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- Edit this `README.md` markdown file to author your organization card.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # Welcome to Epochly 🚀
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+ **Epochly** is a high-performance cloud GPU infrastructure designed to bridge the gap between local development and enterprise-grade training. We eliminate the "Boilerplate Tax" of MLOps by providing a zero-config, 1-click supervisor for AI developers.
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+ ## Our Infrastructure
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+ We leverage next-generation hardware to ensure your models train without bottlenecks:
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+ * **NVIDIA Blackwell GB10 Clusters:** Featuring 1 PetaFLOP of AI performance (FP4).
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+ * **128GB Unified Memory:** Coherent memory space shared between CPU and GPU for ultra-fast model loading and zero PCIe bottlenecks.
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+ * **Optimized Environments:** Every job runs in a hardened container pre-installed with PyTorch 2.5+, Transformers 4.40+, and CUDA 12.4.
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+ ## Why Epochly?
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+ * **Zero-Config Offloading:** Just upload your script. Our AST-driven parser auto-detects and installs your dependencies in seconds.
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+ * **Hardened Anti-OOM Engineering:** 8GB pre-allocated shared memory (shm) and swap-locking to prevent `DataLoader` crashes and "slow-death" OOMs.
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+ * **Instant Cold Start:** Go from upload to training in ~10 seconds, compared to ~73 minutes for manual cloud setups.
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+ ## Free Public Beta
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+ We are currently offering **Free Access** to our Blackwell clusters. We are looking for brutal technical feedback from the developer community to help us stress-test our orchestration and stability.
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+ [ Get Started for Free at Epochly.co](https://www.epochly.co/)
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+ Follow our journey on [X/Twitter](https://x.com/EpochlyCo)