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53 | 53 | <h1>The orchestration layer for modern ML teams</h1> |
54 | 54 |
|
55 | 55 | <p> |
56 | | - <span class="highlight">dstack</span> provides a unified control plane for running development, training, and inference |
57 | | - on GPUs — across cloud VMs, Kubernetes, or on-prem clusters. It helps your team avoid vendor lock-in and reduce GPU |
58 | | - costs. |
| 56 | + <span class="highlight">dstack</span> provides ML teams with a unified control plane for GPU provisioning and orchestration |
| 57 | + across cloud, Kubernetes, and on-prem. It streamlines development, training, and inference — reducing costs 3–7x and |
| 58 | + preventing lock-in. |
59 | 59 | </p> |
60 | 60 | </div> |
61 | 61 |
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@@ -83,14 +83,15 @@ <h1>The orchestration layer for modern ML teams</h1> |
83 | 83 | <div class="tx-landing__major_feature"> |
84 | 84 | <div class="section"> |
85 | 85 | <div class="block margin right"> |
86 | | - <h2>One control plane for all your GPUs</h2> |
| 86 | + <h2>An open platform for GPU orchestration</h2> |
87 | 87 | <p> |
88 | | - Instead of wrestling with complex Helm charts and Kubernetes operators, <span class="highlight">dstack</span> provides a simple, declarative way to |
89 | | - manage clusters, containerized dev environments, training, and inference. |
| 88 | + Managing AI infrastructure requires efficient GPU orchestration, whether workloads run |
| 89 | + on a single GPU cloud, across multiple GPU providers, or on-prem clusters. |
90 | 90 | </p> |
91 | 91 |
|
92 | | - <p>This container-native interface makes your team more productive and your GPU usage more efficient—leading to lower |
93 | | - costs and faster iteration. |
| 92 | + <p> |
| 93 | + <span class="highlight">dstack</span> provides an open stack for GPU orchestration that streamlines development, training, |
| 94 | + and inference, and can be used with any hardware, open-source tools, and frameworks. |
94 | 95 | </p> |
95 | 96 |
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96 | 97 | <!-- TODO: Add `Why dstack?` --> |
@@ -219,7 +220,7 @@ <h2>Easy to use with on-prem clusters</h2> |
219 | 220 | </svg></span> |
220 | 221 | </a> |
221 | 222 |
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222 | | - <a href="/docs/concepts/fleets#ssh" target="_blank" class="md-button md-button-secondary small"> |
| 223 | + <a href="/docs/concepts/backends#ssh-fleets" target="_blank" class="md-button md-button-secondary small"> |
223 | 224 | <span>SSH fleets</span> |
224 | 225 | <span class="icon"><svg viewBox="0 0 13 10" xmlns="http://www.w3.org/2000/svg"> |
225 | 226 | <path |
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