https://www.tuneops.ai/Recent content in The Kubernetes of Model Tuning on TuneOpsHugoen-ushttps://www.tuneops.ai/about/Mon, 01 Jan 0001 00:00:00 +0000https://www.tuneops.ai/about/<h2 id="the-problem">The Problem</h2> <p>Fine-tuning an open foundation model still looks more like research than engineering. Pull a checkpoint from Hugging Face, wire up a training loop, pick an accelerator, deal with CUDA or MPS, keep runs reproducible, ship the resulting adapter to somewhere it can actually be served: the stack is fragmented, the failure modes are unfriendly, and the tools assume you have the same Python environment as the person who wrote them.</p>https://www.tuneops.ai/contact/Mon, 01 Jan 0001 00:00:00 +0000https://www.tuneops.ai/contact/<h2 id="lets-talk">Let&rsquo;s Talk</h2> <p>Curious about declarative fine-tuning? Tell us what you&rsquo;re working on and we&rsquo;ll be in touch.</p> <iframe src="https://docs.google.com/forms/d/e/1FAIpQLScUsyV-pA-V-f10hQm6-gSY3bZaUQPpz4sC6_EZqzIIXumRBA/viewform?embedded=true" width="640" height="831" style="max-width: 100%; border: 0;" frameborder="0" marginheight="0" marginwidth="0"> Loading… </iframe>