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4 articles tagged with “Platform”
Engineering7 min read
On a marketplace built from other people's machines, uptime is two jobs, not one. The platform keeps itself always-on with rolling, zero-downtime deploys; the provider keeps the GPU alive for the length of a rental. Here's where the line sits — and how reputation holds each side to it.
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Engineering9 min read
Every node has reported its connection speed since January. We published a 100 Mbps requirement in June. Nothing connected the two, so in August five of the nodes we were offering to renters were below it, one at 15 Mbps. What we found, why a single speed test can't be the gate, and why we kept those nodes on the network anyway.
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Engineering10 min read
Anyone can claim an H100. On a network built from other people's hardware, a claim is worth nothing — so we measure instead. How ParalonCloud verifies every GPU by benchmarking it, what the real numbers look like across 80 verified nodes, and what the method still can't catch.
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Engineering15 min read
How ParalonCloud runs LLMs, vision, image generation, speech, rendering and GPU rentals on one distributed network of consumer GPUs — with a single agent, a VRAM-aware scheduler, and OpenAI-compatible gateways. The architecture, the numbers, and what it makes possible for partners.
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