-python-versions = ">=3.8"
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 [package.dependencies]
@@ -2954,6 +5041,20 @@ files = [
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 requests = ">=2.0.1,<3.0.0"
 
+[[package]]
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+version = "4.9"
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+
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 version = "0.10.2"
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 [package.extras]
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 name = "shellingham"
@@ -3013,6 +5578,27 @@ files = [
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+optional = false
+python-versions = ">=3.7"
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+test = ["numpy", "pytest", "pytest-benchmark", "pytest-regressions", "pytest-xdist"]
+toml = ["tomli", "tomli-w"]
+yaml = ["pyyaml"]
+
 [[package]]
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 version = "1.16.0"
@@ -3024,6 +5610,17 @@ files = [
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+optional = false
+python-versions = ">=3.7"
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+description = "High quality, one-dimensional sample-rate conversion library"
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+[package.dependencies]
+numpy = "*"
+
+[package.extras]
+docs = ["linkify-it-py", "myst-parser", "sphinx", "sphinx-book-theme"]
+test = ["pytest"]
+
 [[package]]
 name = "sqlalchemy"
 version = "2.0.32"
@@ -3156,13 +5813,13 @@ docs = ["sphinx (==7.3.7)", "sphinx-mdinclude (==0.6.0)"]
 
 [[package]]
 name = "sympy"
-version = "1.13.1"
+version = "1.13.2"
 description = "Computer algebra system (CAS) in Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -3171,6 +5828,20 @@ mpmath = ">=1.1.0,<1.4"
 [package.extras]
 dev = ["hypothesis (>=6.70.0)", "pytest (>=7.1.0)"]
 
+[[package]]
+name = "tabulate"
+version = "0.9.0"
+description = "Pretty-print tabular data"
+optional = false
+python-versions = ">=3.7"
+files = [
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+
+[package.extras]
+widechars = ["wcwidth"]
+
 [[package]]
 name = "tenacity"
 version = "8.5.0"
@@ -3186,6 +5857,33 @@ files = [
 doc = ["reno", "sphinx"]
 test = ["pytest", "tornado (>=4.5)", "typeguard"]
 
+[[package]]
+name = "tensorboardx"
+version = "2.6.2.2"
+description = "TensorBoardX lets you watch Tensors Flow without Tensorflow"
+optional = false
+python-versions = "*"
+files = [
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+
+[[package]]
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+description = "threadpoolctl"
+optional = false
+python-versions = ">=3.8"
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+
 [[package]]
 name = "tiktoken"
 version = "0.7.0"
@@ -3240,130 +5938,120 @@ blobfile = ["blobfile (>=2)"]
 
 [[package]]
 name = "tokenizers"
-version = "0.15.2"
+version = "0.19.1"
 description = ""
 optional = false
 python-versions = ">=3.7"
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+[package.dependencies]
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 [package.extras]
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-docs = ["setuptools_rust", "sphinx", "sphinx_rtd_theme"]
-testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests"]
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 [[package]]
 name = "toml"
@@ -3378,85 +6066,142 @@ files = [
 
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 ]
 
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 ]
 
 [package.dependencies]
 filelock = "*"
+fsspec = "*"
 jinja2 = "*"
 networkx = "*"
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+nvidia-nccl-cu12 = {version = "2.20.5", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nvtx-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 sympy = "*"
-typing-extensions = "*"
+triton = {version = "3.0.0", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version < \"3.13\""}
+typing-extensions = ">=4.8.0"
 
 [package.extras]
 opt-einsum = ["opt-einsum (>=3.3)"]
+optree = ["optree (>=0.11.0)"]
 
 [[package]]
 name = "torchaudio"
-version = "2.0.2"
+version = "2.4.0"
 description = "An audio package for PyTorch"
 optional = false
 python-versions = "*"
 files = [
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+
+[package.extras]
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+tutorials = ["matplotlib", "pandas", "tabulate"]
+
 [[package]]
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 version = "2024.7.2"
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 [[package]]
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 typing-extensions = ">=3.7.4"
 
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+files = []
+develop = false
+
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+
+[package.source]
+type = "git"
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+reference = "HEAD"
+resolved_reference = "f2fbdafd5e6eecbd22b70431b3bd7cf5da60d47e"
+
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 [[package]]
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 version = "0.23.0"
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 [package.extras]
 test = ["pytest"]
 
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+    {file = "zstd-1.5.5.1.tar.gz", hash = "sha256:1ef980abf0e1e072b028d2d76ef95b476632651c96225cf30b619c6eef625672"},
+]
+
 [metadata]
 lock-version = "2.0"
 python-versions = "~3.11"
-content-hash = "b5658de707e5204219ed64298a568f7cbdb29879426da93f004712a5ac3a4656"
+content-hash = "e36fa019f102c63cb4a817a47da09e27aa0ca24e500f4a1613c213869cb8de50"
diff --git a/pyproject.toml b/pyproject.toml
index 33c5764..5a7f0d4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -30,14 +30,16 @@ pydantic = "2.5.3"
 pyjwt = {extras = ["crypto"], version = "^2.8.0"}
 python = "~3.11"
 redis = "5.0.1"
-torch = ">=2.0.0,<2.1.0"
-torchaudio = ">=2.0.1,<2.1.0"
+torch = ">=2.2.2"
+torchaudio = ">=2.2.2"
 uvicorn = {extras = ["standard"], version = "0.29.0"}
 uuid6 = "^2024.1.12"
 openai = "^1.12.0"
 langchain-openai = "^0.0.6"
 pyyaml = "^6.0.1"
 aiofiles = "^23.2.1"
+ultravox = {git = "https://github.com/fixie-ai/ultravox.git", extras = ["gradio-client"]}
+gradio-client = "^1.0.2"
 
 [build-system]
 build-backend = "poetry.core.masonry.api"
diff --git a/requirements.txt b/requirements.txt
index c489561..e612fdb 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,3 +1,4 @@
+accelerate==0.33.0 ; python_version >= "3.11" and python_version < "3.12"
 aiofiles==23.2.1 ; python_version >= "3.11" and python_version < "3.12"
 aiohttp==3.9.5 ; python_version >= "3.11" and python_version < "3.12"
 aiosignal==1.3.1 ; python_version >= "3.11" and python_version < "3.12"
@@ -6,88 +7,191 @@ anyio==4.4.0 ; python_version >= "3.11" and python_version < "3.12"
 async-lru==2.0.4 ; python_version >= "3.11" and python_version < "3.12"
 async-timeout==4.0.3 ; python_version >= "3.11" and python_full_version <= "3.11.2"
 attrs==24.2.0 ; python_version >= "3.11" and python_version < "3.12"
+audioread==3.0.1 ; python_version >= "3.11" and python_version < "3.12"
 av==12.3.0 ; python_version >= "3.11" and python_version < "3.12"
-boto3==1.34.156 ; python_version >= "3.11" and python_version < "3.12"
-botocore==1.34.156 ; python_version >= "3.11" and python_version < "3.12"
+azure-core==1.30.2 ; python_version >= "3.11" and python_version < "3.12"
+azure-identity==1.17.1 ; python_version >= "3.11" and python_version < "3.12"
+azure-storage-blob==12.22.0 ; python_version >= "3.11" and python_version < "3.12"
+azure-storage-file-datalake==12.16.0 ; python_version >= "3.11" and python_version < "3.12"
+bcrypt==4.2.0 ; python_version >= "3.11" and python_version < "3.12"
+bitsandbytes==0.42.0 ; python_version >= "3.11" and python_version < "3.12"
+boto3==1.35.3 ; python_version >= "3.11" and python_version < "3.12"
+botocore==1.35.3 ; python_version >= "3.11" and python_version < "3.12"
+brotli==1.1.0 ; python_version >= "3.11" and python_version < "3.12"
+cachetools==5.5.0 ; python_version >= "3.11" and python_version < "3.12"
 certifi==2024.7.4 ; python_version >= "3.11" and python_version < "3.12"
-cffi==1.17.0 ; python_version >= "3.11" and python_version < "3.12" and platform_python_implementation != "PyPy"
+cffi==1.17.0 ; python_version >= "3.11" and python_version < "3.12"
 charset-normalizer==3.3.2 ; python_version >= "3.11" and python_version < "3.12"
+circuitbreaker==2.0.0 ; python_version >= "3.11" and python_version < "3.12"
 click==8.1.7 ; python_version >= "3.11" and python_version < "3.12"
-colorama==0.4.6 ; python_version >= "3.11" and python_version < "3.12" and (sys_platform == "win32" or platform_system == "Windows")
+colorama==0.4.6 ; python_version >= "3.11" and python_version < "3.12"
 coloredlogs==15.0.1 ; python_version >= "3.11" and python_version < "3.12"
-cryptography==43.0.0 ; python_version >= "3.11" and python_version < "3.12"
+contourpy==1.2.1 ; python_version >= "3.11" and python_version < "3.12"
+cramjam==2.8.3 ; python_version >= "3.11" and python_version < "3.12"
+cryptography==42.0.8 ; python_version >= "3.11" and python_version < "3.12"
 ctranslate2==4.3.1 ; python_version >= "3.11" and python_version < "3.12"
+cycler==0.12.1 ; python_version >= "3.11" and python_version < "3.12"
 dataclasses-json==0.6.7 ; python_version >= "3.11" and python_version < "3.12"
+datasets==2.19.1 ; python_version >= "3.11" and python_version < "3.12"
+decorator==5.1.1 ; python_version >= "3.11" and python_version < "3.12"
+dill==0.3.8 ; python_version >= "3.11" and python_version < "3.12"
 distro==1.9.0 ; python_version >= "3.11" and python_version < "3.12"
+docker-pycreds==0.4.0 ; python_version >= "3.11" and python_version < "3.12"
+docstring-parser==0.16 ; python_version >= "3.11" and python_version < "3.12"
 fastapi-versionizer==3.0.4 ; python_version >= "3.11" and python_version < "3.12"
 fastapi==0.109.0 ; python_version >= "3.11" and python_version < "3.12"
 faster-whisper==1.0.3 ; python_version >= "3.11" and python_version < "3.12"
 filelock==3.15.4 ; python_version >= "3.11" and python_version < "3.12"
 flatbuffers==24.3.25 ; python_version >= "3.11" and python_version < "3.12"
+fonttools==4.53.1 ; python_version >= "3.11" and python_version < "3.12"
 frozenlist==1.4.1 ; python_version >= "3.11" and python_version < "3.12"
-fsspec==2024.6.1 ; python_version >= "3.11" and python_version < "3.12"
+fsspec==2024.3.1 ; python_version >= "3.11" and python_version < "3.12"
+fsspec[http]==2024.3.1 ; python_version >= "3.11" and python_version < "3.12"
+gitdb==4.0.11 ; python_version >= "3.11" and python_version < "3.12"
+gitpython==3.1.43 ; python_version >= "3.11" and python_version < "3.12"
+google-api-core==2.19.1 ; python_version >= "3.11" and python_version < "3.12"
+google-auth==2.34.0 ; python_version >= "3.11" and python_version < "3.12"
+google-cloud-core==2.4.1 ; python_version >= "3.11" and python_version < "3.12"
+google-cloud-storage==2.10.0 ; python_version >= "3.11" and python_version < "3.12"
+google-crc32c==1.5.0 ; python_version >= "3.11" and python_version < "3.12"
+google-resumable-media==2.7.2 ; python_version >= "3.11" and python_version < "3.12"
+googleapis-common-protos==1.63.2 ; python_version >= "3.11" and python_version < "3.12"
+gradio-client==1.3.0 ; python_version >= "3.11" and python_version < "3.12"
 greenlet==3.0.3 ; python_version < "3.12" and (platform_machine == "aarch64" or platform_machine == "ppc64le" or platform_machine == "x86_64" or platform_machine == "amd64" or platform_machine == "AMD64" or platform_machine == "win32" or platform_machine == "WIN32") and python_version >= "3.11"
 h11==0.14.0 ; python_version >= "3.11" and python_version < "3.12"
 httpcore==1.0.5 ; python_version >= "3.11" and python_version < "3.12"
 httptools==0.6.1 ; python_version >= "3.11" and python_version < "3.12"
 httpx==0.27.0 ; python_version >= "3.11" and python_version < "3.12"
-huggingface-hub==0.24.5 ; python_version >= "3.11" and python_version < "3.12"
+huggingface-hub==0.24.6 ; python_version >= "3.11" and python_version < "3.12"
 humanfriendly==10.0 ; python_version >= "3.11" and python_version < "3.12"
 idna==3.7 ; python_version >= "3.11" and python_version < "3.12"
+isodate==0.6.1 ; python_version >= "3.11" and python_version < "3.12"
 jinja2==3.1.4 ; python_version >= "3.11" and python_version < "3.12"
-jiter==0.5.0 ; python_version >= "3.11" and python_version < "3.12"
+jiwer==3.0.4 ; python_version >= "3.11" and python_version < "3.12"
 jmespath==1.0.1 ; python_version >= "3.11" and python_version < "3.12"
+joblib==1.4.2 ; python_version >= "3.11" and python_version < "3.12"
 jsonpatch==1.33 ; python_version >= "3.11" and python_version < "3.12"
 jsonpointer==3.0.0 ; python_version >= "3.11" and python_version < "3.12"
+kiwisolver==1.4.5 ; python_version >= "3.11" and python_version < "3.12"
 langchain-community==0.0.20 ; python_version >= "3.11" and python_version < "3.12"
 langchain-core==0.1.23 ; python_version >= "3.11" and python_version < "3.12"
 langchain-openai==0.0.6 ; python_version >= "3.11" and python_version < "3.12"
 langchain==0.1.7 ; python_version >= "3.11" and python_version < "3.12"
 langsmith==0.0.87 ; python_version >= "3.11" and python_version < "3.12"
+lazy-loader==0.4 ; python_version >= "3.11" and python_version < "3.12"
+librosa==0.10.2.post1 ; python_version >= "3.11" and python_version < "3.12"
+llvmlite==0.43.0 ; python_version >= "3.11" and python_version < "3.12"
+lxml==5.3.0 ; python_version >= "3.11" and python_version < "3.12"
 markupsafe==2.1.5 ; python_version >= "3.11" and python_version < "3.12"
-marshmallow==3.21.3 ; python_version >= "3.11" and python_version < "3.12"
+marshmallow==3.22.0 ; python_version >= "3.11" and python_version < "3.12"
+matplotlib==3.9.2 ; python_version >= "3.11" and python_version < "3.12"
+mosaicml-streaming==0.7.6 ; python_version >= "3.11" and python_version < "3.12"
 mpmath==1.3.0 ; python_version >= "3.11" and python_version < "3.12"
+msal-extensions==1.2.0 ; python_version >= "3.11" and python_version < "3.12"
+msal==1.30.0 ; python_version >= "3.11" and python_version < "3.12"
+msgpack==1.0.8 ; python_version >= "3.11" and python_version < "3.12"
 multidict==6.0.5 ; python_version >= "3.11" and python_version < "3.12"
+multiprocess==0.70.16 ; python_version >= "3.11" and python_version < "3.12"
 mypy-extensions==1.0.0 ; python_version >= "3.11" and python_version < "3.12"
 natsort==8.4.0 ; python_version >= "3.11" and python_version < "3.12"
 networkx==3.3 ; python_version >= "3.11" and python_version < "3.12"
+nltk==3.8.1 ; python_version >= "3.11" and python_version < "3.12"
+numba==0.60.0 ; python_version >= "3.11" and python_version < "3.12"
 numpy==1.26.4 ; python_version >= "3.11" and python_version < "3.12"
-onnxruntime==1.18.1 ; python_version >= "3.11" and python_version < "3.12"
-openai==1.40.1 ; python_version >= "3.11" and python_version < "3.12"
+nvidia-cublas-cu12==12.1.3.1 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12"
+nvidia-cuda-cupti-cu12==12.1.105 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12"
+nvidia-cuda-nvrtc-cu12==12.1.105 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12"
+nvidia-cuda-runtime-cu12==12.1.105 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12"
+nvidia-cudnn-cu12==9.1.0.70 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12"
+nvidia-cufft-cu12==11.0.2.54 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12"
+nvidia-curand-cu12==10.3.2.106 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12"
+nvidia-cusolver-cu12==11.4.5.107 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12"
+nvidia-cusparse-cu12==12.1.0.106 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12"
+nvidia-nccl-cu12==2.20.5 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12"
+nvidia-nvjitlink-cu12==12.6.20 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12"
+nvidia-nvtx-cu12==12.1.105 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12"
+oci==2.132.0 ; python_version >= "3.11" and python_version < "3.12"
+onnxruntime==1.19.0 ; python_version >= "3.11" and python_version < "3.12"
+openai==1.33.0 ; python_version >= "3.11" and python_version < "3.12"
 packaging==23.2 ; python_version >= "3.11" and python_version < "3.12"
+pandas==2.2.2 ; python_version >= "3.11" and python_version < "3.12"
+paramiko==3.4.1 ; python_version >= "3.11" and python_version < "3.12"
+peft==0.11.1 ; python_version >= "3.11" and python_version < "3.12"
+pillow==10.4.0 ; python_version >= "3.11" and python_version < "3.12"
+platformdirs==4.2.2 ; python_version >= "3.11" and python_version < "3.12"
+pooch==1.8.2 ; python_version >= "3.11" and python_version < "3.12"
+portalocker==2.10.1 ; python_version >= "3.11" and python_version < "3.12"
 prometheus-client==0.19.0 ; python_version >= "3.11" and python_version < "3.12"
 prometheus-fastapi-instrumentator==6.1.0 ; python_version >= "3.11" and python_version < "3.12"
-protobuf==5.27.3 ; python_version >= "3.11" and python_version < "3.12"
-pycparser==2.22 ; python_version >= "3.11" and python_version < "3.12" and platform_python_implementation != "PyPy"
+proto-plus==1.24.0 ; python_version >= "3.11" and python_version < "3.12"
+protobuf==4.25.4 ; python_version >= "3.11" and python_version < "3.12"
+psutil==6.0.0 ; python_version >= "3.11" and python_version < "3.12"
+pyarrow-hotfix==0.6 ; python_version >= "3.11" and python_version < "3.12"
+pyarrow==17.0.0 ; python_version >= "3.11" and python_version < "3.12"
+pyasn1-modules==0.4.0 ; python_version >= "3.11" and python_version < "3.12"
+pyasn1==0.6.0 ; python_version >= "3.11" and python_version < "3.12"
+pycparser==2.22 ; python_version >= "3.11" and python_version < "3.12"
 pydantic-core==2.14.6 ; python_version >= "3.11" and python_version < "3.12"
 pydantic==2.5.3 ; python_version >= "3.11" and python_version < "3.12"
 pyjwt[crypto]==2.9.0 ; python_version >= "3.11" and python_version < "3.12"
+pynacl==1.5.0 ; python_version >= "3.11" and python_version < "3.12"
+pyopenssl==24.2.1 ; python_version >= "3.11" and python_version < "3.12"
+pyparsing==3.1.2 ; python_version >= "3.11" and python_version < "3.12"
 pyreadline3==3.4.1 ; sys_platform == "win32" and python_version >= "3.11" and python_version < "3.12"
 python-dateutil==2.9.0.post0 ; python_version >= "3.11" and python_version < "3.12"
 python-dotenv==1.0.1 ; python_version >= "3.11" and python_version < "3.12"
+python-snappy==0.7.2 ; python_version >= "3.11" and python_version < "3.12"
+pytz==2024.1 ; python_version >= "3.11" and python_version < "3.12"
+pywin32==306 ; python_version >= "3.11" and python_version < "3.12" and platform_system == "Windows"
 pyyaml==6.0.2 ; python_version >= "3.11" and python_version < "3.12"
+rapidfuzz==3.9.6 ; python_version >= "3.11" and python_version < "3.12"
 redis==5.0.1 ; python_version >= "3.11" and python_version < "3.12"
 regex==2024.7.24 ; python_version >= "3.11" and python_version < "3.12"
-requests==2.32.3 ; python_version >= "3.11" and python_version < "3.12"
+requests==2.31.0 ; python_version >= "3.11" and python_version < "3.12"
+rsa==4.9 ; python_version >= "3.11" and python_version < "3.12"
 s3transfer==0.10.2 ; python_version >= "3.11" and python_version < "3.12"
-setuptools==72.1.0 ; python_version >= "3.11" and python_version < "3.12"
+sacrebleu==2.4.3 ; python_version >= "3.11" and python_version < "3.12"
+safetensors==0.4.4 ; python_version >= "3.11" and python_version < "3.12"
+scikit-learn==1.5.1 ; python_version >= "3.11" and python_version < "3.12"
+scipy==1.14.1 ; python_version >= "3.11" and python_version < "3.12"
+sentencepiece==0.2.0 ; python_version >= "3.11" and python_version < "3.12"
+sentry-sdk==2.13.0 ; python_version >= "3.11" and python_version < "3.12"
+setproctitle==1.3.3 ; python_version >= "3.11" and python_version < "3.12"
+setuptools==73.0.1 ; python_version >= "3.11" and python_version < "3.12"
+simple-parsing==0.1.5 ; python_version >= "3.11" and python_version < "3.12"
 six==1.16.0 ; python_version >= "3.11" and python_version < "3.12"
+smmap==5.0.1 ; python_version >= "3.11" and python_version < "3.12"
 sniffio==1.3.1 ; python_version >= "3.11" and python_version < "3.12"
+soundfile==0.12.1 ; python_version >= "3.11" and python_version < "3.12"
+soxr==0.4.0 ; python_version >= "3.11" and python_version < "3.12"
 sqlalchemy==2.0.32 ; python_version >= "3.11" and python_version < "3.12"
 starlette==0.35.1 ; python_version >= "3.11" and python_version < "3.12"
-sympy==1.13.1 ; python_version >= "3.11" and python_version < "3.12"
+sympy==1.13.2 ; python_version >= "3.11" and python_version < "3.12"
+tabulate==0.9.0 ; python_version >= "3.11" and python_version < "3.12"
 tenacity==8.5.0 ; python_version >= "3.11" and python_version < "3.12"
+tensorboardx==2.6.2.2 ; python_version >= "3.11" and python_version < "3.12"
+threadpoolctl==3.5.0 ; python_version >= "3.11" and python_version < "3.12"
 tiktoken==0.7.0 ; python_version >= "3.11" and python_version < "3.12"
-tokenizers==0.15.2 ; python_version >= "3.11" and python_version < "3.12"
-torch==2.0.1 ; python_version >= "3.11" and python_version < "3.12"
-torchaudio==2.0.2 ; python_version >= "3.11" and python_version < "3.12"
+tokenizers==0.19.1 ; python_version >= "3.11" and python_version < "3.12"
+torch==2.4.0 ; python_version >= "3.11" and python_version < "3.12"
+torchaudio==2.4.0 ; python_version >= "3.11" and python_version < "3.12"
+torchvision==0.19.0 ; python_version >= "3.11" and python_version < "3.12"
 tqdm==4.66.5 ; python_version >= "3.11" and python_version < "3.12"
+transformers==4.44.1 ; python_version >= "3.11" and python_version < "3.12"
+transformers[torch]==4.44.1 ; python_version >= "3.11" and python_version < "3.12"
+triton==3.0.0 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version < "3.12" and python_version >= "3.11"
+truecase==0.0.14 ; python_version >= "3.11" and python_version < "3.12"
 typing-extensions==4.12.2 ; python_version >= "3.11" and python_version < "3.12"
 typing-inspect==0.9.0 ; python_version >= "3.11" and python_version < "3.12"
+tzdata==2024.1 ; python_version >= "3.11" and python_version < "3.12"
+ultravox[gradio-client] @ git+https://github.com/fixie-ai/ultravox.git@f2fbdafd5e6eecbd22b70431b3bd7cf5da60d47e ; python_version >= "3.11" and python_version < "3.12"
 urllib3==2.2.2 ; python_version >= "3.11" and python_version < "3.12"
 uuid6==2024.7.10 ; python_version >= "3.11" and python_version < "3.12"
 uvicorn[standard]==0.29.0 ; python_version >= "3.11" and python_version < "3.12"
-uvloop==0.19.0 ; (sys_platform != "win32" and sys_platform != "cygwin") and platform_python_implementation != "PyPy" and python_version >= "3.11" and python_version < "3.12"
+uvloop==0.20.0 ; (sys_platform != "win32" and sys_platform != "cygwin") and platform_python_implementation != "PyPy" and python_version >= "3.11" and python_version < "3.12"
+wandb==0.17.7 ; python_version >= "3.11" and python_version < "3.12"
 watchfiles==0.23.0 ; python_version >= "3.11" and python_version < "3.12"
 websockets==12.0 ; python_version >= "3.11" and python_version < "3.12"
+xxhash==3.5.0 ; python_version >= "3.11" and python_version < "3.12"
 yarl==1.9.4 ; python_version >= "3.11" and python_version < "3.12"
+zstd==1.5.5.1 ; python_version >= "3.11" and python_version < "3.12"
diff --git a/skynet/env.py b/skynet/env.py
index 717d0bf..9299d00 100644
--- a/skynet/env.py
+++ b/skynet/env.py
@@ -19,12 +19,13 @@ def tobool(val: str | None):
 
 # general
 log_level = os.environ.get('LOG_LEVEL', 'DEBUG').strip().upper()
-supported_modules = {'summaries:dispatcher', 'summaries:executor', 'streaming_whisper'}
+supported_modules = {'summaries:dispatcher', 'summaries:executor', 'streaming_whisper', 'assistant'}
 enabled_modules = set(os.environ.get('ENABLED_MODULES', 'summaries:dispatcher,summaries:executor').split(','))
 modules = supported_modules.intersection(enabled_modules)
 file_refresh_interval = int(os.environ.get('FILE_REFRESH_INTERVAL', 30))
 
 # models
+fixie_path = os.environ.get('FIXIE_PATH', 'fixie-ai/ultravox-v0.2')
 llama_path = os.environ.get('LLAMA_PATH')
 llama_n_ctx = int(os.environ.get('LLAMA_N_CTX', 128000))
 llama_n_gpu_layers = int(os.environ.get('LLAMA_N_GPU_LAYERS', -1 if is_mac else 99))
diff --git a/skynet/main.py b/skynet/main.py
index 37e5fcf..4b68a20 100644
--- a/skynet/main.py
+++ b/skynet/main.py
@@ -25,6 +25,12 @@
 async def lifespan(main_app: FastAPI):
     log.info('Skynet became self aware')
 
+    if 'assistant' in modules:
+        from skynet.modules.stt.assistant.app import app as assistant_app, app_startup as assistant_startup
+
+        assistant_startup()
+        main_app.mount('/assistant', assistant_app)
+
     if 'streaming_whisper' in modules:
         from skynet.modules.stt.streaming_whisper.app import app as streaming_whisper_app
 
diff --git a/skynet/modules/stt/assistant/app.py b/skynet/modules/stt/assistant/app.py
new file mode 100644
index 0000000..951f15d
--- /dev/null
+++ b/skynet/modules/stt/assistant/app.py
@@ -0,0 +1,40 @@
+from fastapi import FastAPI, WebSocket, WebSocketDisconnect
+
+from skynet.logs import get_logger
+from skynet.modules.stt.assistant.connection_manager import ConnectionManager
+from .fixie import init
+
+log = get_logger(__name__)
+
+ws_connection_manager = ConnectionManager()
+app = FastAPI()
+
+
+@app.websocket('/ws/{session_id}')
+async def websocket_endpoint(websocket: WebSocket, session_id: str, auth_token: str | None = None):
+    await ws_connection_manager.connect(websocket, session_id, auth_token)
+    try:
+        while True:
+            try:
+                chunk = await websocket.receive_bytes()
+            except Exception as err:
+                log.warning(f'Expected bytes, received something else, disconnecting {session_id}. Error: \n{err}')
+                ws_connection_manager.disconnect(session_id)
+                break
+            if len(chunk) == 1 and ord(b'' + chunk) == 0:
+                log.info(f'Received disconnect message for {session_id}')
+                ws_connection_manager.disconnect(session_id)
+                break
+            await ws_connection_manager.process(session_id, chunk)
+    except WebSocketDisconnect:
+        ws_connection_manager.disconnect(session_id)
+        log.info(f'Session {session_id} has ended')
+
+
+def app_startup():
+    init()
+
+    log.info('assistant module initialized')
+
+
+__all__ = ['app', 'app_startup']
diff --git a/skynet/modules/stt/assistant/chunk.py b/skynet/modules/stt/assistant/chunk.py
new file mode 100644
index 0000000..64762eb
--- /dev/null
+++ b/skynet/modules/stt/assistant/chunk.py
@@ -0,0 +1,15 @@
+from skynet.logs import get_logger
+from skynet.modules.stt.streaming_whisper.utils import utils
+
+log = get_logger(__name__)
+
+
+class Chunk:
+    raw: bytes
+    silent: bool
+    speech_duration: float
+
+    def __init__(self, chunk: bytes):
+        self.raw = chunk
+        self.silent, speech_timestamps = utils.is_silent(self.raw)
+        self.speech_duration = sum([round(y.get('end') - y.get('start'), 1) for y in speech_timestamps])
diff --git a/skynet/modules/stt/assistant/connection_manager.py b/skynet/modules/stt/assistant/connection_manager.py
new file mode 100644
index 0000000..ba5bd83
--- /dev/null
+++ b/skynet/modules/stt/assistant/connection_manager.py
@@ -0,0 +1,55 @@
+from fastapi import WebSocket, WebSocketDisconnect
+
+from skynet.auth.jwt import authorize
+from skynet.env import bypass_auth
+from skynet.logs import get_logger
+from skynet.modules.stt.assistant.models import AssistantResponse
+from skynet.modules.stt.assistant.session_connection import SessionConnection
+from skynet.modules.stt.streaming_whisper.utils import utils
+
+log = get_logger(__name__)
+
+
+class ConnectionManager:
+    connections: dict[str, SessionConnection]
+
+    def __init__(self):
+        self.connections: dict[str, SessionConnection] = {}
+
+    async def connect(self, websocket: WebSocket, session_id: str, auth_token: str | None):
+        if not bypass_auth:
+            jwt_token = utils.get_jwt(websocket.headers, auth_token)
+            authorized = await authorize(jwt_token)
+            if not authorized:
+                await websocket.close(401, 'Bad JWT token')
+                return
+        await websocket.accept()
+        self.connections[session_id] = SessionConnection(websocket)
+
+        log.info(f'Session with id {session_id} started. Ongoing sessions {len(self.connections)}')
+
+    async def process(self, session_id: str, chunk: bytes):
+        log.debug(f'Processing chunk for session {session_id}')
+
+        if session_id not in self.connections:
+            log.warning(f'No such session id {session_id}, the connection was probably closed.')
+            return
+
+        for result in self.connections[session_id].process(chunk):
+            await self.send(session_id, result)
+
+    async def send(self, session_id: str, result: AssistantResponse | None):
+        if result is not None:
+            try:
+                await self.connections[session_id].ws.send_json(AssistantResponse.model_dump(result))
+            except WebSocketDisconnect as e:
+                log.warning(f'Session {session_id}: the connection was closed before sending all results: {e}')
+                self.disconnect(session_id)
+            except Exception as ex:
+                log.error(f'Session {session_id}: exception while sending transcription results {ex}')
+
+    def disconnect(self, session_id: str):
+        try:
+            del self.connections[session_id]
+        except KeyError:
+            log.warning(f'The session {session_id} doesn\'t exist anymore.')
diff --git a/skynet/modules/stt/assistant/fixie.py b/skynet/modules/stt/assistant/fixie.py
new file mode 100644
index 0000000..f3bd296
--- /dev/null
+++ b/skynet/modules/stt/assistant/fixie.py
@@ -0,0 +1,54 @@
+#!/usr/bin/env python
+import time
+from collections.abc import Iterator
+
+from ultravox.data import datasets
+from ultravox.inference import base, ultravox_infer
+
+from skynet.env import fixie_path
+
+history = []
+
+
+def run(
+    inference: base.VoiceInference,
+    audio: bytes,
+) -> Iterator[str]:
+    transcribe_message = [{"role": "user", "content": "Transcribe |audio|"}]
+    answer_request = [{"role": "user", "content": "Listen to |audio| and answer it"}]
+
+    sample = datasets.VoiceSample(history + transcribe_message + answer_request, datasets.audio_from_buf(audio))
+
+    first_token_time = None
+
+    # Run streaming inference and print the output as it arrives.
+    stream = inference.infer_stream(sample)
+
+    history.append({"role": "assistant", "content": ""})
+
+    for msg in stream:
+        if isinstance(msg, base.InferenceChunk):
+            if first_token_time is None:
+                first_token_time = time.time()
+
+            print(msg.text, end="", flush=True)
+
+            # add message to last entry in history
+            history[-1]["content"] += f'{msg.text} '
+
+            yield msg.text
+
+    print("\n")
+
+    if first_token_time is None:
+        raise ValueError("No tokens received")
+
+
+def init():
+    global inference
+
+    inference = ultravox_infer.UltravoxInference(fixie_path)
+
+
+def oneshot(audio: bytes) -> Iterator[str]:
+    return run(inference, audio)
diff --git a/skynet/modules/stt/assistant/models.py b/skynet/modules/stt/assistant/models.py
new file mode 100644
index 0000000..0f0dd36
--- /dev/null
+++ b/skynet/modules/stt/assistant/models.py
@@ -0,0 +1,6 @@
+from pydantic import BaseModel
+
+
+class AssistantResponse(BaseModel):
+    text: str
+    ts: int
diff --git a/skynet/modules/stt/assistant/session_connection.py b/skynet/modules/stt/assistant/session_connection.py
new file mode 100644
index 0000000..ad4245b
--- /dev/null
+++ b/skynet/modules/stt/assistant/session_connection.py
@@ -0,0 +1,24 @@
+from collections.abc import Iterator
+
+from starlette.websockets import WebSocket
+
+from skynet.logs import get_logger
+from skynet.modules.stt.assistant.chunk import Chunk
+from skynet.modules.stt.assistant.models import AssistantResponse
+from skynet.modules.stt.assistant.state import State
+
+log = get_logger(__name__)
+
+
+class SessionConnection:
+    def __init__(self, ws: WebSocket):
+        self.ws = ws
+        self.state = None
+
+    def process(self, chunk: bytes) -> Iterator[AssistantResponse] | None:
+        a_chunk = Chunk(chunk)
+
+        if self.state is None:
+            self.state = State()
+
+        return self.state.process(a_chunk)
diff --git a/skynet/modules/stt/assistant/state.py b/skynet/modules/stt/assistant/state.py
new file mode 100644
index 0000000..91b95ff
--- /dev/null
+++ b/skynet/modules/stt/assistant/state.py
@@ -0,0 +1,58 @@
+from collections.abc import Iterator
+
+from skynet.logs import get_logger
+from skynet.modules.stt.assistant.chunk import Chunk
+from skynet.modules.stt.assistant.fixie import oneshot as ultravox
+from skynet.modules.stt.assistant.models import AssistantResponse
+from skynet.modules.stt.streaming_whisper.utils import utils
+
+log = get_logger(__name__)
+
+silent_chunks_threshold = 1
+
+
+class State:
+    working_audio: bytes
+    speech_duration: int
+
+    def __init__(self):
+        self.working_audio = b''
+        self.speech_duration = 0
+        self.silence_duration = 0
+        self.uuid = utils.Uuid7()
+
+    def should_respond(self) -> bool:
+        return self.speech_duration >= 1 and self.silence_duration >= silent_chunks_threshold
+
+    def process(self, chunk: Chunk) -> Iterator[AssistantResponse] | None:
+        self.add_to_store(chunk)
+
+        if self.should_respond():
+            final_audio_length = utils.convert_bytes_to_seconds(self.working_audio)
+            final_audio = utils.get_wav_header([self.working_audio], final_audio_length) + self.working_audio
+
+            self.reset()
+
+            for text in ultravox(final_audio):
+                yield AssistantResponse(text=text, ts=utils.now())
+        else:
+            return None
+
+    def add_to_store(self, chunk: Chunk):
+        if chunk.silent:
+            self.silence_duration += 1
+
+            if self.speech_duration < 1 and self.silence_duration >= silent_chunks_threshold:
+                self.reset()
+        else:
+            self.working_audio += chunk.raw
+            self.speech_duration += chunk.speech_duration
+            self.silence_duration = 0
+
+            log.debug(f'speech duration set to {self.speech_duration}')
+
+    def reset(self):
+        log.debug('flushing working audio')
+
+        self.speech_duration = 0
+        self.working_audio = b''
diff --git a/skynet/modules/stt/streaming_whisper/cfg.py b/skynet/modules/stt/streaming_whisper/cfg.py
index 5adffa9..8c538f3 100644
--- a/skynet/modules/stt/streaming_whisper/cfg.py
+++ b/skynet/modules/stt/streaming_whisper/cfg.py
@@ -3,7 +3,14 @@
 import torch
 from faster_whisper import WhisperModel
 
-from skynet.env import whisper_compute_type, whisper_device, whisper_gpu_indices, whisper_model_name, whisper_model_path
+from skynet.env import (
+    modules,
+    whisper_compute_type,
+    whisper_device,
+    whisper_gpu_indices,
+    whisper_model_name,
+    whisper_model_path,
+)
 from skynet.logs import get_logger
 from skynet.modules.stt.streaming_whisper.utils import vad_utils as vad
 
@@ -32,13 +39,17 @@ def get_device() -> str:
 
 path_or_model_name = whisper_model_name if whisper_model_name is not None else whisper_model_path
 
-model = WhisperModel(
-    path_or_model_name,
-    device=device,
-    device_index=gpu_indices,
-    compute_type=whisper_compute_type,
-    num_workers=num_workers,
-    download_root=whisper_model_path,
+model = (
+    WhisperModel(
+        path_or_model_name,
+        device=device,
+        device_index=gpu_indices,
+        compute_type=whisper_compute_type,
+        num_workers=num_workers,
+        download_root=whisper_model_path,
+    )
+    if 'streaming_whisper' in modules
+    else None
 )
 
 one_byte_s = 0.00003125  # the equivalent of one byte in seconds