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301 Moved Permanently - modal.com
HTTP Status: 301
User-Agent: Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; [email protected])
Server: CloudFront
Date: Tue, 06 May 2025 05:28:57 GMT
Content-Type: text/html
Content-Length: 167
Connection: keep-alive
Location: https://modal.com/
X-Cache: Redirect from cloudfront
Via: 1.1 c177d74e7453ab98353e6f69d3a557c0.cloudfront.net (CloudFront)
X-Amz-Cf-Pop: HEL51-P2
Alt-Svc: h3=":443"; ma=86400
X-Amz-Cf-Id: R9JJWPJqPMfcWl4wUIrrnM1_3RzoPWv9XuPFq4yxTQtGLCV6O9Tyfg==
HTTP Code 301 Moved Permanently
301 status code means that the requested resource has been permanently moved to a new URL. All future requests should use the new address.
When is Code 301 used?
- When changing a website domain
- When modifying URL structures
- When setting up redirects for SEO
What does Code 301 mean for the user?
The browser will automatically redirect the user to the new address, and search engines will update their indexes.
200 OK - https://modal.com/
HTTP Status: 200
User-Agent: Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; [email protected])
Content-Type: text/html;charset=utf-8
Content-Length: 226425
Connection: keep-alive
Date: Tue, 06 May 2025 05:28:57 GMT
Set-Cookie: INGRESSCOOKIE=1746509338.967.360.449511|9de6a539c14bab7f9073ed2b75abad44; Path=/; Secure; HttpOnly
X-Powered-By: Express
X-Frame-Options: DENY
X-Content-Type-Options: nosniff
Referrer-Policy: no-referrer
Strict-Transport-Security: max-age=31536000; includeSubDomains
Last-Modified: Tue, 06 May 2025 00:01:33 GMT
ETag: W/"226425-1746489693000"
Vary: Accept-Encoding,Accept-Encoding
X-Cache: Miss from cloudfront
Via: 1.1 cba87929a659f0e0a8a2cdc0b7cb22ae.cloudfront.net (CloudFront)
X-Amz-Cf-Pop: HEL51-P2
Alt-Svc: h3=":443"; ma=86400
X-Amz-Cf-Id: TmZjEDcbKqkVJbDQ4GfbOwLCAG5bEBiyiv9Vk_kKxh6k_pBu_blsZA==
HTTP Code 200 OK
200 status code is a standard successful HTTP server response. It means that the client’s request (e.g., from a browser) was successfully processed, and the server is delivering the requested data.
When is Code 200 used?
- When loading a web page
- When successfully receiving an API response
- When processing a form or another HTTP request
What does Code 200 mean for the user?
The user receives content without errors, and the page or application functions properly. If Code 200 is accompanied by data, the browser or program processes and displays it to the user.
GET / HTTP/1.1 Host: modal.com Accept: */* User-Agent: Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; [email protected])
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<link rel="modulepreload" href="/_app/immutable/chunks/CDomqlWc.js"><!--[--><!--]--><!--[--><meta name="description" content="Bring your own code, and run CPU, GPU, and data-intensive compute at scale. The serverless platform for AI and data teams."> <meta property="og:type" content="website"> <meta property="og:site_name" content="Modal"> <meta property="og:title" content="Modal: High-performance AI infrastructure"> <meta property="og:description" content="Bring your own code, and run CPU, GPU, and data-intensive compute at scale. The serverless platform for AI and data teams."> <meta property="og:image" content="https://modal.com/assets/social-image-3.jpg"> <meta name="twitter:card" content="summary_large_image"><!--]--><!--[--><style lang="postcss">
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svelte-fa2709"><video loop muted playsinline disablepictureinpicture class="w-full h-full row-start-1 col-start-1 max-h-80" poster="https://modal-cdn.com/tmpqemq5_7y_40c13ce7.webp" style="object-fit: contain;"><!----><source src="https://modal-cdn.com/landscape-vids/Modal_Sequence_Part1_No_UI.mp4" type="video/mp4"><!----></video><!----> <video loop muted playsinline disablepictureinpicture class="w-full h-full row-start-1 col-start-1 max-h-80" style="object-fit: contain;"><!----><source src="https://modal-cdn.com/landscape-vids/Modal_Sequence_Part1_Only_UI-hevc-safari.mp4" type="video/mp4; codecs="hvc1""> <source src="https://modal-cdn.com/landscape-vids/Modal_Sequence_Part1_Only_UI-vp9-chrome.webm" type="video/webm"><!----></video><!----></div> <p class="svelte-fa2709">We built a Rust-based container stack from scratch so you can iterate
as quickly in the cloud as you can locally.</p> <!--[--><a href="/docs/guide" rel="" class="btn-marketing svelte-14zw973 btn-secondary" tabindex="0"><!----><!---->View Docs<!----></a><!--]--><!----></div> <figure class="hidden lg:block lg:relative"><div class="absolute top-0 left-0 w-full" style="height: -120px"><div class="sticky-animation svelte-fa2709"><!--[--><!--[!--><!--]--><!--[!--><!--]--><!--[!--><!--]--><!--]--></div></div></figure></div> <div class="section svelte-fa2709"><div class="text-section svelte-fa2709"><h2 class="marketing-h3 svelte-fa2709"><span class="text-brand-green">Zero</span> config files</h2> <div class="mobile-video svelte-fa2709"><video loop muted playsinline disablepictureinpicture class="w-full h-full row-start-1 col-start-1 max-h-80" poster="https://modal-cdn.com/tmp1__y6h68_b7d80106.webp" style="object-fit: contain;"><!----><source src="https://modal-cdn.com/landscape-vids/Modal_Sequence_Part2_No_UI.mp4" type="video/mp4"><!----></video><!----> <video loop muted playsinline disablepictureinpicture class="w-full h-full row-start-1 col-start-1 max-h-80" style="object-fit: contain;"><!----><source src="https://modal-cdn.com/landscape-vids/Modal_Sequence_Part2_Only_UI-hevc-safari.mp4" type="video/mp4; codecs="hvc1""> <source src="https://modal-cdn.com/landscape-vids/Modal_Sequence_Part2_Only_UI-vp9-chrome.webm" type="video/webm"><!----></video><!----></div> <p class="svelte-fa2709">Easily define hardware and container requirements next to your Python
functions.</p> <!--[--><a href="/docs/guide/gpu" rel="" class="btn-marketing svelte-14zw973 btn-secondary" tabindex="0"><!----><!---->View Docs<!----></a><!--]--><!----></div></div> <div class="section svelte-fa2709"><div class="text-section svelte-fa2709"><h2 class="marketing-h3 svelte-fa2709">Scale to <span class="text-brand-green">hundreds of GPUs</span> in seconds</h2> <div class="mobile-video svelte-fa2709"><video loop muted playsinline disablepictureinpicture class="w-full h-full row-start-1 col-start-1 max-h-80" poster="https://modal-cdn.com/tmpccmwguat_bcf14b78.webp" style="object-fit: contain;"><!----><source src="https://modal-cdn.com/landscape-vids/Modal_Sequence_Part3_No_UI.mp4" type="video/mp4"><!----></video><!----> <video loop muted playsinline disablepictureinpicture class="w-full h-full row-start-1 col-start-1 max-h-80" style="object-fit: contain;"><!----><source src="https://modal-cdn.com/landscape-vids/Modal_Sequence_Part3_Only_UI-hevc-safari.mp4" type="video/mp4; codecs="hvc1""> <source src="https://modal-cdn.com/landscape-vids/Modal_Sequence_Part3_Only_UI-vp9-chrome.webm" type="video/webm"><!----></video><!----></div> <p class="svelte-fa2709">Never worry about hitting rate limits again. We autoscale containers
for your functions instantly.</p> <!--[--><a href="/docs/guide/scale" rel="" class="btn-marketing svelte-14zw973 btn-secondary" tabindex="0"><!----><!---->View Docs<!----></a><!--]--><!----></div></div></div></div><!----> <section class="bg-dark-gray"><div class="marketing-container py-16 flex flex-col"><h2>Use Cases</h2> <div class="my-12 md:mt-24 md:mb-36 grid md:grid-cols-12 gap-x-5 gap-y-12"><div class="md:col-span-5"><h3 class="marketing-h3 md:mb-8"><!--[!--><span class="text-brand-green">Generative AI Inference</span> that scales with you<!--]--></h3> <!--[--><div class="hidden md:block"><!--[--><a href="/docs/examples/trtllm_latency" rel="" class="btn-marketing svelte-14zw973 btn-secondary" tabindex="0"><!----><!---->View Examples<!----></a><!--]--><!----></div><!--]--> <div class="hidden md:block mt-12"><!--[--><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-6 flex gap-5"><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-zap text-brand-green shrink-0"><!--[--><!----><path d="M4 14a1 1 0 0 1-.78-1.63l9.9-10.2a.5.5 0 0 1 .86.46l-1.92 6.02A1 1 0 0 0 13 10h7a1 1 0 0 1 .78 1.63l-9.9 10.2a.5.5 0 0 1-.86-.46l1.92-6.02A1 1 0 0 0 11 14z"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----> <div><p class="marketing-h4 mb-4">Fast cold boots</p> <p class="text-light-green/60 max-w-sm"><!---->Load gigabytes of weights in seconds with our optimized container file system.<!----></p></div></div><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-6 flex gap-5"><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-code-xml text-brand-green shrink-0"><!--[--><!----><path d="m18 16 4-4-4-4"><!----></path><!----><!----><path d="m6 8-4 4 4 4"><!----></path><!----><!----><path d="m14.5 4-5 16"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----> <div><p class="marketing-h4 mb-4">Bring your own code</p> <p class="text-light-green/60 max-w-sm"><!---->Deploy anything from custom models to popular frameworks.<!----></p></div></div><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-6 flex gap-5"><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-chart-area text-brand-green shrink-0"><!--[--><!----><path d="M3 3v16a2 2 0 0 0 2 2h16"><!----></path><!----><!----><path d="M7 11.207a.5.5 0 0 1 .146-.353l2-2a.5.5 0 0 1 .708 0l3.292 3.292a.5.5 0 0 0 .708 0l4.292-4.292a.5.5 0 0 1 .854.353V16a1 1 0 0 1-1 1H8a1 1 0 0 1-1-1z"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----> <div><p class="marketing-h4 mb-4">Seamless autoscaling</p> <p class="text-light-green/60 max-w-sm"><!---->Handle bursty and unpredictable load by scaling to thousands of GPUs and back down to zero.<!----></p></div></div><!--]--></div></div> <div class="hidden md:block col-span-1"></div> <div class="md:col-span-6"><div class="h-full md:marketing-contained-negate-mr"><!----><div class="h-80 md:h-full flex items-center justify-center md:mr-8 lg:mr-12"><div class="w-full max-w-[600px] md:max-w-full h-full md:h-[550px] bg-cover bg-center rounded-xl p-4 sm:p-7" style="background-image: url(https://modal-cdn.com/landing-image-generation-default-tulips.webp)"><form class="flex w-full bg-light-green/60 rounded-full h-10 backdrop-blur-sm"><input type="text" value="" placeholder="Type an image prompt (e.g. blue tulips)" class="flex-grow w-full min-w-0 pl-6 pr-2 h-full text-sm text-black !bg-transparent border-none focus:ring-0 placeholder:text-black/70"> <div class="p-0.5"><button type="submit" class="px-6 h-full rounded-full text-sm text-light-green bg-black hover:bg-gray-800 focus:outline-none transition-colors">Generate</button></div></form></div><!----></div><!----></div></div> <div class="md:hidden"><div class="mb-6 md:my-12"><!--[--><div data-state="closed" data-melt-collapsible=""><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-5 scroll-mt-32"><div class="flex items-baseline group"><!--[!--><!--]--> <button data-state="closed" data-melt-collapsible-trigger="" class="flex w-full gap-5 items-start"><!--[--><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-zap text-brand-green shrink-0"><!--[--><!----><path d="M4 14a1 1 0 0 1-.78-1.63l9.9-10.2a.5.5 0 0 1 .86.46l-1.92 6.02A1 1 0 0 0 13 10h7a1 1 0 0 1 .78 1.63l-9.9 10.2a.5.5 0 0 1-.86-.46l1.92-6.02A1 1 0 0 0 11 14z"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----><!--]--> <p class="marketing-h4 pb-1 text-left">Fast cold boots</p> <!--[!--><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-plus ml-auto shrink-0"><!--[--><!----><path d="M5 12h14"><!----></path><!----><!----><path d="M12 5v14"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!--]--></button></div> <!--[!--><!--]--></div></div><div data-state="closed" data-melt-collapsible=""><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-5 scroll-mt-32"><div class="flex items-baseline group"><!--[!--><!--]--> <button data-state="closed" data-melt-collapsible-trigger="" class="flex w-full gap-5 items-start"><!--[--><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-code-xml text-brand-green shrink-0"><!--[--><!----><path d="m18 16 4-4-4-4"><!----></path><!----><!----><path d="m6 8-4 4 4 4"><!----></path><!----><!----><path d="m14.5 4-5 16"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----><!--]--> <p class="marketing-h4 pb-1 text-left">Bring your own code</p> <!--[!--><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-plus ml-auto shrink-0"><!--[--><!----><path d="M5 12h14"><!----></path><!----><!----><path d="M12 5v14"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!--]--></button></div> <!--[!--><!--]--></div></div><div data-state="closed" data-melt-collapsible=""><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-5 scroll-mt-32"><div class="flex items-baseline group"><!--[!--><!--]--> <button data-state="closed" data-melt-collapsible-trigger="" class="flex w-full gap-5 items-start"><!--[--><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-chart-area text-brand-green shrink-0"><!--[--><!----><path d="M3 3v16a2 2 0 0 0 2 2h16"><!----></path><!----><!----><path d="M7 11.207a.5.5 0 0 1 .146-.353l2-2a.5.5 0 0 1 .708 0l3.292 3.292a.5.5 0 0 0 .708 0l4.292-4.292a.5.5 0 0 1 .854.353V16a1 1 0 0 1-1 1H8a1 1 0 0 1-1-1z"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----><!--]--> <p class="marketing-h4 pb-1 text-left">Seamless autoscaling</p> <!--[!--><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-plus ml-auto shrink-0"><!--[--><!----><path d="M5 12h14"><!----></path><!----><!----><path d="M12 5v14"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!--]--></button></div> <!--[!--><!--]--></div></div><!--]--></div> <!--[--><!--[--><a href="/docs/examples/trtllm_latency" rel="" class="btn-marketing svelte-14zw973 btn-secondary" tabindex="0"><!----><!---->View Examples<!----></a><!--]--><!--]--></div></div><!----> <div class="my-12 md:mt-24 md:mb-36 grid md:grid-cols-12 gap-x-5 gap-y-12"><div class="md:col-span-5 md:order-2"><h3 class="marketing-h3 md:mb-8"><!--[!--><span class="text-brand-green">Fine-tuning</span> and training without managing infrastructure<!--]--></h3> <!--[--><div class="hidden md:block"><!--[--><a href="/docs/examples/llm-finetuning" rel="" class="btn-marketing svelte-14zw973 btn-secondary" tabindex="0"><!----><!---->View Examples<!----></a><!--]--><!----></div><!--]--> <div class="hidden md:block mt-12"><!--[--><hr class="border-light-green/30 marketing-contained-negate-mr"> <div class="py-6 flex gap-5"><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-fast-forward text-brand-green shrink-0"><!--[--><!----><polygon points="13 19 22 12 13 5 13 19"><!----></polygon><!----><!----><polygon points="2 19 11 12 2 5 2 19"><!----></polygon><!----><!--]--><!----><!----><!----><!----></svg><!----> <div><p class="marketing-h4 mb-4">Start training immediately</p> <p class="text-light-green/60 max-w-sm"><!---->Provision Nvidia A100 and H100 GPUs in seconds. Your drivers and custom packages are already there.<!----></p></div></div><hr class="border-light-green/30 marketing-contained-negate-mr"> <div class="py-6 flex gap-5"><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-timer text-brand-green shrink-0"><!--[--><!----><line x1="10" x2="14" y1="2" y2="2"><!----></line><!----><!----><line x1="12" x2="15" y1="14" y2="11"><!----></line><!----><!----><circle cx="12" cy="14" r="8"><!----></circle><!----><!--]--><!----><!----><!----><!----></svg><!----> <div><p class="marketing-h4 mb-4">Never wait in line</p> <p class="text-light-green/60 max-w-sm"><!---->Run as many experiments as you need to, in parallel. Stop paying for idle GPUs when you’re done.<!----></p></div></div><hr class="border-light-green/30 marketing-contained-negate-mr"> <div class="py-6 flex gap-5"><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-package text-brand-green shrink-0"><!--[--><!----><path d="m7.5 4.27 9 5.15"><!----></path><!----><!----><path d="M21 8a2 2 0 0 0-1-1.73l-7-4a2 2 0 0 0-2 0l-7 4A2 2 0 0 0 3 8v8a2 2 0 0 0 1 1.73l7 4a2 2 0 0 0 2 0l7-4A2 2 0 0 0 21 16Z"><!----></path><!----><!----><path d="m3.3 7 8.7 5 8.7-5"><!----></path><!----><!----><path d="M12 22V12"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----> <div><p class="marketing-h4 mb-4">Cloud storage</p> <p class="text-light-green/60 max-w-sm"><!---->Mount weights and data in distributed volumes, then access them wherever they’re needed.<!----></p></div></div><!--]--></div></div> <div class="hidden md:block col-span-1 order-1"></div> <div class="md:col-span-6 md:order-0"><div class="h-full md:marketing-contained-negate-ml"><!----><div class="h-80 md:h-full max-h-[600px]"><img height="1568" width="1397" class="w-full h-full object-contain" src="https://modal-cdn.com/tmp_d4wxk9j_76c56b72.webp" alt="Fine-tuning graphic" loading="lazy"></div><!----></div></div> <div class="md:hidden"><div class="mb-6 md:my-12"><!--[--><div data-state="closed" data-melt-collapsible=""><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-5 scroll-mt-32"><div class="flex items-baseline group"><!--[!--><!--]--> <button data-state="closed" data-melt-collapsible-trigger="" class="flex w-full gap-5 items-start"><!--[--><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-fast-forward text-brand-green shrink-0"><!--[--><!----><polygon points="13 19 22 12 13 5 13 19"><!----></polygon><!----><!----><polygon points="2 19 11 12 2 5 2 19"><!----></polygon><!----><!--]--><!----><!----><!----><!----></svg><!----><!--]--> <p class="marketing-h4 pb-1 text-left">Start training immediately</p> <!--[!--><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-plus ml-auto shrink-0"><!--[--><!----><path d="M5 12h14"><!----></path><!----><!----><path d="M12 5v14"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!--]--></button></div> <!--[!--><!--]--></div></div><div data-state="closed" data-melt-collapsible=""><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-5 scroll-mt-32"><div class="flex items-baseline group"><!--[!--><!--]--> <button data-state="closed" data-melt-collapsible-trigger="" class="flex w-full gap-5 items-start"><!--[--><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-timer text-brand-green shrink-0"><!--[--><!----><line x1="10" x2="14" y1="2" y2="2"><!----></line><!----><!----><line x1="12" x2="15" y1="14" y2="11"><!----></line><!----><!----><circle cx="12" cy="14" r="8"><!----></circle><!----><!--]--><!----><!----><!----><!----></svg><!----><!--]--> <p class="marketing-h4 pb-1 text-left">Never wait in line</p> <!--[!--><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-plus ml-auto shrink-0"><!--[--><!----><path d="M5 12h14"><!----></path><!----><!----><path d="M12 5v14"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!--]--></button></div> <!--[!--><!--]--></div></div><div data-state="closed" data-melt-collapsible=""><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-5 scroll-mt-32"><div class="flex items-baseline group"><!--[!--><!--]--> <button data-state="closed" data-melt-collapsible-trigger="" class="flex w-full gap-5 items-start"><!--[--><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-package text-brand-green shrink-0"><!--[--><!----><path d="m7.5 4.27 9 5.15"><!----></path><!----><!----><path d="M21 8a2 2 0 0 0-1-1.73l-7-4a2 2 0 0 0-2 0l-7 4A2 2 0 0 0 3 8v8a2 2 0 0 0 1 1.73l7 4a2 2 0 0 0 2 0l7-4A2 2 0 0 0 21 16Z"><!----></path><!----><!----><path d="m3.3 7 8.7 5 8.7-5"><!----></path><!----><!----><path d="M12 22V12"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----><!--]--> <p class="marketing-h4 pb-1 text-left">Cloud storage</p> <!--[!--><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-plus ml-auto shrink-0"><!--[--><!----><path d="M5 12h14"><!----></path><!----><!----><path d="M12 5v14"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!--]--></button></div> <!--[!--><!--]--></div></div><!--]--></div> <!--[--><!--[--><a href="/docs/examples/llm-finetuning" rel="" class="btn-marketing svelte-14zw973 btn-secondary" tabindex="0"><!----><!---->View Examples<!----></a><!--]--><!--]--></div></div><!----> <div class="my-12 md:mt-24 md:mb-36 grid md:grid-cols-12 gap-x-5 gap-y-12"><div class="md:col-span-5"><h3 class="marketing-h3 md:mb-8"><!--[!--><span class="text-brand-green">Batch processing</span> optimized for high-volume workloads<!--]--></h3> <!--[--><div class="hidden md:block"><!--[--><a href="/docs/examples/s3_bucket_mount" rel="" class="btn-marketing svelte-14zw973 btn-secondary" tabindex="0"><!----><!---->View Examples<!----></a><!--]--><!----></div><!--]--> <div class="hidden md:block mt-12"><!--[--><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-6 flex gap-5"><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-chart-column-increasing text-brand-green shrink-0"><!--[--><!----><path d="M13 17V9"><!----></path><!----><!----><path d="M18 17V5"><!----></path><!----><!----><path d="M3 3v16a2 2 0 0 0 2 2h16"><!----></path><!----><!----><path d="M8 17v-3"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----> <div><p class="marketing-h4 mb-4">Supercomputing scale</p> <p class="text-light-green/60 max-w-sm"><!---->Serverless, but for high-performance compute. Run things on massive amounts of CPU and memory.<!----></p></div></div><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-6 flex gap-5"><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-receipt text-brand-green shrink-0"><!--[--><!----><path d="M4 2v20l2-1 2 1 2-1 2 1 2-1 2 1 2-1 2 1V2l-2 1-2-1-2 1-2-1-2 1-2-1-2 1Z"><!----></path><!----><!----><path d="M16 8h-6a2 2 0 1 0 0 4h4a2 2 0 1 1 0 4H8"><!----></path><!----><!----><path d="M12 17.5v-11"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----> <div><p class="marketing-h4 mb-4">Serverless pricing</p> <p class="text-light-green/60 max-w-sm"><!---->Pay only for resources consumed, by the second, as you spin up containers.<!----></p></div></div><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-6 flex gap-5"><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-shapes text-brand-green shrink-0"><!--[--><!----><path d="M8.3 10a.7.7 0 0 1-.626-1.079L11.4 3a.7.7 0 0 1 1.198-.043L16.3 8.9a.7.7 0 0 1-.572 1.1Z"><!----></path><!----><!----><rect x="3" y="14" width="7" height="7" rx="1"><!----></rect><!----><!----><circle cx="17.5" cy="17.5" r="3.5"><!----></circle><!----><!--]--><!----><!----><!----><!----></svg><!----> <div><p class="marketing-h4 mb-4">Powerful compute primitives</p> <p class="text-light-green/60 max-w-sm"><!---->Simple fan-out parallelism that scales to thousands of containers, with a single line of Python.<!----></p></div></div><!--]--></div></div> <div class="hidden md:block col-span-1"></div> <div class="md:col-span-6"><div class="h-full md:marketing-contained-negate-mr"><!----><div class="h-80 md:h-full"><img width="787" height="693" class="w-full h-full object-contain" src="https://modal-cdn.com/tmpwql3zd3v_a00ed2e5.webp" alt="Batch processing graphic" loading="lazy"></div><!----></div></div> <div class="md:hidden"><div class="mb-6 md:my-12"><!--[--><div data-state="closed" data-melt-collapsible=""><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-5 scroll-mt-32"><div class="flex items-baseline group"><!--[!--><!--]--> <button data-state="closed" data-melt-collapsible-trigger="" class="flex w-full gap-5 items-start"><!--[--><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-chart-column-increasing text-brand-green shrink-0"><!--[--><!----><path d="M13 17V9"><!----></path><!----><!----><path d="M18 17V5"><!----></path><!----><!----><path d="M3 3v16a2 2 0 0 0 2 2h16"><!----></path><!----><!----><path d="M8 17v-3"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----><!--]--> <p class="marketing-h4 pb-1 text-left">Supercomputing scale</p> <!--[!--><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-plus ml-auto shrink-0"><!--[--><!----><path d="M5 12h14"><!----></path><!----><!----><path d="M12 5v14"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!--]--></button></div> <!--[!--><!--]--></div></div><div data-state="closed" data-melt-collapsible=""><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-5 scroll-mt-32"><div class="flex items-baseline group"><!--[!--><!--]--> <button data-state="closed" data-melt-collapsible-trigger="" class="flex w-full gap-5 items-start"><!--[--><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-receipt text-brand-green shrink-0"><!--[--><!----><path d="M4 2v20l2-1 2 1 2-1 2 1 2-1 2 1 2-1 2 1V2l-2 1-2-1-2 1-2-1-2 1-2-1-2 1Z"><!----></path><!----><!----><path d="M16 8h-6a2 2 0 1 0 0 4h4a2 2 0 1 1 0 4H8"><!----></path><!----><!----><path d="M12 17.5v-11"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----><!--]--> <p class="marketing-h4 pb-1 text-left">Serverless pricing</p> <!--[!--><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-plus ml-auto shrink-0"><!--[--><!----><path d="M5 12h14"><!----></path><!----><!----><path d="M12 5v14"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!--]--></button></div> <!--[!--><!--]--></div></div><div data-state="closed" data-melt-collapsible=""><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-5 scroll-mt-32"><div class="flex items-baseline group"><!--[!--><!--]--> <button data-state="closed" data-melt-collapsible-trigger="" class="flex w-full gap-5 items-start"><!--[--><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-shapes text-brand-green shrink-0"><!--[--><!----><path d="M8.3 10a.7.7 0 0 1-.626-1.079L11.4 3a.7.7 0 0 1 1.198-.043L16.3 8.9a.7.7 0 0 1-.572 1.1Z"><!----></path><!----><!----><rect x="3" y="14" width="7" height="7" rx="1"><!----></rect><!----><!----><circle cx="17.5" cy="17.5" r="3.5"><!----></circle><!----><!--]--><!----><!----><!----><!----></svg><!----><!--]--> <p class="marketing-h4 pb-1 text-left">Powerful compute primitives</p> <!--[!--><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-plus ml-auto shrink-0"><!--[--><!----><path d="M5 12h14"><!----></path><!----><!----><path d="M12 5v14"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!--]--></button></div> <!--[!--><!--]--></div></div><!--]--></div> <!--[--><!--[--><a href="/docs/examples/s3_bucket_mount" rel="" class="btn-marketing svelte-14zw973 btn-secondary" tabindex="0"><!----><!---->View Examples<!----></a><!--]--><!--]--></div></div><!----></div></section><!----> <div class="bg-dark-gray"><div class="marketing-container"><div class="mb-14 text-center marketing-h4">Build anything with Modal</div> <div class="marketing-contained-negate-ml marketing-contained-negate-mr"><div class="relative -mx-16 overflow-hidden svelte-1pvc6d9 fade-dark-gray"><!----><div class="flex flex-col gap-5"><div class="container flex flex-row svelte-dqrd2n" style="gap: 24px"><!--[--><div class="flex flex-row flex-shrink-0 justify-around m-w-full svelte-dqrd2n content" style="--gap: 24px; --duration: 60s;"><!----><!--[--><a class="px-2 py-1.5 md:px-5 md:py-3 border border-light-green/30 rounded-full text-sm md:marketing-h4 flex gap-5 items-center hover:bg-light-green/5" href="/use-cases/language-models"><p class="pl-1">Language Models</p> <span class="inline-block w-7 h-7 p-1.5 rounded-full bg-brand-green"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right w-full h-full stroke-black"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></span></a><a class="px-2 py-1.5 md:px-5 md:py-3 border border-light-green/30 rounded-full text-sm md:marketing-h4 flex gap-5 items-center hover:bg-light-green/5" href="/use-cases/image-video-3d"><p class="pl-1">Image, Video, 3D</p> <span class="inline-block w-7 h-7 p-1.5 rounded-full bg-muted-yellow"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right w-full h-full stroke-black"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></span></a><a class="px-2 py-1.5 md:px-5 md:py-3 border border-light-green/30 rounded-full text-sm md:marketing-h4 flex gap-5 items-center hover:bg-light-green/5" href="/use-cases/audio"><p class="pl-1">Audio Processing</p> <span class="inline-block w-7 h-7 p-1.5 rounded-full bg-bright-blue"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right w-full h-full stroke-black"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></span></a><a class="px-2 py-1.5 md:px-5 md:py-3 border border-light-green/30 rounded-full text-sm md:marketing-h4 flex gap-5 items-center hover:bg-light-green/5" href="/use-cases/fine-tuning"><p class="pl-1">Fine-Tuning</p> <span class="inline-block w-7 h-7 p-1.5 rounded-full bg-brand-green"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right w-full h-full stroke-black"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></span></a><a class="px-2 py-1.5 md:px-5 md:py-3 border border-light-green/30 rounded-full text-sm md:marketing-h4 flex gap-5 items-center hover:bg-light-green/5" href="/use-cases/job-queues"><p class="pl-1">Batch Processing</p> <span class="inline-block w-7 h-7 p-1.5 rounded-full bg-muted-yellow"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right w-full h-full stroke-black"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></span></a><a class="px-2 py-1.5 md:px-5 md:py-3 border border-light-green/30 rounded-full text-sm md:marketing-h4 flex gap-5 items-center hover:bg-light-green/5" href="/use-cases/sandboxes"><p class="pl-1">Sandboxed Code</p> <span class="inline-block w-7 h-7 p-1.5 rounded-full bg-bright-blue"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right w-full h-full stroke-black"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></span></a><a class="px-2 py-1.5 md:px-5 md:py-3 border border-light-green/30 rounded-full text-sm md:marketing-h4 flex gap-5 items-center hover:bg-light-green/5" href="/use-cases/comp-bio"><p class="pl-1">Computational Bio</p> <span class="inline-block w-7 h-7 p-1.5 rounded-full bg-brand-green"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right w-full h-full stroke-black"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></span></a><!--]--><!----></div><div class="flex flex-row flex-shrink-0 justify-around m-w-full svelte-dqrd2n content" style="--gap: 24px; --duration: 60s;"><!----><!--[--><a class="px-2 py-1.5 md:px-5 md:py-3 border border-light-green/30 rounded-full text-sm md:marketing-h4 flex gap-5 items-center hover:bg-light-green/5" href="/use-cases/language-models"><p class="pl-1">Language Models</p> <span class="inline-block w-7 h-7 p-1.5 rounded-full bg-brand-green"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right w-full h-full stroke-black"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></span></a><a class="px-2 py-1.5 md:px-5 md:py-3 border border-light-green/30 rounded-full text-sm md:marketing-h4 flex gap-5 items-center hover:bg-light-green/5" href="/use-cases/image-video-3d"><p class="pl-1">Image, Video, 3D</p> <span class="inline-block w-7 h-7 p-1.5 rounded-full bg-muted-yellow"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right w-full h-full stroke-black"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></span></a><a class="px-2 py-1.5 md:px-5 md:py-3 border border-light-green/30 rounded-full text-sm md:marketing-h4 flex gap-5 items-center hover:bg-light-green/5" href="/use-cases/audio"><p class="pl-1">Audio Processing</p> <span class="inline-block w-7 h-7 p-1.5 rounded-full bg-bright-blue"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right w-full h-full stroke-black"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></span></a><a class="px-2 py-1.5 md:px-5 md:py-3 border border-light-green/30 rounded-full text-sm md:marketing-h4 flex gap-5 items-center hover:bg-light-green/5" href="/use-cases/fine-tuning"><p class="pl-1">Fine-Tuning</p> <span class="inline-block w-7 h-7 p-1.5 rounded-full bg-brand-green"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right w-full h-full stroke-black"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></span></a><a class="px-2 py-1.5 md:px-5 md:py-3 border border-light-green/30 rounded-full text-sm md:marketing-h4 flex gap-5 items-center hover:bg-light-green/5" href="/use-cases/job-queues"><p class="pl-1">Batch Processing</p> <span class="inline-block w-7 h-7 p-1.5 rounded-full bg-muted-yellow"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right w-full h-full stroke-black"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></span></a><a class="px-2 py-1.5 md:px-5 md:py-3 border border-light-green/30 rounded-full text-sm md:marketing-h4 flex gap-5 items-center hover:bg-light-green/5" href="/use-cases/sandboxes"><p class="pl-1">Sandboxed Code</p> <span class="inline-block w-7 h-7 p-1.5 rounded-full bg-bright-blue"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right w-full h-full stroke-black"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></span></a><a class="px-2 py-1.5 md:px-5 md:py-3 border border-light-green/30 rounded-full text-sm md:marketing-h4 flex gap-5 items-center hover:bg-light-green/5" href="/use-cases/comp-bio"><p class="pl-1">Computational Bio</p> <span class="inline-block w-7 h-7 p-1.5 rounded-full bg-brand-green"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right w-full h-full stroke-black"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></span></a><!--]--><!----></div><!--]--></div><!----></div><!----> <div class="absolute inset-y-0 left-0 w-16 gradleft svelte-1pvc6d9"></div> <div class="absolute inset-y-0 right-0 w-16 gradright svelte-1pvc6d9"></div></div></div><!----></div></div><!----> <section class="bg-dark-gray py-24 md:py-48"><div class="marketing-container"><h2 class="marketing-h3 mb-12">Features</h2> <div class="hidden md:block marketing-contained-negate-ml marketing-contained-negate-mr border-y border-light-green/30 min-[1400px]:border-x min-[1400px]:rounded-lg"><div class="grid md:grid-cols-2 lg:grid-cols-3 border-light-green/30"><!--[--><div class="md:px-10 lg:px-14 py-10 border-light-green/30 md:even:border-l md:[&:nth-child(-n+4)]:border-b lg:[&:nth-child(4)]:border-b-0 lg:odd:border-l lg:[&:nth-child(3n+1)]:border-l-0"><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-images text-brand-green mb-6"><!--[--><!----><path d="M18 22H4a2 2 0 0 1-2-2V6"><!----></path><!----><!----><path d="m22 13-1.296-1.296a2.41 2.41 0 0 0-3.408 0L11 18"><!----></path><!----><!----><circle cx="12" cy="8" r="2"><!----></circle><!----><!----><rect width="16" height="16" x="6" y="2" rx="2"><!----></rect><!----><!--]--><!----><!----><!----><!----></svg><!----> <p class="marketing-h4 mb-6">Flexible Environments</p> <p class="text-light-green/60">Bring your own image or build one in Python, scale resources as needed, and leverage state-of-the-art GPUs like H100s & A100s for high-performance computing.</p></div><div class="md:px-10 lg:px-14 py-10 border-light-green/30 md:even:border-l md:[&:nth-child(-n+4)]:border-b lg:[&:nth-child(4)]:border-b-0 lg:odd:border-l lg:[&:nth-child(3n+1)]:border-l-0"><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-blocks text-brand-green mb-6"><!--[--><!----><rect width="7" height="7" x="14" y="3" rx="1"><!----></rect><!----><!----><path d="M10 21V8a1 1 0 0 0-1-1H4a1 1 0 0 0-1 1v12a1 1 0 0 0 1 1h12a1 1 0 0 0 1-1v-5a1 1 0 0 0-1-1H3"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----> <p class="marketing-h4 mb-6">Seamless Integrations</p> <p class="text-light-green/60">Export function logs to Datadog or any OpenTelemetry-compatible provider, and easily mount cloud storage from major providers (S3, R2 etc.).</p></div><div class="md:px-10 lg:px-14 py-10 border-light-green/30 md:even:border-l md:[&:nth-child(-n+4)]:border-b lg:[&:nth-child(4)]:border-b-0 lg:odd:border-l lg:[&:nth-child(3n+1)]:border-l-0"><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-database text-brand-green mb-6"><!--[--><!----><ellipse cx="12" cy="5" rx="9" ry="3"><!----></ellipse><!----><!----><path d="M3 5V19A9 3 0 0 0 21 19V5"><!----></path><!----><!----><path d="M3 12A9 3 0 0 0 21 12"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----> <p class="marketing-h4 mb-6">Data Storage</p> <p class="text-light-green/60">Manage data effortlessly with storage solutions (network volumes, key-value stores and queues). Provision storage types and interact with them using familiar Python syntax.</p></div><div class="md:px-10 lg:px-14 py-10 border-light-green/30 md:even:border-l md:[&:nth-child(-n+4)]:border-b lg:[&:nth-child(4)]:border-b-0 lg:odd:border-l lg:[&:nth-child(3n+1)]:border-l-0"><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-calendar-clock text-brand-green mb-6"><!--[--><!----><path d="M21 7.5V6a2 2 0 0 0-2-2H5a2 2 0 0 0-2 2v14a2 2 0 0 0 2 2h3.5"><!----></path><!----><!----><path d="M16 2v4"><!----></path><!----><!----><path d="M8 2v4"><!----></path><!----><!----><path d="M3 10h5"><!----></path><!----><!----><path d="M17.5 17.5 16 16.3V14"><!----></path><!----><!----><circle cx="16" cy="16" r="6"><!----></circle><!----><!--]--><!----><!----><!----><!----></svg><!----> <p class="marketing-h4 mb-6">Job Scheduling</p> <p class="text-light-green/60">Take control of your workloads with powerful scheduling. Set up cron jobs, retries, and timeouts, or use batching to optimize resource usage.</p></div><div class="md:px-10 lg:px-14 py-10 border-light-green/30 md:even:border-l md:[&:nth-child(-n+4)]:border-b lg:[&:nth-child(4)]:border-b-0 lg:odd:border-l lg:[&:nth-child(3n+1)]:border-l-0"><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-globe text-brand-green mb-6"><!--[--><!----><circle cx="12" cy="12" r="10"><!----></circle><!----><!----><path d="M12 2a14.5 14.5 0 0 0 0 20 14.5 14.5 0 0 0 0-20"><!----></path><!----><!----><path d="M2 12h20"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----> <p class="marketing-h4 mb-6">Web Endpoints</p> <p class="text-light-green/60">Deploy and manage web services with ease. Create custom domains, set up streaming and websockets, and serve functions as secure HTTPS endpoints.</p></div><div class="md:px-10 lg:px-14 py-10 border-light-green/30 md:even:border-l md:[&:nth-child(-n+4)]:border-b lg:[&:nth-child(4)]:border-b-0 lg:odd:border-l lg:[&:nth-child(3n+1)]:border-l-0"><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-bug-off text-brand-green mb-6"><!--[--><!----><path d="M15 7.13V6a3 3 0 0 0-5.14-2.1L8 2"><!----></path><!----><!----><path d="M14.12 3.88 16 2"><!----></path><!----><!----><path d="M22 13h-4v-2a4 4 0 0 0-4-4h-1.3"><!----></path><!----><!----><path d="M20.97 5c0 2.1-1.6 3.8-3.5 4"><!----></path><!----><!----><path d="m2 2 20 20"><!----></path><!----><!----><path d="M7.7 7.7A4 4 0 0 0 6 11v3a6 6 0 0 0 11.13 3.13"><!----></path><!----><!----><path d="M12 20v-8"><!----></path><!----><!----><path d="M6 13H2"><!----></path><!----><!----><path d="M3 21c0-2.1 1.7-3.9 3.8-4"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----> <p class="marketing-h4 mb-6">Built-In Debugging</p> <p class="text-light-green/60">Troubleshoot efficiently with built-in debugging tools. Use the modal shell for interactive debugging and set breakpoints to pinpoint issues quickly.</p></div><!--]--></div></div> <div class="md:hidden"><!--[--><div data-state="closed" data-melt-collapsible=""><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-5 scroll-mt-32"><div class="flex items-baseline group"><!--[!--><!--]--> <button data-state="closed" data-melt-collapsible-trigger="" class="flex w-full gap-5 items-start"><!--[--><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-images text-brand-green shrink-0"><!--[--><!----><path d="M18 22H4a2 2 0 0 1-2-2V6"><!----></path><!----><!----><path d="m22 13-1.296-1.296a2.41 2.41 0 0 0-3.408 0L11 18"><!----></path><!----><!----><circle cx="12" cy="8" r="2"><!----></circle><!----><!----><rect width="16" height="16" x="6" y="2" rx="2"><!----></rect><!----><!--]--><!----><!----><!----><!----></svg><!----><!--]--> <p class="marketing-h4 pb-1 text-left">Flexible Environments</p> <!--[!--><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-plus ml-auto shrink-0"><!--[--><!----><path d="M5 12h14"><!----></path><!----><!----><path d="M12 5v14"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!--]--></button></div> <!--[!--><!--]--></div></div><div data-state="closed" data-melt-collapsible=""><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-5 scroll-mt-32"><div class="flex items-baseline group"><!--[!--><!--]--> <button data-state="closed" data-melt-collapsible-trigger="" class="flex w-full gap-5 items-start"><!--[--><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-blocks text-brand-green shrink-0"><!--[--><!----><rect width="7" height="7" x="14" y="3" rx="1"><!----></rect><!----><!----><path d="M10 21V8a1 1 0 0 0-1-1H4a1 1 0 0 0-1 1v12a1 1 0 0 0 1 1h12a1 1 0 0 0 1-1v-5a1 1 0 0 0-1-1H3"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----><!--]--> <p class="marketing-h4 pb-1 text-left">Seamless Integrations</p> <!--[!--><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-plus ml-auto shrink-0"><!--[--><!----><path d="M5 12h14"><!----></path><!----><!----><path d="M12 5v14"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!--]--></button></div> <!--[!--><!--]--></div></div><div data-state="closed" data-melt-collapsible=""><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-5 scroll-mt-32"><div class="flex items-baseline group"><!--[!--><!--]--> <button data-state="closed" data-melt-collapsible-trigger="" class="flex w-full gap-5 items-start"><!--[--><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-database text-brand-green shrink-0"><!--[--><!----><ellipse cx="12" cy="5" rx="9" ry="3"><!----></ellipse><!----><!----><path d="M3 5V19A9 3 0 0 0 21 19V5"><!----></path><!----><!----><path d="M3 12A9 3 0 0 0 21 12"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----><!--]--> <p class="marketing-h4 pb-1 text-left">Data Storage</p> <!--[!--><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-plus ml-auto shrink-0"><!--[--><!----><path d="M5 12h14"><!----></path><!----><!----><path d="M12 5v14"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!--]--></button></div> <!--[!--><!--]--></div></div><div data-state="closed" data-melt-collapsible=""><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-5 scroll-mt-32"><div class="flex items-baseline group"><!--[!--><!--]--> <button data-state="closed" data-melt-collapsible-trigger="" class="flex w-full gap-5 items-start"><!--[--><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-calendar-clock text-brand-green shrink-0"><!--[--><!----><path d="M21 7.5V6a2 2 0 0 0-2-2H5a2 2 0 0 0-2 2v14a2 2 0 0 0 2 2h3.5"><!----></path><!----><!----><path d="M16 2v4"><!----></path><!----><!----><path d="M8 2v4"><!----></path><!----><!----><path d="M3 10h5"><!----></path><!----><!----><path d="M17.5 17.5 16 16.3V14"><!----></path><!----><!----><circle cx="16" cy="16" r="6"><!----></circle><!----><!--]--><!----><!----><!----><!----></svg><!----><!--]--> <p class="marketing-h4 pb-1 text-left">Job Scheduling</p> <!--[!--><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-plus ml-auto shrink-0"><!--[--><!----><path d="M5 12h14"><!----></path><!----><!----><path d="M12 5v14"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!--]--></button></div> <!--[!--><!--]--></div></div><div data-state="closed" data-melt-collapsible=""><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-5 scroll-mt-32"><div class="flex items-baseline group"><!--[!--><!--]--> <button data-state="closed" data-melt-collapsible-trigger="" class="flex w-full gap-5 items-start"><!--[--><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-globe text-brand-green shrink-0"><!--[--><!----><circle cx="12" cy="12" r="10"><!----></circle><!----><!----><path d="M12 2a14.5 14.5 0 0 0 0 20 14.5 14.5 0 0 0 0-20"><!----></path><!----><!----><path d="M2 12h20"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----><!--]--> <p class="marketing-h4 pb-1 text-left">Web Endpoints</p> <!--[!--><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-plus ml-auto shrink-0"><!--[--><!----><path d="M5 12h14"><!----></path><!----><!----><path d="M12 5v14"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!--]--></button></div> <!--[!--><!--]--></div></div><div data-state="closed" data-melt-collapsible=""><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-5 scroll-mt-32"><div class="flex items-baseline group"><!--[!--><!--]--> <button data-state="closed" data-melt-collapsible-trigger="" class="flex w-full gap-5 items-start"><!--[--><!----><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-bug-off text-brand-green shrink-0"><!--[--><!----><path d="M15 7.13V6a3 3 0 0 0-5.14-2.1L8 2"><!----></path><!----><!----><path d="M14.12 3.88 16 2"><!----></path><!----><!----><path d="M22 13h-4v-2a4 4 0 0 0-4-4h-1.3"><!----></path><!----><!----><path d="M20.97 5c0 2.1-1.6 3.8-3.5 4"><!----></path><!----><!----><path d="m2 2 20 20"><!----></path><!----><!----><path d="M7.7 7.7A4 4 0 0 0 6 11v3a6 6 0 0 0 11.13 3.13"><!----></path><!----><!----><path d="M12 20v-8"><!----></path><!----><!----><path d="M6 13H2"><!----></path><!----><!----><path d="M3 21c0-2.1 1.7-3.9 3.8-4"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----><!--]--> <p class="marketing-h4 pb-1 text-left">Built-In Debugging</p> <!--[!--><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-plus ml-auto shrink-0"><!--[--><!----><path d="M5 12h14"><!----></path><!----><!----><path d="M12 5v14"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!--]--></button></div> <!--[!--><!--]--></div></div><!--]--><!----></div></div></section><!----> <div class="relative bg-dark-gray z-0 flex flex-col items-center"><div class="video-container svelte-17969c0"><div class="mx-auto w-full h-full"><video loop muted playsinline disablepictureinpicture class="w-full h-full " poster="https://modal-cdn.com/tmpm9makfxp_73c169ef.webp" style="object-fit: fill;"><!----><source src="https://modal-cdn.com/landscape-vids/Modal_Bars-hevc-safari.mp4" type="video/mp4"> <source src="https://modal-cdn.com/landscape-vids/Modal_Bars-vp9-chrome.webm" type="video/webm"><!----></video><!----></div><!----></div> <div class="grid grid-cols-1 md:grid-cols-2 z-1 gap-5 marketing-container items-start w-full"><div class="md:w-96"><div class="marketing-h3">Only pay when your<br> code is <span class="text-primary">running</span></div> <div class="mt-12">Scale up to hundreds of nodes and down to zero within seconds. Pay for
actual compute, by the CPU cycle. With $30 of compute on us, every
month.</div></div> <section class="mt-20 md:mt-0"><div><div class="flex gap-3 justify-between items-center"><h3 class="marketing-h4">Compute costs</h3> <div class="flex"><button class="relative flex items-center justify-between p-2 rounded-full cursor-pointer bg-[#323835]"><div class="absolute inset-0 flex items-center justify-between p-2 bg-primary ease-out duration-200" style="clip-path: inset(8px 7px 8px 81px round 999px); transition-property: clip-path;"><div class="slider-option text-black svelte-1hbrymp">Per hour</div> <div class="slider-option text-black svelte-1hbrymp">Per second</div></div> <div class="slider-option text-light-green/60 svelte-1hbrymp">Per hour</div> <div class="slider-option text-light-green/60 svelte-1hbrymp">Per second</div></button></div></div> <hr class="mt-4 mb-5 border-light-green/30 marketing-contained-negate-mr"> <p class="font-medium text-lg mb-2">GPU Tasks</p> <div class="space-y-2"><!--[--><div class="line-item svelte-1hbrymp"><p class="text-light-green/60">Nvidia H100</p> <!--[!--><p class="price svelte-1hbrymp">$0.001097 <span class="text-light-green/60">/ sec</span></p><!--]--></div><div class="line-item svelte-1hbrymp"><p class="text-light-green/60">Nvidia A100, 80 GB</p> <!--[!--><p class="price svelte-1hbrymp">$0.000694 <span class="text-light-green/60">/ sec</span></p><!--]--></div><div class="line-item svelte-1hbrymp"><p class="text-light-green/60">Nvidia A100, 40 GB</p> <!--[!--><p class="price svelte-1hbrymp">$0.000583 <span class="text-light-green/60">/ sec</span></p><!--]--></div><div class="line-item svelte-1hbrymp"><p class="text-light-green/60">Nvidia L40S</p> <!--[!--><p class="price svelte-1hbrymp">$0.000542 <span class="text-light-green/60">/ sec</span></p><!--]--></div><div class="line-item svelte-1hbrymp"><p class="text-light-green/60">Nvidia A10G</p> <!--[!--><p class="price svelte-1hbrymp">$0.000306 <span class="text-light-green/60">/ sec</span></p><!--]--></div><div class="line-item svelte-1hbrymp"><p class="text-light-green/60">Nvidia L4</p> <!--[!--><p class="price svelte-1hbrymp">$0.000222 <span class="text-light-green/60">/ sec</span></p><!--]--></div><div class="line-item svelte-1hbrymp"><p class="text-light-green/60">Nvidia T4</p> <!--[!--><p class="price svelte-1hbrymp">$0.000164 <span class="text-light-green/60">/ sec</span></p><!--]--></div><!--]--></div> <hr class="my-5 border-light-green/30 marketing-contained-negate-mr"> <p class="font-medium text-lg mb-2">CPU</p> <div class="line-item items-start svelte-1hbrymp"><p class="shrink-0 text-light-green/60">Physical core<br class="inline lg:hidden"> (2 vCPU<span class="hidden sm:inline"> equivalent</span>)</p> <div class="flex flex-col items-end"><!--[!--><p class="price svelte-1hbrymp">$0.0000131 <span class="text-light-green/60">/ core / sec</span></p><!--]--> <p class="mt-1 text-xs text-light-green/60 text-right">*minimum of 0.125 cores per container</p></div></div> <hr class="my-5 border-light-green/30 marketing-contained-negate-mr"> <div class="line-item items-end svelte-1hbrymp"><p class="font-medium text-lg">Memory</p> <!--[!--><p class="price svelte-1hbrymp">$0.00000222 <span class="text-light-green/60">/ GiB / sec</span></p><!--]--></div></div><!----></section></div> <section class="mt-56 md:mt-64 pb-48 md:pb-80 marketing-container grid grid-cols-1 md:grid-cols-3 gap-x-5 gap-y-12 md:gap-y-32"><div class="marketing-h3 md:col-span-3">For teams<br> of all scales</div> <div class="max-w-[32ch]"><div class="marketing-h4 mb-4 md:mb-6">Starter</div> <div>For small teams and independent developers looking to level up.</div></div> <div class="max-w-[32ch]"><div class="marketing-h4 mb-4 md:mb-6">Team</div> <div>For startups and larger organizations looking to scale quickly.</div></div> <div class="max-w-[32ch]"><div class="marketing-h4 mb-4 md:mb-6">Enterprise</div> <div>For organizations prioritizing security, support, and reliability.</div></div> <div><!--[--><a href="/pricing" rel="" class="btn-marketing svelte-14zw973 btn-secondary" tabindex="0"><!----><!---->View Pricing<!----></a><!--]--><!----></div> <div class="md:col-span-2"></div></section></div><!----> <section class="mt-8 mb-24 marketing-container"><div class="grid md:grid-cols-12 gap-5"><div class="md:col-span-5"><h2 class="marketing-h3 mb-8 md:mb-20"><span class="text-primary">Security</span> and governance</h2> <div class="hidden md:block"><!--[--><div data-state="closed" data-melt-collapsible=""><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-5 scroll-mt-32"><div class="flex items-baseline group"><!--[!--><!--]--> <button data-state="closed" data-melt-collapsible-trigger="" class="flex w-full gap-5 items-start"><!--[!--><!--]--> <p class="marketing-h4 pb-1 text-left">Built on top of gVisor</p> <!--[!--><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-plus ml-auto shrink-0"><!--[--><!----><path d="M5 12h14"><!----></path><!----><!----><path d="M12 5v14"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!--]--></button></div> <!--[!--><!--]--></div></div><div data-state="closed" data-melt-collapsible=""><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-5 scroll-mt-32"><div class="flex items-baseline group"><!--[!--><!--]--> <button data-state="closed" data-melt-collapsible-trigger="" class="flex w-full gap-5 items-start"><!--[!--><!--]--> <p class="marketing-h4 pb-1 text-left">SOC 2 and HIPAA</p> <!--[!--><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-plus ml-auto shrink-0"><!--[--><!----><path d="M5 12h14"><!----></path><!----><!----><path d="M12 5v14"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!--]--></button></div> <!--[!--><!--]--></div></div><div data-state="closed" data-melt-collapsible=""><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-5 scroll-mt-32"><div class="flex items-baseline group"><!--[!--><!--]--> <button data-state="closed" data-melt-collapsible-trigger="" class="flex w-full gap-5 items-start"><!--[!--><!--]--> <p class="marketing-h4 pb-1 text-left">Region support</p> <!--[!--><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-plus ml-auto shrink-0"><!--[--><!----><path d="M5 12h14"><!----></path><!----><!----><path d="M12 5v14"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!--]--></button></div> <!--[!--><!--]--></div></div><div data-state="closed" data-melt-collapsible=""><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-5 scroll-mt-32"><div class="flex items-baseline group"><!--[!--><!--]--> <button data-state="closed" data-melt-collapsible-trigger="" class="flex w-full gap-5 items-start"><!--[!--><!--]--> <p class="marketing-h4 pb-1 text-left">SSO sign in for enterprise</p> <!--[!--><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-plus ml-auto shrink-0"><!--[--><!----><path d="M5 12h14"><!----></path><!----><!----><path d="M12 5v14"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!--]--></button></div> <!--[!--><!--]--></div></div><!--]--><!----> <div class="mt-14"></div> <!--[--><a href="/docs/guide/security" rel="" class="btn-marketing svelte-14zw973 btn-secondary" tabindex="0"><!----><!---->Learn More<!----></a><!--]--><!----></div></div> <div class="hidden md:block md:col-span-1"></div> <div class="md:col-span-6 order-1 mt-[-10px]"><div><video loop muted playsinline disablepictureinpicture class="w-full h-full " poster="https://modal-cdn.com/tmpikav2uo5_78a38e65.webp" style="object-fit: contain;"><!----><source src="https://modal-cdn.com/landscape-vids/Modal_Security.mp4" type="video/mp4"><!----></video><!----></div></div></div> <div class="md:hidden mt-12"><!--[--><div data-state="closed" data-melt-collapsible=""><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-5 scroll-mt-32"><div class="flex items-baseline group"><!--[!--><!--]--> <button data-state="closed" data-melt-collapsible-trigger="" class="flex w-full gap-5 items-start"><!--[!--><!--]--> <p class="marketing-h4 pb-1 text-left">Built on top of gVisor</p> <!--[!--><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-plus ml-auto shrink-0"><!--[--><!----><path d="M5 12h14"><!----></path><!----><!----><path d="M12 5v14"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!--]--></button></div> <!--[!--><!--]--></div></div><div data-state="closed" data-melt-collapsible=""><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-5 scroll-mt-32"><div class="flex items-baseline group"><!--[!--><!--]--> <button data-state="closed" data-melt-collapsible-trigger="" class="flex w-full gap-5 items-start"><!--[!--><!--]--> <p class="marketing-h4 pb-1 text-left">SOC 2 and HIPAA</p> <!--[!--><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-plus ml-auto shrink-0"><!--[--><!----><path d="M5 12h14"><!----></path><!----><!----><path d="M12 5v14"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!--]--></button></div> <!--[!--><!--]--></div></div><div data-state="closed" data-melt-collapsible=""><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-5 scroll-mt-32"><div class="flex items-baseline group"><!--[!--><!--]--> <button data-state="closed" data-melt-collapsible-trigger="" class="flex w-full gap-5 items-start"><!--[!--><!--]--> <p class="marketing-h4 pb-1 text-left">Region support</p> <!--[!--><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-plus ml-auto shrink-0"><!--[--><!----><path d="M5 12h14"><!----></path><!----><!----><path d="M12 5v14"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!--]--></button></div> <!--[!--><!--]--></div></div><div data-state="closed" data-melt-collapsible=""><hr class="border-light-green/30 marketing-contained-negate-ml"> <div class="py-5 scroll-mt-32"><div class="flex items-baseline group"><!--[!--><!--]--> <button data-state="closed" data-melt-collapsible-trigger="" class="flex w-full gap-5 items-start"><!--[!--><!--]--> <p class="marketing-h4 pb-1 text-left">SSO sign in for enterprise</p> <!--[!--><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-plus ml-auto shrink-0"><!--[--><!----><path d="M5 12h14"><!----></path><!----><!----><path d="M12 5v14"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!--]--></button></div> <!--[!--><!--]--></div></div><!--]--><!----> <div class="mt-10"></div> <!--[--><a href="/docs/guide/security" rel="" class="btn-marketing svelte-14zw973 btn-secondary" tabindex="0"><!----><!---->Learn More<!----></a><!--]--><!----></div></section><!----> <!--[--><div class="marketing-container mb-10"><div class="flex gap-6 items-start"><div class="flex flex-col sm:flex-row gap-6 items-start"><!--[--><h2 class="marketing-h3 text-light-green">Built with Modal</h2><!--]--> <div class="md:mt-1"><!----><!--[--><a href="/docs/examples" rel="" class="btn-marketing svelte-14zw973 btn-secondary" tabindex="0"><!----><!---->View all<!----></a><!--]--><!----></div></div> <!--[--><div class="ml-auto flex"><button class="group p-1 rounded hover:enabled:bg-light-green/10 disabled:opacity-50" disabled aria-label="Scroll left"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-chevron-left stroke-[1.5] group-[&:not(:disabled)]:text-light-green"><!--[--><!----><path d="m15 18-6-6 6-6"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></button> <button class="group p-1 rounded hover:enabled:bg-light-green/10 disabled:opacity-50" aria-label="Scroll right"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-chevron-right stroke-[1.5] group-[&:not(:disabled)]:text-light-green"><!--[--><!----><path d="m9 18 6-6-6-6"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></button></div><!--]--></div></div> <div class="carousel svelte-1lu9mru"><div class="marketing-container flex" style="gap: 10px;"><!----><!--[--><div class="shrink-0" style="width: 316px;"><a href="/docs/examples/vllm_inference" class="group relative flex flex-col justify-end rounded-lg overflow-hidden h-[380px]" style="background: linear-gradient(to top, #212525, transparent);"><div class="absolute inset-0 bottom-[1px] bg-cover bg-center rounded-lg -z-10" style="background-image: url(https://modal-cdn.com/tmpcjr5qxv5_7f77e9c7.webp)"></div> <div class="space-y-5 px-5 py-4 relative"><h3 class="marketing-h4 text-light-green">Deploy an OpenAI-compatible LLM service</h3> <p class="text-light-green">Run large language models with a drop-in replacement for the OpenAI API.</p> <svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right group-hover:ml-2 transition-[margin] text-light-green"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></div></a><!----></div><div class="shrink-0" style="width: 316px;"><a href="/docs/examples/dreambooth_app" class="group relative flex flex-col justify-end rounded-lg overflow-hidden h-[380px]" style="background: linear-gradient(to top, #212525, transparent);"><div class="absolute inset-0 bottom-[1px] bg-cover bg-center rounded-lg -z-10" style="background-image: url(https://modal-cdn.com/tmpywtfy96__e192a28f.webp)"></div> <div class="space-y-5 px-5 py-4 relative"><h3 class="marketing-h4 text-light-green">Custom pet art from Flux with Hugging Face and Gradio</h3> <p class="text-light-green">Fine-tune an image generation model on pictures of your pet.</p> <svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right group-hover:ml-2 transition-[margin] text-light-green"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></div></a><!----></div><div class="shrink-0" style="width: 316px;"><a href="/docs/examples/llama_cpp" class="group relative flex flex-col justify-end rounded-lg overflow-hidden h-[380px]" style="background: linear-gradient(to top, #212525, transparent);"><div class="absolute inset-0 bottom-[1px] bg-cover bg-center rounded-lg -z-10" style="background-image: url(https://modal-cdn.com/featured-example-whale.webp)"></div> <div class="space-y-5 px-5 py-4 relative"><h3 class="marketing-h4 text-light-green">Run llama.cpp</h3> <p class="text-light-green">Run DeepSeek-R1 and Phi-4 on llama.cpp</p> <svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right group-hover:ml-2 transition-[margin] text-light-green"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></div></a><!----></div><div class="shrink-0" style="width: 316px;"><a href="/docs/examples/llm-voice-chat" class="group relative flex flex-col justify-end rounded-lg overflow-hidden h-[380px]" style="background: linear-gradient(to top, #212525, transparent);"><div class="absolute inset-0 bottom-[1px] bg-cover bg-center rounded-lg -z-10" style="background-image: url(https://modal-cdn.com/tmp6iir_h5t_504246d5.webp)"></div> <div class="space-y-5 px-5 py-4 relative"><h3 class="marketing-h4 text-light-green">Voice chat with LLMs</h3> <p class="text-light-green">Build an interactive voice chat app.</p> <svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right group-hover:ml-2 transition-[margin] text-light-green"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></div></a><!----></div><div class="shrink-0" style="width: 316px;"><a href="/docs/examples/flux" class="group relative flex flex-col justify-end rounded-lg overflow-hidden h-[380px]" style="background: linear-gradient(to top, #212525, transparent);"><div class="absolute inset-0 bottom-[1px] bg-cover bg-center rounded-lg -z-10" style="background-image: url(https://modal-cdn.com/tmp4a0vlno9_59b737c8.webp)"></div> <div class="space-y-5 px-5 py-4 relative"><h3 class="marketing-h4 text-light-green">Serve diffusion models</h3> <p class="text-light-green">Serve Flux on Modal with a number of optimizations for blazingly fast inference.</p> <svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right group-hover:ml-2 transition-[margin] text-light-green"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></div></a><!----></div><div class="shrink-0" style="width: 316px;"><a href="/docs/examples/chai1" class="group relative flex flex-col justify-end rounded-lg overflow-hidden h-[380px]" style="background: linear-gradient(to top, #212525, transparent);"><div class="absolute inset-0 bottom-[1px] bg-cover bg-center rounded-lg -z-10" style="background-image: url(https://modal-cdn.com/tmp192qvps9_15735517.webp)"></div> <div class="space-y-5 px-5 py-4 relative"><h3 class="marketing-h4 text-light-green">Fold proteins with Chai-1</h3> <p class="text-light-green">Predict molecular structures from sequences with SotA open source models.</p> <svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right group-hover:ml-2 transition-[margin] text-light-green"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></div></a><!----></div><div class="shrink-0" style="width: 316px;"><a href="/docs/examples/trtllm_latency" class="group relative flex flex-col justify-end rounded-lg overflow-hidden h-[380px]" style="background: linear-gradient(to top, #212525, transparent);"><div class="absolute inset-0 bottom-[1px] bg-cover bg-center rounded-lg -z-10" style="background-image: url(https://modal-cdn.com/tmp2hpvhau5_e845764d.webp)"></div> <div class="space-y-5 px-5 py-4 relative"><h3 class="marketing-h4 text-light-green">Serverless TensorRT-LLM (LLaMA 3 8B)</h3> <p class="text-light-green">Run interactive language model applications.</p> <svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right group-hover:ml-2 transition-[margin] text-light-green"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></div></a><!----></div><div class="shrink-0" style="width: 316px;"><a href="/docs/examples/music-video-gen" class="group relative flex flex-col justify-end rounded-lg overflow-hidden h-[380px]" style="background: linear-gradient(to top, #212525, transparent);"><div class="absolute inset-0 bottom-[1px] bg-cover bg-center rounded-lg -z-10" style="background-image: url(https://modal-cdn.com/featured-example-default-5.webp)"></div> <div class="space-y-5 px-5 py-4 relative"><h3 class="marketing-h4 text-light-green">Star in custom music videos</h3> <p class="text-light-green">Fine-tune a Wan2.1 video model on your face and run it in parallel</p> <svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right group-hover:ml-2 transition-[margin] text-light-green"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></div></a><!----></div><div class="shrink-0" style="width: 316px;"><a href="/docs/examples/musicgen" class="group relative flex flex-col justify-end rounded-lg overflow-hidden h-[380px]" style="background: linear-gradient(to top, #212525, transparent);"><div class="absolute inset-0 bottom-[1px] bg-cover bg-center rounded-lg -z-10" style="background-image: url(https://modal-cdn.com/tmp6r7u23yl_64e6ab1c.webp)"></div> <div class="space-y-5 px-5 py-4 relative"><h3 class="marketing-h4 text-light-green">Create music</h3> <p class="text-light-green">Turn prompts into music with MusicGen</p> <svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right group-hover:ml-2 transition-[margin] text-light-green"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></div></a><!----></div><div class="shrink-0" style="width: 316px;"><a href="/docs/examples/agent" class="group relative flex flex-col justify-end rounded-lg overflow-hidden h-[380px]" style="background: linear-gradient(to top, #212525, transparent);"><div class="absolute inset-0 bottom-[1px] bg-cover bg-center rounded-lg -z-10" style="background-image: url(https://modal-cdn.com/tmpfsj_3fzt_8575b631.webp)"></div> <div class="space-y-5 px-5 py-4 relative"><h3 class="marketing-h4 text-light-green">Sandbox a LangGraph agent's code</h3> <p class="text-light-green">Run an LLM coding agent that runs its own language models.</p> <svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right group-hover:ml-2 transition-[margin] text-light-green"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></div></a><!----></div><div class="shrink-0" style="width: 316px;"><a href="/docs/examples/chat_with_pdf_vision" class="group relative flex flex-col justify-end rounded-lg overflow-hidden h-[380px]" style="background: linear-gradient(to top, #212525, transparent);"><div class="absolute inset-0 bottom-[1px] bg-cover bg-center rounded-lg -z-10" style="background-image: url(https://modal-cdn.com/tmpq4nxmb48_0d47acee.webp)"></div> <div class="space-y-5 px-5 py-4 relative"><h3 class="marketing-h4 text-light-green">RAG Chat with PDFs</h3> <p class="text-light-green">Use ColBERT-style, multimodal embeddings with a Vision-Language Model to answer questions about documents.</p> <svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right group-hover:ml-2 transition-[margin] text-light-green"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></div></a><!----></div><div class="shrink-0" style="width: 316px;"><a href="/docs/examples/image_to_video" class="group relative flex flex-col justify-end rounded-lg overflow-hidden h-[380px]" style="background: linear-gradient(to top, #212525, transparent);"><div class="absolute inset-0 bottom-[1px] bg-cover bg-center rounded-lg -z-10" style="background-image: url(https://modal-cdn.com/tmp3epgmjsf_df8ef3bb.webp)"></div> <div class="space-y-5 px-5 py-4 relative"><h3 class="marketing-h4 text-light-green">Bring images to life</h3> <p class="text-light-green">Prompt a generative video model to animate an image.</p> <svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right group-hover:ml-2 transition-[margin] text-light-green"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></div></a><!----></div><div class="shrink-0" style="width: 316px;"><a href="/docs/examples/whisper-transcriber" class="group relative flex flex-col justify-end rounded-lg overflow-hidden h-[380px]" style="background: linear-gradient(to top, #212525, transparent);"><div class="absolute inset-0 bottom-[1px] bg-cover bg-center rounded-lg -z-10" style="background-image: url(https://modal-cdn.com/tmpa73gxuq7_1d5904cb.webp)"></div> <div class="space-y-5 px-5 py-4 relative"><h3 class="marketing-h4 text-light-green">Fast podcast transcriptions</h3> <p class="text-light-green">Build an end-to-end podcast transcription app that leverages dozens of containers for super-fast processing.</p> <svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right group-hover:ml-2 transition-[margin] text-light-green"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></div></a><!----></div><div class="shrink-0" style="width: 316px;"><a href="/docs/examples/esm3" class="group relative flex flex-col justify-end rounded-lg overflow-hidden h-[380px]" style="background: linear-gradient(to top, #212525, transparent);"><div class="absolute inset-0 bottom-[1px] bg-cover bg-center rounded-lg -z-10" style="background-image: url(https://modal-cdn.com/tmpm0oyejsp_ae5a84be.webp)"></div> <div class="space-y-5 px-5 py-4 relative"><h3 class="marketing-h4 text-light-green">Build a protein folding dashboard</h3> <p class="text-light-green">Serve a web UI for a protein model with ESM3, Molstar, and Gradio</p> <svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide-icon lucide lucide-arrow-up-right group-hover:ml-2 transition-[margin] text-light-green"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></div></a><!----></div><div class="shrink-0" style="width: 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transition-[margin] text-light-green"><!--[--><!----><path d="M7 7h10v10"><!----></path><!----><!----><path d="M7 17 17 7"><!----></path><!----><!--]--><!----><!----><!----><!----></svg><!----></div></a><!----></div><div class="shrink-0" style="width: 316px;"><a href="/docs/examples/doc_ocr_jobs" class="group relative flex flex-col justify-end rounded-lg overflow-hidden h-[380px]" style="background: linear-gradient(to top, #212525, transparent);"><div class="absolute inset-0 bottom-[1px] bg-cover bg-center rounded-lg -z-10" style="background-image: url(https://modal-cdn.com/tmpuc263i_r_93dd71be.webp)"></div> <div class="space-y-5 px-5 py-4 relative"><h3 class="marketing-h4 text-light-green">Document OCR job queue</h3> <p class="text-light-green">Use Modal as an infinitely scalable job queue that can service async tasks from a web app.</p> <svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" 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We expedited the development of our code interpreter feature integrated into Le Chat.”</blockquote> <p class="mt-4 svelte-1gn2lv7"><span class="inline-block w-3 h-3 rounded-full bg-brand-green mr-3 svelte-1gn2lv7"></span><span class="font-semibold svelte-1gn2lv7">Wendy Shang</span>, AI Scientist</p></div><div class="absolute transition-opacity duration-700 svelte-1gn2lv7 pointer-events-none" style="opacity: 0.0;"><blockquote class="marketing-h2 pb-4 svelte-1gn2lv7" style="text-indent: -0.325em">“Modal makes it easy to write code that runs on 100s of GPUs in parallel, transcribing podcasts in a fraction of the time.”</blockquote> <p class="mt-4 svelte-1gn2lv7"><span class="inline-block w-3 h-3 rounded-full bg-brand-green mr-3 svelte-1gn2lv7"></span><span class="font-semibold svelte-1gn2lv7">Mike Cohen</span>, Head of Data</p></div><div class="absolute transition-opacity duration-700 svelte-1gn2lv7 pointer-events-none" style="opacity: 0.0;"><blockquote class="marketing-h2 pb-4 svelte-1gn2lv7" style="text-indent: -0.325em">“Tasks that would have taken days to complete take minutes instead. We’ve saved thousands of dollars deploying LLMs on Modal.”</blockquote> <p class="mt-4 svelte-1gn2lv7"><span class="inline-block w-3 h-3 rounded-full bg-brand-green mr-3 svelte-1gn2lv7"></span><span class="font-semibold svelte-1gn2lv7">Rahul Sengottuvelu</span>, Head of Applied AI</p></div><div class="absolute transition-opacity duration-700 svelte-1gn2lv7 pointer-events-none" style="opacity: 0.0;"><blockquote class="marketing-h2 pb-4 svelte-1gn2lv7" style="text-indent: -0.325em">“The beauty of Modal is that all you need to know is that you can scale your function calls in the cloud with a few lines of Python.”</blockquote> <p class="mt-4 svelte-1gn2lv7"><span class="inline-block w-3 h-3 rounded-full bg-brand-green mr-3 svelte-1gn2lv7"></span><span class="font-semibold svelte-1gn2lv7">Georg Kucsko</span>, Co-founder and CTO</p></div><!--]--></div> <div class="h-16 svelte-1gn2lv7"></div> <!--[!--><!--]--></div></section><!----> <div class="marketing-container"><div class="mb-12 flex flex-col sm:flex-row justify-between items-start sm:items-end gap-y-6"><div class="marketing-h3"><span class="text-brand-green">Join</span> Modal's developer<br>community</div> <!--[--><a href="/slack" target="_blank" rel="noreferrer" class="btn-marketing svelte-14zw973 btn-secondary" tabindex="0"><!----><!---->Modal Community Slack<!----></a><!--]--><!----></div> <div class="marketing-contained-negate-ml marketing-contained-negate-mr"><div class="relative -mx-16 overflow-hidden svelte-1pvc6d9 fade-black"><!----><div class="container flex flex-row svelte-dqrd2n" style="gap: 0px"><!--[--><div class="flex flex-row flex-shrink-0 justify-around m-w-full svelte-dqrd2n content" style="--gap: 0px; --duration: 120s;"><!----><!--[--><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px] border-t"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/garrrikkotua/status/1786042460143247506" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1757781535267180544/TR1Coi0v.jpg" alt="Twitter profile @garrrikkotua"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/garrrikkotua/status/1786042460143247506" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Igor Kotua</div> <div class="text-light-green/70">Engineer, The Linux Foundation</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>If you building AI stuff with Python and haven't tried </span><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span> you are missing out big time</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px] border-t"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/danrothenberg/status/1835055915516805301" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://modal-cdn.com/cdnbot/tmpndzqy7fc_1fe4563b.webp" alt="Twitter profile @danrothenberg"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/danrothenberg/status/1835055915516805301" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Daniel Rothenberg</div> <div class="text-light-green/70">Co-founder, Brightband</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span> continues to be magical... 10 minutes of effort and the `joblib`-based parallelism I use to test on my local machine can trivially scale out on the cloud. Makes life so easy!</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px] border-t"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/erinselene/status/1601060264102678528" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1595233713536704513/j2d9PYiK.jpg" alt="Twitter profile @erinselene"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/erinselene/status/1601060264102678528" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Erin Boyle</div> <div class="text-light-green/70">ML Engineer, Tesla</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>This tool is awesome. So empowering to have your infra needs met with just a couple decorators. Good people, too!</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px] border-t"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/jai_chopra/status/1661033887819268096" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1664774588772020225/TlVJPiQu.jpg" alt="Twitter profile @jai_chopra"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/jai_chopra/status/1661033887819268096" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Jai Chopra</div> <div class="text-light-green/70">Product, LanceDB</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>Recently built an app on Lambda and just started to use </span><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span>, the difference is insane! Modal is amazing, virtually no cold start time, onboarding experience is great 🚀</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px] border-t"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/dieegosf/status/1811018060200874157" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1623322737836949504/fYVRjQXS.jpg" alt="Twitter profile @dieegosf"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/dieegosf/status/1811018060200874157" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Diego Fernandes</div> <div class="text-light-green/70">Co-founder & CTO, RocketSeat</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>Probably one of the best piece of software I'm using this year: </span><a class="tweet-link_root__48bjf" href="https://modal.com/" rel="noopener noreferrer nofollow" target="_blank">modal.com</a></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px] border-t"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/AAAzzam/status/1793118336525447302" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1656519795976687619/abuB5K8p.jpg" alt="Twitter profile @AAAzzam"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/AAAzzam/status/1793118336525447302" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Adam Azzam</div> <div class="text-light-green/70">Product, Prefect</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>feels weird at this point to use anything else than </span><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span> for this — absolutely the GOAT of dynamic sandboxes</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px] border-t"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/remilouf/status/1845742524997963800" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1570519314142318595/PJGWEkfu.jpg" alt="Twitter profile @remilouf"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/remilouf/status/1845742524997963800" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Rémi 📎</div> <div class="text-light-green/70">Co-founder & CEO, .txt</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>Nothing beats </span><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span> when it comes to deploying a quick POC</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px] border-t"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/holdenmatt/status/1797695485479915795" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1675120765761654784/jJz2F_r9.jpg" alt="Twitter profile @holdenmatt"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/holdenmatt/status/1797695485479915795" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Matt Holden</div> <div class="text-light-green/70">Founder</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>Late to the party, but finally playing with </span><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span> to run some backend jobs.
DX is sooo nice (compared to Docker, Cloud Run, Lambda, etc). Just decorate a Python function and deploy. And it's fast! Love it.</span></p><!----></div></div><!--]--><!----></div><div class="flex flex-row flex-shrink-0 justify-around m-w-full svelte-dqrd2n content" style="--gap: 0px; --duration: 120s;"><!----><!--[--><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px] border-t"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/garrrikkotua/status/1786042460143247506" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1757781535267180544/TR1Coi0v.jpg" alt="Twitter profile @garrrikkotua"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/garrrikkotua/status/1786042460143247506" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Igor Kotua</div> <div class="text-light-green/70">Engineer, The Linux Foundation</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>If you building AI stuff with Python and haven't tried </span><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span> you are missing out big time</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px] border-t"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/danrothenberg/status/1835055915516805301" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://modal-cdn.com/cdnbot/tmpndzqy7fc_1fe4563b.webp" alt="Twitter profile @danrothenberg"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/danrothenberg/status/1835055915516805301" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Daniel Rothenberg</div> <div class="text-light-green/70">Co-founder, Brightband</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span> continues to be magical... 10 minutes of effort and the `joblib`-based parallelism I use to test on my local machine can trivially scale out on the cloud. Makes life so easy!</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px] border-t"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/erinselene/status/1601060264102678528" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1595233713536704513/j2d9PYiK.jpg" alt="Twitter profile @erinselene"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/erinselene/status/1601060264102678528" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Erin Boyle</div> <div class="text-light-green/70">ML Engineer, Tesla</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>This tool is awesome. So empowering to have your infra needs met with just a couple decorators. Good people, too!</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px] border-t"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/jai_chopra/status/1661033887819268096" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1664774588772020225/TlVJPiQu.jpg" alt="Twitter profile @jai_chopra"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/jai_chopra/status/1661033887819268096" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Jai Chopra</div> <div class="text-light-green/70">Product, LanceDB</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>Recently built an app on Lambda and just started to use </span><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span>, the difference is insane! Modal is amazing, virtually no cold start time, onboarding experience is great 🚀</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px] border-t"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/dieegosf/status/1811018060200874157" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1623322737836949504/fYVRjQXS.jpg" alt="Twitter profile @dieegosf"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/dieegosf/status/1811018060200874157" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Diego Fernandes</div> <div class="text-light-green/70">Co-founder & CTO, RocketSeat</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>Probably one of the best piece of software I'm using this year: </span><a class="tweet-link_root__48bjf" href="https://modal.com/" rel="noopener noreferrer nofollow" target="_blank">modal.com</a></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px] border-t"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/AAAzzam/status/1793118336525447302" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1656519795976687619/abuB5K8p.jpg" alt="Twitter profile @AAAzzam"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/AAAzzam/status/1793118336525447302" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Adam Azzam</div> <div class="text-light-green/70">Product, Prefect</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>feels weird at this point to use anything else than </span><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span> for this — absolutely the GOAT of dynamic sandboxes</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px] border-t"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/remilouf/status/1845742524997963800" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1570519314142318595/PJGWEkfu.jpg" alt="Twitter profile @remilouf"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/remilouf/status/1845742524997963800" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Rémi 📎</div> <div class="text-light-green/70">Co-founder & CEO, .txt</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>Nothing beats </span><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span> when it comes to deploying a quick POC</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px] border-t"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/holdenmatt/status/1797695485479915795" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1675120765761654784/jJz2F_r9.jpg" alt="Twitter profile @holdenmatt"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/holdenmatt/status/1797695485479915795" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Matt Holden</div> <div class="text-light-green/70">Founder</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>Late to the party, but finally playing with </span><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span> to run some backend jobs.
DX is sooo nice (compared to Docker, Cloud Run, Lambda, etc). Just decorate a Python function and deploy. And it's fast! Love it.</span></p><!----></div></div><!--]--><!----></div><!--]--></div><!----> <div class="hidden md:block"><div class="container flex flex-row svelte-dqrd2n" style="gap: 0px"><!--[--><div class="flex flex-row flex-shrink-0 justify-around m-w-full svelte-dqrd2n content-reverse" style="--gap: 0px; --duration: 100s;"><!----><!--[--><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px]"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/calebfahlgren/status/1825733420976124199" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1716604301563289600/YycgFNAn.jpg" alt="Twitter profile @calebfahlgren"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/calebfahlgren/status/1825733420976124199" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Caleb</div> <div class="text-light-green/70">ML Engineer, Hugging Face</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>Bullish on </span><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span>
- Great Docs + Examples
- Healthy Free Plan (30$ free compute / month)
- Never have to worry about infra / just Python</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px]"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/mattzcarey/status/1806003178691006905" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://modal-cdn.com/cdnbot/tmpbisrydal_4d61419e.webp" alt="Twitter profile @mattzcarey"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/mattzcarey/status/1806003178691006905" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">@mattzcarey.com on blsky</div> <div class="text-light-green/70">AI Engineer, StackOne</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span> has got a bunch of stuff just worked out
this should be how you deploy python apps. wow</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px]"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/_amankishore/status/1669845359634575360" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://modal-cdn.com/aman_kishore.jpg" alt="Twitter profile @_amankishore"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/_amankishore/status/1669845359634575360" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Aman Kishore</div> <div class="text-light-green/70">Research Engineer, Harvey</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>If you are still using AWS Lambda instead of </span><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span> you're not moving fast enough</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px]"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/isidoremiller/status/1645953205480878080" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1679859339073404930/_PB_4LM0.jpg" alt="Twitter profile @isidoremiller"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/isidoremiller/status/1645953205480878080" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Izzy Miller</div> <div class="text-light-green/70">DevRel, Hex</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>special shout out to </span><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span> and </span><a class="tweet-link_root__48bjf" href="https://x.com/_hex_tech" rel="noopener noreferrer nofollow" target="_blank">@_hex_tech</a><span> for providing the crucial infrastructure to run this! Modal is the coolest tool I’ve tried in a really long time— cannnot say enough good things.</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px]"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/marktenenholtz/status/1784348202545614937" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1468741945560289283/YZ3cOr_H.jpg" alt="Twitter profile @marktenenholtz"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/marktenenholtz/status/1784348202545614937" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Mark Tenenholtz</div> <div class="text-light-green/70">Head of AI, PredeloHQ</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>I use </span><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span> because it brings me joy. There isn't much more to it.</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px]"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/schrockn/status/1787504282700255676" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1452768656711032833/Vq8wBRJc.jpg" alt="Twitter profile @schrockn"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/schrockn/status/1787504282700255676" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Nick Schrock</div> <div class="text-light-green/70">Founder, Dagster Labs</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>I have tried </span><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span> and am now officially Modal-pilled. Great work </span><a class="tweet-link_root__48bjf" href="https://x.com/bernhardsson" rel="noopener noreferrer nofollow" target="_blank">@bernhardsson</a><span> and team. Every hyperscalar should be trying this out and immediately pivoting their compute teams' roadmaps to match this DX.</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px]"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/moinnadeem/status/1814729047181832484" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1252656439149105156/dU40XVKb.jpg" alt="Twitter profile @moinnadeem"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/moinnadeem/status/1814729047181832484" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Moin Nadeem</div> <div class="text-light-green/70">Co-founder, Phonic</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>I've realized </span><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span> is actually a great fit for ML training pipelines.
If you're running model-based evals, why not just call a serverless Modal function and have it evaluate your model on a separate worker GPU? This makes evaluation during training really easy.</span></p><!----></div></div><!--]--><!----></div><div class="flex flex-row flex-shrink-0 justify-around m-w-full svelte-dqrd2n content-reverse" style="--gap: 0px; --duration: 100s;"><!----><!--[--><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px]"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/calebfahlgren/status/1825733420976124199" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1716604301563289600/YycgFNAn.jpg" alt="Twitter profile @calebfahlgren"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/calebfahlgren/status/1825733420976124199" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Caleb</div> <div class="text-light-green/70">ML Engineer, Hugging Face</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>Bullish on </span><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span>
- Great Docs + Examples
- Healthy Free Plan (30$ free compute / month)
- Never have to worry about infra / just Python</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px]"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/mattzcarey/status/1806003178691006905" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://modal-cdn.com/cdnbot/tmpbisrydal_4d61419e.webp" alt="Twitter profile @mattzcarey"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/mattzcarey/status/1806003178691006905" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">@mattzcarey.com on blsky</div> <div class="text-light-green/70">AI Engineer, StackOne</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span> has got a bunch of stuff just worked out
this should be how you deploy python apps. wow</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px]"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/_amankishore/status/1669845359634575360" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://modal-cdn.com/aman_kishore.jpg" alt="Twitter profile @_amankishore"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/_amankishore/status/1669845359634575360" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Aman Kishore</div> <div class="text-light-green/70">Research Engineer, Harvey</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>If you are still using AWS Lambda instead of </span><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span> you're not moving fast enough</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px]"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/isidoremiller/status/1645953205480878080" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1679859339073404930/_PB_4LM0.jpg" alt="Twitter profile @isidoremiller"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/isidoremiller/status/1645953205480878080" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Izzy Miller</div> <div class="text-light-green/70">DevRel, Hex</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>special shout out to </span><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span> and </span><a class="tweet-link_root__48bjf" href="https://x.com/_hex_tech" rel="noopener noreferrer nofollow" target="_blank">@_hex_tech</a><span> for providing the crucial infrastructure to run this! Modal is the coolest tool I’ve tried in a really long time— cannnot say enough good things.</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px]"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/marktenenholtz/status/1784348202545614937" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1468741945560289283/YZ3cOr_H.jpg" alt="Twitter profile @marktenenholtz"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/marktenenholtz/status/1784348202545614937" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Mark Tenenholtz</div> <div class="text-light-green/70">Head of AI, PredeloHQ</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>I use </span><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span> because it brings me joy. There isn't much more to it.</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px]"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/schrockn/status/1787504282700255676" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1452768656711032833/Vq8wBRJc.jpg" alt="Twitter profile @schrockn"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/schrockn/status/1787504282700255676" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Nick Schrock</div> <div class="text-light-green/70">Founder, Dagster Labs</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>I have tried </span><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span> and am now officially Modal-pilled. Great work </span><a class="tweet-link_root__48bjf" href="https://x.com/bernhardsson" rel="noopener noreferrer nofollow" target="_blank">@bernhardsson</a><span> and team. Every hyperscalar should be trying this out and immediately pivoting their compute teams' roadmaps to match this DX.</span></p><!----></div></div><div class="inline-block border-b border-l border-light-green/30 flex-shrink-0 w-[360px] h-[320px]"><div class="flex flex-col gap-4 p-8"><div class="flex items-center"><a target="_blank" rel="noreferrer" href="https://twitter.com/moinnadeem/status/1814729047181832484" class="shrink-0 rounded-full w-10 h-10 overflow-hidden"><img src="https://pbs.twimg.com/profile_images/1252656439149105156/dU40XVKb.jpg" alt="Twitter profile @moinnadeem"></a> <a target="_blank" rel="noreferrer" href="https://twitter.com/moinnadeem/status/1814729047181832484" class="ml-4 flex flex-col"><div class="font-bold text-light-green/80">Moin Nadeem</div> <div class="text-light-green/70">Co-founder, Phonic</div></a></div> <!----><p class="tweet-body_root__cMCuQ" dir="auto" lang="en"><span>I've realized </span><a class="tweet-link_root__48bjf" href="https://x.com/modal_labs" rel="noopener noreferrer nofollow" target="_blank">@modal_labs</a><span> is actually a great fit for ML training pipelines.
If you're running model-based evals, why not just call a serverless Modal function and have it evaluate your model on a separate worker GPU? This makes evaluation during training really easy.</span></p><!----></div></div><!--]--><!----></div><!--]--></div><!----></div><!----> <div class="absolute inset-y-0 left-0 w-16 gradleft svelte-1pvc6d9"></div> <div class="absolute inset-y-0 right-0 w-16 gradright svelte-1pvc6d9"></div></div></div><!----></div><!----></main><!----><!--]--><!----> <section class="marketing-container my-24 md:my-40"><div class="grid md:grid-cols-2 gap-x-5 gap-y-10"><img src="https://modal-cdn.com/tmpk5brmwoa_0b5eb343.webp" alt="Modal CTA" class="w-full h-full object-cover"> <div class="flex flex-col justify-center items-center md:items-start"><h2 class="marketing-h2 mb-7 md:mb-14 text-center md:text-left max-w-lg">Ship your first app in <span class="text-brand-green">minutes.</span></h2> <!--[--><a href="/signup" rel="" class="btn-marketing svelte-14zw973 btn-primary" tabindex="0"><!----><!---->Get Started<!----></a><!--]--><!----> <p class="mt-6 text-sm text-light-green/60">$30 / month free compute</p></div></div></section><!----> <div class="marketing-container py-14"><div class="grid lg:grid-cols-2 gap-5"><div class="flex flex-col items-start"><a href="/" class="mb-12"><img 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