diff --git a/examples/basic.py b/examples/basic.py
index e4abbf0..02cdb97 100755
--- a/examples/basic.py
+++ b/examples/basic.py
@@ -10,17 +10,21 @@
 if api_key is None:
     raise EnvironmentError("No SUBSTRATE_API_KEY set")
 
-from substrate import Substrate, GenerateText
+from substrate import Substrate, GenerateText, sb
 
 substrate = Substrate(api_key=api_key, timeout=60 * 5)
 
 story = GenerateText(prompt="tell me a story")
-# summary = GenerateText(prompt=sb.concat("Summarize this story: ", story.future.text))
+summary = GenerateText(prompt=sb.concat("Summarize this story: ", story.future.text))
 
-# response = substrate.run(story, summary)
-response = substrate.run(story)
+response = substrate.run(story, summary)
 print(response)
 
+print("=== story")
+story_out = response.get(story)
+print(story_out.text)
+
+print("=== summary")
 summary_out = response.get(summary)
 print(summary_out.text)
 
diff --git a/examples/streaming.py b/examples/streaming.py
new file mode 100755
index 0000000..9426e3a
--- /dev/null
+++ b/examples/streaming.py
@@ -0,0 +1,38 @@
+import os
+import sys
+import asyncio
+from pathlib import Path
+
+# add parent dir to sys.path to make 'substrate' importable
+parent_dir = Path(__file__).resolve().parent.parent
+sys.path.insert(0, str(parent_dir))
+
+api_key = os.environ.get("SUBSTRATE_API_KEY")
+if api_key is None:
+    raise EnvironmentError("No SUBSTRATE_API_KEY set")
+
+from substrate import Substrate, GenerateText, sb
+
+substrate = Substrate(api_key=api_key, timeout=60 * 5)
+
+
+a = GenerateText(prompt="tell me about windmills", max_tokens=10)
+b = GenerateText(prompt=sb.concat("is this true? ", a.future.text), max_tokens=10)
+
+
+async def amain():
+    response = await substrate.async_stream(a, b)
+    async for event in response.async_iter():
+        print(event)
+
+
+asyncio.run(amain())
+
+
+def main():
+    response = substrate.stream(a, b)
+    for message in response.iter():
+        print(message)
+
+
+main()
diff --git a/examples/streaming/fastapi-example/main.py b/examples/streaming/fastapi-example/main.py
new file mode 100644
index 0000000..3351ceb
--- /dev/null
+++ b/examples/streaming/fastapi-example/main.py
@@ -0,0 +1,29 @@
+import os
+import sys
+from pathlib import Path
+
+from substrate.nodes import Llama3Instruct8B
+
+# add parent dir to sys.path to make 'substrate' importable
+parent_dir = Path(__file__).resolve().parent.parent.parent.parent
+sys.path.insert(0, str(parent_dir))
+
+api_key = os.environ.get("SUBSTRATE_API_KEY")
+if api_key is None:
+    raise EnvironmentError("No SUBSTRATE_API_KEY set")
+
+from fastapi import FastAPI
+from fastapi.responses import StreamingResponse
+
+from substrate import Substrate, Llama3Instruct8B
+
+app = FastAPI()
+substrate = Substrate(api_key=api_key, timeout=60 * 5)
+
+@app.get("/qotd")
+def quote_of_the_day():
+    quote = Llama3Instruct8B(prompt="What's an inspirational quote of the day?")
+
+    response = substrate.stream(quote)
+
+    return StreamingResponse(response.iter_events(), media_type="text/event-stream")
diff --git a/poetry.lock b/poetry.lock
index bb1e7f1..fcc29a8 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "annotated-types"
@@ -391,6 +391,26 @@ files = [
     {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
 ]
 
+[[package]]
+name = "dnspython"
+version = "2.6.1"
+description = "DNS toolkit"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "dnspython-2.6.1-py3-none-any.whl", hash = "sha256:5ef3b9680161f6fa89daf8ad451b5f1a33b18ae8a1c6778cdf4b43f08c0a6e50"},
+    {file = "dnspython-2.6.1.tar.gz", hash = "sha256:e8f0f9c23a7b7cb99ded64e6c3a6f3e701d78f50c55e002b839dea7225cff7cc"},
+]
+
+[package.extras]
+dev = ["black (>=23.1.0)", "coverage (>=7.0)", "flake8 (>=7)", "mypy (>=1.8)", "pylint (>=3)", "pytest (>=7.4)", "pytest-cov (>=4.1.0)", "sphinx (>=7.2.0)", "twine (>=4.0.0)", "wheel (>=0.42.0)"]
+dnssec = ["cryptography (>=41)"]
+doh = ["h2 (>=4.1.0)", "httpcore (>=1.0.0)", "httpx (>=0.26.0)"]
+doq = ["aioquic (>=0.9.25)"]
+idna = ["idna (>=3.6)"]
+trio = ["trio (>=0.23)"]
+wmi = ["wmi (>=1.5.1)"]
+
 [[package]]
 name = "docutils"
 version = "0.21.2"
@@ -402,6 +422,21 @@ files = [
     {file = "docutils-0.21.2.tar.gz", hash = "sha256:3a6b18732edf182daa3cd12775bbb338cf5691468f91eeeb109deff6ebfa986f"},
 ]
 
+[[package]]
+name = "email-validator"
+version = "2.1.2"
+description = "A robust email address syntax and deliverability validation library."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "email_validator-2.1.2-py3-none-any.whl", hash = "sha256:d89f6324e13b1e39889eab7f9ca2f91dc9aebb6fa50a6d8bd4329ab50f251115"},
+    {file = "email_validator-2.1.2.tar.gz", hash = "sha256:14c0f3d343c4beda37400421b39fa411bbe33a75df20825df73ad53e06a9f04c"},
+]
+
+[package.dependencies]
+dnspython = ">=2.0.0"
+idna = ">=2.0.0"
+
 [[package]]
 name = "exceptiongroup"
 version = "1.2.1"
@@ -416,6 +451,50 @@ files = [
 [package.extras]
 test = ["pytest (>=6)"]
 
+[[package]]
+name = "fastapi"
+version = "0.111.0"
+description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "fastapi-0.111.0-py3-none-any.whl", hash = "sha256:97ecbf994be0bcbdadedf88c3150252bed7b2087075ac99735403b1b76cc8fc0"},
+    {file = "fastapi-0.111.0.tar.gz", hash = "sha256:b9db9dd147c91cb8b769f7183535773d8741dd46f9dc6676cd82eab510228cd7"},
+]
+
+[package.dependencies]
+email_validator = ">=2.0.0"
+fastapi-cli = ">=0.0.2"
+httpx = ">=0.23.0"
+jinja2 = ">=2.11.2"
+orjson = ">=3.2.1"
+pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0 || >2.0.0,<2.0.1 || >2.0.1,<2.1.0 || >2.1.0,<3.0.0"
+python-multipart = ">=0.0.7"
+starlette = ">=0.37.2,<0.38.0"
+typing-extensions = ">=4.8.0"
+ujson = ">=4.0.1,<4.0.2 || >4.0.2,<4.1.0 || >4.1.0,<4.2.0 || >4.2.0,<4.3.0 || >4.3.0,<5.0.0 || >5.0.0,<5.1.0 || >5.1.0"
+uvicorn = {version = ">=0.12.0", extras = ["standard"]}
+
+[package.extras]
+all = ["email_validator (>=2.0.0)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=2.11.2)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.7)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
+
+[[package]]
+name = "fastapi-cli"
+version = "0.0.4"
+description = "Run and manage FastAPI apps from the command line with FastAPI CLI. 🚀"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "fastapi_cli-0.0.4-py3-none-any.whl", hash = "sha256:a2552f3a7ae64058cdbb530be6fa6dbfc975dc165e4fa66d224c3d396e25e809"},
+    {file = "fastapi_cli-0.0.4.tar.gz", hash = "sha256:e2e9ffaffc1f7767f488d6da34b6f5a377751c996f397902eb6abb99a67bde32"},
+]
+
+[package.dependencies]
+typer = ">=0.12.3"
+
+[package.extras]
+standard = ["fastapi", "uvicorn[standard] (>=0.15.0)"]
+
 [[package]]
 name = "filelock"
 version = "3.15.1"
@@ -464,6 +543,54 @@ http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 trio = ["trio (>=0.22.0,<0.26.0)"]
 
+[[package]]
+name = "httptools"
+version = "0.6.1"
+description = "A collection of framework independent HTTP protocol utils."
+optional = false
+python-versions = ">=3.8.0"
+files = [
+    {file = "httptools-0.6.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d2f6c3c4cb1948d912538217838f6e9960bc4a521d7f9b323b3da579cd14532f"},
+    {file = "httptools-0.6.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:00d5d4b68a717765b1fabfd9ca755bd12bf44105eeb806c03d1962acd9b8e563"},
+    {file = "httptools-0.6.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:639dc4f381a870c9ec860ce5c45921db50205a37cc3334e756269736ff0aac58"},
+    {file = "httptools-0.6.1-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e57997ac7fb7ee43140cc03664de5f268813a481dff6245e0075925adc6aa185"},
+    {file = "httptools-0.6.1-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:0ac5a0ae3d9f4fe004318d64b8a854edd85ab76cffbf7ef5e32920faef62f142"},
+    {file = "httptools-0.6.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:3f30d3ce413088a98b9db71c60a6ada2001a08945cb42dd65a9a9fe228627658"},
+    {file = "httptools-0.6.1-cp310-cp310-win_amd64.whl", hash = "sha256:1ed99a373e327f0107cb513b61820102ee4f3675656a37a50083eda05dc9541b"},
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+    {file = "httptools-0.6.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:85ed077c995e942b6f1b07583e4eb0a8d324d418954fc6af913d36db7c05a5a0"},
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+    {file = "httptools-0.6.1-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7d9ceb2c957320def533671fc9c715a80c47025139c8d1f3797477decbc6edd2"},
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+    {file = "httptools-0.6.1-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:678fcbae74477a17d103b7cae78b74800d795d702083867ce160fc202104d0da"},
+    {file = "httptools-0.6.1-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:e0b281cf5a125c35f7f6722b65d8542d2e57331be573e9e88bc8b0115c4a7a81"},
+    {file = "httptools-0.6.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:95658c342529bba4e1d3d2b1a874db16c7cca435e8827422154c9da76ac4e13a"},
+    {file = "httptools-0.6.1-cp39-cp39-win_amd64.whl", hash = "sha256:7ebaec1bf683e4bf5e9fbb49b8cc36da482033596a415b3e4ebab5a4c0d7ec5e"},
+    {file = "httptools-0.6.1.tar.gz", hash = "sha256:c6e26c30455600b95d94b1b836085138e82f177351454ee841c148f93a9bad5a"},
+]
+
+[package.extras]
+test = ["Cython (>=0.29.24,<0.30.0)"]
+
 [[package]]
 name = "httpx"
 version = "0.27.0"
@@ -488,6 +615,17 @@ cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 
+[[package]]
+name = "httpx-sse"
+version = "0.4.0"
+description = "Consume Server-Sent Event (SSE) messages with HTTPX."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "httpx-sse-0.4.0.tar.gz", hash = "sha256:1e81a3a3070ce322add1d3529ed42eb5f70817f45ed6ec915ab753f961139721"},
+    {file = "httpx_sse-0.4.0-py3-none-any.whl", hash = "sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f"},
+]
+
 [[package]]
 name = "identify"
 version = "2.5.36"
@@ -642,6 +780,23 @@ files = [
 test = ["async-timeout", "pytest", "pytest-asyncio (>=0.17)", "pytest-trio", "testpath", "trio"]
 trio = ["async_generator", "trio"]
 
+[[package]]
+name = "jinja2"
+version = "3.1.4"
+description = "A very fast and expressive template engine."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "jinja2-3.1.4-py3-none-any.whl", hash = "sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d"},
+    {file = "jinja2-3.1.4.tar.gz", hash = "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369"},
+]
+
+[package.dependencies]
+MarkupSafe = ">=2.0"
+
+[package.extras]
+i18n = ["Babel (>=2.7)"]
+
 [[package]]
 name = "keyring"
 version = "25.2.1"
@@ -742,6 +897,75 @@ profiling = ["gprof2dot"]
 rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
 testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
+[[package]]
+name = "markupsafe"
+version = "2.1.5"
+description = "Safely add untrusted strings to HTML/XML markup."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "MarkupSafe-2.1.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a17a92de5231666cfbe003f0e4b9b3a7ae3afb1ec2845aadc2bacc93ff85febc"},
+    {file = "MarkupSafe-2.1.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:72b6be590cc35924b02c78ef34b467da4ba07e4e0f0454a2c5907f473fc50ce5"},
+    {file = "MarkupSafe-2.1.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e61659ba32cf2cf1481e575d0462554625196a1f2fc06a1c777d3f48e8865d46"},
+    {file = "MarkupSafe-2.1.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2174c595a0d73a3080ca3257b40096db99799265e1c27cc5a610743acd86d62f"},
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+
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 name = "packaging"
 version = "24.1"
@@ -1195,6 +1474,34 @@ tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 [package.extras]
 dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
 
+[[package]]
+name = "python-dotenv"
+version = "1.0.1"
+description = "Read key-value pairs from a .env file and set them as environment variables"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.extras]
+cli = ["click (>=5.0)"]
+
+[[package]]
+name = "python-multipart"
+version = "0.0.9"
+description = "A streaming multipart parser for Python"
+optional = false
+python-versions = ">=3.8"
+files = [
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+
 [[package]]
 name = "pywin32-ctypes"
 version = "0.2.2"
@@ -1393,6 +1700,17 @@ files = [
 cryptography = ">=2.0"
 jeepney = ">=0.6"
 
+[[package]]
+name = "shellingham"
+version = "1.5.4"
+description = "Tool to Detect Surrounding Shell"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
 [[package]]
 name = "sniffio"
 version = "1.3.1"
@@ -1477,6 +1795,23 @@ rfc3986 = ">=1.4.0"
 rich = ">=12.0.0"
 urllib3 = ">=1.26.0"
 
+[[package]]
+name = "typer"
+version = "0.12.3"
+description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
+optional = false
+python-versions = ">=3.7"
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+
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+rich = ">=10.11.0"
+shellingham = ">=1.3.0"
+typing-extensions = ">=3.7.4.3"
+
 [[package]]
 name = "types-networkx"
 version = "3.2.1.20240531"
@@ -1513,6 +1848,93 @@ files = [
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 ]
 
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+    {file = "watchfiles-0.22.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:55b7cc10261c2786c41d9207193a85c1db1b725cf87936df40972aab466179b6"},
+    {file = "watchfiles-0.22.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:28585744c931576e535860eaf3f2c0ec7deb68e3b9c5a85ca566d69d36d8dd27"},
+    {file = "watchfiles-0.22.0-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:00095dd368f73f8f1c3a7982a9801190cc88a2f3582dd395b289294f8975172b"},
+    {file = "watchfiles-0.22.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:52fc9b0dbf54d43301a19b236b4a4614e610605f95e8c3f0f65c3a456ffd7d35"},
+    {file = "watchfiles-0.22.0-cp312-none-win32.whl", hash = "sha256:581f0a051ba7bafd03e17127735d92f4d286af941dacf94bcf823b101366249e"},
+    {file = "watchfiles-0.22.0-cp312-none-win_amd64.whl", hash = "sha256:aec83c3ba24c723eac14225194b862af176d52292d271c98820199110e31141e"},
+    {file = "watchfiles-0.22.0-cp312-none-win_arm64.whl", hash = "sha256:c668228833c5619f6618699a2c12be057711b0ea6396aeaece4ded94184304ea"},
+    {file = "watchfiles-0.22.0-cp38-cp38-macosx_10_12_x86_64.whl", hash = "sha256:d47e9ef1a94cc7a536039e46738e17cce058ac1593b2eccdede8bf72e45f372a"},
+    {file = "watchfiles-0.22.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:28f393c1194b6eaadcdd8f941307fc9bbd7eb567995232c830f6aef38e8a6e88"},
+    {file = "watchfiles-0.22.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:dd64f3a4db121bc161644c9e10a9acdb836853155a108c2446db2f5ae1778c3d"},
+    {file = "watchfiles-0.22.0-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:2abeb79209630da981f8ebca30a2c84b4c3516a214451bfc5f106723c5f45843"},
+    {file = "watchfiles-0.22.0-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4cc382083afba7918e32d5ef12321421ef43d685b9a67cc452a6e6e18920890e"},
+    {file = "watchfiles-0.22.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d048ad5d25b363ba1d19f92dcf29023988524bee6f9d952130b316c5802069cb"},
+    {file = "watchfiles-0.22.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:103622865599f8082f03af4214eaff90e2426edff5e8522c8f9e93dc17caee13"},
+    {file = "watchfiles-0.22.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d3e1f3cf81f1f823e7874ae563457828e940d75573c8fbf0ee66818c8b6a9099"},
+    {file = "watchfiles-0.22.0-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:8597b6f9dc410bdafc8bb362dac1cbc9b4684a8310e16b1ff5eee8725d13dcd6"},
+    {file = "watchfiles-0.22.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:0b04a2cbc30e110303baa6d3ddce8ca3664bc3403be0f0ad513d1843a41c97d1"},
+    {file = "watchfiles-0.22.0-cp38-none-win32.whl", hash = "sha256:b610fb5e27825b570554d01cec427b6620ce9bd21ff8ab775fc3a32f28bba63e"},
+    {file = "watchfiles-0.22.0-cp38-none-win_amd64.whl", hash = "sha256:fe82d13461418ca5e5a808a9e40f79c1879351fcaeddbede094028e74d836e86"},
+    {file = "watchfiles-0.22.0-cp39-cp39-macosx_10_12_x86_64.whl", hash = "sha256:3973145235a38f73c61474d56ad6199124e7488822f3a4fc97c72009751ae3b0"},
+    {file = "watchfiles-0.22.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:280a4afbc607cdfc9571b9904b03a478fc9f08bbeec382d648181c695648202f"},
+    {file = "watchfiles-0.22.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3a0d883351a34c01bd53cfa75cd0292e3f7e268bacf2f9e33af4ecede7e21d1d"},
+    {file = "watchfiles-0.22.0-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:9165bcab15f2b6d90eedc5c20a7f8a03156b3773e5fb06a790b54ccecdb73385"},
+    {file = "watchfiles-0.22.0-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:dc1b9b56f051209be458b87edb6856a449ad3f803315d87b2da4c93b43a6fe72"},
+    {file = "watchfiles-0.22.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:8dc1fc25a1dedf2dd952909c8e5cb210791e5f2d9bc5e0e8ebc28dd42fed7562"},
+    {file = "watchfiles-0.22.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:dc92d2d2706d2b862ce0568b24987eba51e17e14b79a1abcd2edc39e48e743c8"},
+    {file = "watchfiles-0.22.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:97b94e14b88409c58cdf4a8eaf0e67dfd3ece7e9ce7140ea6ff48b0407a593ec"},
+    {file = "watchfiles-0.22.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:96eec15e5ea7c0b6eb5bfffe990fc7c6bd833acf7e26704eb18387fb2f5fd087"},
+    {file = "watchfiles-0.22.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:28324d6b28bcb8d7c1041648d7b63be07a16db5510bea923fc80b91a2a6cbed6"},
+    {file = "watchfiles-0.22.0-cp39-none-win32.whl", hash = "sha256:8c3e3675e6e39dc59b8fe5c914a19d30029e36e9f99468dddffd432d8a7b1c93"},
+    {file = "watchfiles-0.22.0-cp39-none-win_amd64.whl", hash = "sha256:25c817ff2a86bc3de3ed2df1703e3d24ce03479b27bb4527c57e722f8554d971"},
+    {file = "watchfiles-0.22.0-pp310-pypy310_pp73-macosx_10_12_x86_64.whl", hash = "sha256:b810a2c7878cbdecca12feae2c2ae8af59bea016a78bc353c184fa1e09f76b68"},
+    {file = "watchfiles-0.22.0-pp310-pypy310_pp73-macosx_11_0_arm64.whl", hash = "sha256:f7e1f9c5d1160d03b93fc4b68a0aeb82fe25563e12fbcdc8507f8434ab6f823c"},
+    {file = "watchfiles-0.22.0-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:030bc4e68d14bcad2294ff68c1ed87215fbd9a10d9dea74e7cfe8a17869785ab"},
+    {file = "watchfiles-0.22.0-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ace7d060432acde5532e26863e897ee684780337afb775107c0a90ae8dbccfd2"},
+    {file = "watchfiles-0.22.0-pp38-pypy38_pp73-macosx_10_12_x86_64.whl", hash = "sha256:5834e1f8b71476a26df97d121c0c0ed3549d869124ed2433e02491553cb468c2"},
+    {file = "watchfiles-0.22.0-pp38-pypy38_pp73-macosx_11_0_arm64.whl", hash = "sha256:0bc3b2f93a140df6806c8467c7f51ed5e55a931b031b5c2d7ff6132292e803d6"},
+    {file = "watchfiles-0.22.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8fdebb655bb1ba0122402352b0a4254812717a017d2dc49372a1d47e24073795"},
+    {file = "watchfiles-0.22.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0c8e0aa0e8cc2a43561e0184c0513e291ca891db13a269d8d47cb9841ced7c71"},
+    {file = "watchfiles-0.22.0-pp39-pypy39_pp73-macosx_10_12_x86_64.whl", hash = "sha256:2f350cbaa4bb812314af5dab0eb8d538481e2e2279472890864547f3fe2281ed"},
+    {file = "watchfiles-0.22.0-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:7a74436c415843af2a769b36bf043b6ccbc0f8d784814ba3d42fc961cdb0a9dc"},
+    {file = "watchfiles-0.22.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:00ad0bcd399503a84cc688590cdffbe7a991691314dde5b57b3ed50a41319a31"},
+    {file = "watchfiles-0.22.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:72a44e9481afc7a5ee3291b09c419abab93b7e9c306c9ef9108cb76728ca58d2"},
+    {file = "watchfiles-0.22.0.tar.gz", hash = "sha256:988e981aaab4f3955209e7e28c7794acdb690be1efa7f16f8ea5aba7ffdadacb"},
+]
+
+[package.dependencies]
+anyio = ">=3.0.0"
+
 [[package]]
 name = "websockets"
 version = "12.0"
@@ -1668,4 +2228,4 @@ test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools",
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9"
-content-hash = "eeb3c8e7b79916e553f863169d130bde5dc45a8841f5a35dcea65f85c51711fe"
+content-hash = "fcecdf585136fb83158547a11be455384cab6fbba80acf0779cded360e9c11cb"
diff --git a/pyproject.toml b/pyproject.toml
index df0863f..b25233b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -50,6 +50,7 @@ httpx = ">=0.26.0"
 distro = ">=1.8.0"
 typing-extensions = "^4.10.0"
 pydantic = ">=1.0.0"
+httpx-sse = "^0.4.0"
 
 [tool.ruff.lint]
 ignore-init-module-imports = true
@@ -80,3 +81,4 @@ toml = "^0.10.2"
 marimo = ">=0.3.2"
 pre-commit = "^3.6.2"
 twine = "^5.0.0"
+fastapi = "^0.111.0"
diff --git a/substrate/_client.py b/substrate/_client.py
index 9023be8..3249d79 100644
--- a/substrate/_client.py
+++ b/substrate/_client.py
@@ -5,6 +5,7 @@
 
 import httpx
 import distro
+import httpx_sse
 
 from ._version import __version__
 from .core.id_generator import IDGenerator
@@ -172,6 +173,13 @@ def default_headers(self) -> Dict[str, str]:
             **self._additional_headers,
         }
 
+    @property
+    def streaming_headers(self) -> Dict[str, str]:
+        headers = self.default_headers
+        headers["Accept"] = "text/event-stream"
+        headers["X-Substrate-Streaming"] = "1"
+        return headers
+
     def post_compose(self, dag: Dict[str, Any]) -> APIResponse:
         url = f"{self._base_url}/compose"
         body = {"dag": dag}
@@ -190,6 +198,29 @@ def post_compose(self, dag: Dict[str, Any]) -> APIResponse:
         )
         return res
 
+    def post_compose_streaming(self, dag: Dict[str, Any]):
+        url = f"{self._base_url}/compose"
+        body = {"dag": dag}
+
+        def iterator():
+            with httpx.Client(timeout=self._timeout, follow_redirects=True) as client:
+                with httpx_sse.connect_sse(client, "POST", url, json=body, headers=self.streaming_headers) as event_source:
+                    for sse in event_source.iter_sse():
+                        yield sse
+        return iterator()
+
+
+    async def async_post_compose_streaming(self, dag: Dict[str, Any]):
+        url = f"{self._base_url}/compose"
+        body = {"dag": dag}
+
+        async def iterator():
+            async with httpx.AsyncClient(timeout=self._timeout, follow_redirects=True) as client:
+                async with httpx_sse.aconnect_sse(client, "POST", url, json=body, headers=self.streaming_headers) as event_source:
+                    async for sse in event_source.aiter_sse():
+                        yield sse
+        return iterator()
+
     async def async_post_compose(self, dag: Dict[str, Any]) -> APIResponse:
         url = f"{self._base_url}/compose"
         body = {"dag": dag}
diff --git a/substrate/streaming.py b/substrate/streaming.py
new file mode 100644
index 0000000..516885e
--- /dev/null
+++ b/substrate/streaming.py
@@ -0,0 +1,49 @@
+import json
+from typing import Iterator, AsyncIterator
+
+import httpx_sse
+
+
+class ServerSentEvent:
+    def __init__(self, event: httpx_sse.ServerSentEvent):
+        self.event = event
+
+    @property
+    def data(self):
+        return json.loads(self.event.data)
+
+    def __repr__(self):
+        return self.event.__repr__()
+
+    def __str__(self):
+        """
+        Render the Server-Sent Event as a string to be rendered in a streaming response
+        """
+        fields = ["id", "event", "data", "retry"]
+        lines = [f"{field}: {getattr(self.event, field)}" for field in fields if getattr(self.event, field)]
+        return "\n".join(lines) + "\n\n"
+
+
+class SubstrateStreamingResponse:
+    """
+    Substrate stream response.
+    """
+
+    def __init__(self, *, iterator):
+        self.iterator = iterator
+
+    def iter(self) -> Iterator[ServerSentEvent]:
+        for sse in self.iterator:
+            yield ServerSentEvent(sse)
+
+    def iter_events(self) -> Iterator[str]:
+        for sse in self.iterator:
+            yield str(ServerSentEvent(sse))
+
+    async def async_iter(self) -> Iterator[ServerSentEvent]:
+        async for sse in self.iterator:
+            yield ServerSentEvent(sse)
+
+    async def async_iter_events(self) -> AsyncIterator[str]:
+        async for sse in self.iterator:
+            yield str(ServerSentEvent(sse))
diff --git a/substrate/substrate.py b/substrate/substrate.py
index 5b04f96..aa5c0e6 100644
--- a/substrate/substrate.py
+++ b/substrate/substrate.py
@@ -3,6 +3,8 @@
 import base64
 from typing import Any, Dict
 
+from substrate.streaming import SubstrateStreamingResponse
+
 from ._client import APIClient
 from .core.corenode import CoreNode
 from .core.client.graph import Graph
@@ -48,6 +50,22 @@ async def async_run(self, *nodes: CoreNode) -> SubstrateResponse:
         api_response = await self._client.async_post_compose(dag=serialized)
         return SubstrateResponse(api_response=api_response)
 
+    def stream(self, *nodes: CoreNode) -> SubstrateStreamingResponse:
+        """
+        Run the given nodes and receive results as Server-Sent Events.
+        """
+        serialized = Substrate.serialize(*nodes)
+        iterator = self._client.post_compose_streaming(dag=serialized)
+        return SubstrateStreamingResponse(iterator=iterator)
+
+    async def async_stream(self, *nodes: CoreNode) -> SubstrateStreamingResponse:
+        """
+        Run the given nodes and receive results as Server-Sent Events.
+        """
+        serialized = Substrate.serialize(*nodes)
+        iterator = await self._client.async_post_compose_streaming(dag=serialized)
+        return SubstrateStreamingResponse(iterator=iterator)
+
     @staticmethod
     def visualize(*nodes):
         """
@@ -67,6 +85,7 @@ def serialize(*nodes):
         """
 
         all_nodes = set()
+
         def collect_nodes(node):
             all_nodes.add(node)
             for referenced_node in node.referenced_nodes:
diff --git a/tests/pydantic-1/poetry.lock b/tests/pydantic-1/poetry.lock
index 50efa1b..d668761 100644
--- a/tests/pydantic-1/poetry.lock
+++ b/tests/pydantic-1/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "anyio"
@@ -125,6 +125,17 @@ cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 
+[[package]]
+name = "httpx-sse"
+version = "0.4.0"
+description = "Consume Server-Sent Event (SSE) messages with HTTPX."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "httpx-sse-0.4.0.tar.gz", hash = "sha256:1e81a3a3070ce322add1d3529ed42eb5f70817f45ed6ec915ab753f961139721"},
+    {file = "httpx_sse-0.4.0-py3-none-any.whl", hash = "sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f"},
+]
+
 [[package]]
 name = "idna"
 version = "3.7"
@@ -301,4 +312,4 @@ files = [
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "a9ab545f9c0a6a522ba4c4b26ffa3eb82cd62e574179597e5f5819a3b967f50e"
+content-hash = "92b0188b4c4cf1446bfcce76fb780f15c36299827ed3acd4372b2be1bf3e7d4c"
diff --git a/tests/pydantic-1/pyproject.toml b/tests/pydantic-1/pyproject.toml
index 9f2d8d8..4d92788 100644
--- a/tests/pydantic-1/pyproject.toml
+++ b/tests/pydantic-1/pyproject.toml
@@ -11,6 +11,7 @@ pydantic = "<2.0.0"
 networkx = "^3.3"
 httpx = "^0.27.0"
 distro = "^1.9.0"
+httpx-sse = "^0.4.0"
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^8.2.0"
diff --git a/tests/pydantic-2/poetry.lock b/tests/pydantic-2/poetry.lock
index 9c458fd..7297b63 100644
--- a/tests/pydantic-2/poetry.lock
+++ b/tests/pydantic-2/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "annotated-types"
@@ -136,6 +136,17 @@ cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 
+[[package]]
+name = "httpx-sse"
+version = "0.4.0"
+description = "Consume Server-Sent Event (SSE) messages with HTTPX."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "httpx-sse-0.4.0.tar.gz", hash = "sha256:1e81a3a3070ce322add1d3529ed42eb5f70817f45ed6ec915ab753f961139721"},
+    {file = "httpx_sse-0.4.0-py3-none-any.whl", hash = "sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f"},
+]
+
 [[package]]
 name = "idna"
 version = "3.7"
@@ -370,4 +381,4 @@ files = [
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "322ba088c1369c015e97221a97c112f1733eb3643422bebba2cd71b3e70c85de"
+content-hash = "d07b518f8bba15184b70a80e5b249d263094d611c2f55468861b1f572646035c"
diff --git a/tests/pydantic-2/pyproject.toml b/tests/pydantic-2/pyproject.toml
index 0d4ba45..a46866a 100644
--- a/tests/pydantic-2/pyproject.toml
+++ b/tests/pydantic-2/pyproject.toml
@@ -11,6 +11,7 @@ pydantic = "^2.0.0"
 networkx = "^3.3"
 httpx = "^0.27.0"
 distro = "^1.9.0"
+httpx-sse = "^0.4.0"
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^8.2.0"
diff --git a/tests/python-3-9/poetry.lock b/tests/python-3-9/poetry.lock
index 3bc7a9f..cd22944 100644
--- a/tests/python-3-9/poetry.lock
+++ b/tests/python-3-9/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "annotated-types"
@@ -136,6 +136,17 @@ cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 
+[[package]]
+name = "httpx-sse"
+version = "0.4.0"
+description = "Consume Server-Sent Event (SSE) messages with HTTPX."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "httpx-sse-0.4.0.tar.gz", hash = "sha256:1e81a3a3070ce322add1d3529ed42eb5f70817f45ed6ec915ab753f961139721"},
+    {file = "httpx_sse-0.4.0-py3-none-any.whl", hash = "sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f"},
+]
+
 [[package]]
 name = "idna"
 version = "3.7"
@@ -370,4 +381,4 @@ files = [
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "1e5f4f054a6ea8602c2343bbb01a62a7b81aefa6baaf1e1907fb35ee6372eb59"
+content-hash = "3a2a7d5a17b020c05a88cc89b1ec94fe90a7462903419e95216174cde887bd18"
diff --git a/tests/python-3-9/pyproject.toml b/tests/python-3-9/pyproject.toml
index 220f72c..0524826 100644
--- a/tests/python-3-9/pyproject.toml
+++ b/tests/python-3-9/pyproject.toml
@@ -12,6 +12,7 @@ pydantic = "^2.7.1"
 networkx = "3.2.1"
 httpx = "^0.27.0"
 distro = "^1.9.0"
+httpx-sse = "^0.4.0"
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^8.2.0"