Welcome to Is That How It Happened? -- the podcast where we dig into the real architecture behind the technology headlines. I'm your host, The Vanimal, and today we're talking about one of the most expensive and least-discussed problems in AI infrastructure: the storage wall.

As AI models push into the trillions of parameters, the bottleneck isn't compute anymore -- it's data delivery. Traditional TCP/IP networks are choking your pipelines, exhausting your CPUs, and leaving your H100 clusters idle while they wait on checkpoints and training data to load. That is not a networking inconvenience. That is a structural failure at scale.

In this episode, we break down how Remote Direct Memory Access -- RDMA -- tears that wall down entirely. We're talking zero-copy data movement, direct paths from storage to GPU memory with the CPU completely out of the loop, and real-world throughput numbers that will reframe how you think about AI infrastructure design.

We cover the TCP/IP bottleneck, the RoCEv2 versus InfiniBand debate, NVIDIA GPUDirect Storage, and how DeepSeek's 3FS architecture is hitting 6.6 terabytes per second of aggregate read bandwidth across 180 storage nodes.

If you're building, buying, or advising on AI infrastructure, this is not optional listening.

Let's get into it.

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Laini isn't just a survivor — she's a warrior. Diagnosed with sarcoma, one of the rarest and most challenging forms of cancer, Laini faced something most of us can't imagine and came out the other side with a story that deserves to be heard. Sarcoma accounts for less than 1% of all adult cancers, which means many patients face this battle with little awareness, limited resources, and far too few people who truly understand what they're going through.

But Laini? She turned her experience into something powerful. Today, she's here to share her journey — the diagnosis, the fight, the recovery, and what life looks like on the other side of something that could have taken everything from her.

This is one of those conversations that reminds you what strength really looks like. So sit back, listen closely, and get ready to be inspired.

As we will discuss in this episode, here are some links to help you navigate your decisions, and conversations should you or someone you love becomes a member of the "C" Club.

Massey Cancer Center: https://www.uvahealth.com/specialties/cancer

American Cancer Society: https://www.cancer.org/

Sarcoma Foundation of America: https://curesarcoma.org/

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In this episode, I sit down with Dr. Colt Knight, Agricultural Extension Agent and Full Professor at the University of Maine, to explore the fascinating intersection of science, craftsmanship, and education behind proper beef and pork butchering.

We dig into what it really takes to perform this age-old process safely and skillfully — from understanding muscle structure and meat quality, to mastering hygiene, temperature control, and carcass breakdown. Dr. Knight shares his perspective on how universities and agricultural programs are training the next generation of butchers, why proper technique matters for both food safety and quality, and how education continues to evolve with new research in meat science.

Whether you’re a farmer, chef, or simply curious about where your food comes from, this conversation offers a deep look into the science and respect behind one of humanity’s oldest skills.

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