Tag: multi gpu
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Fine-Tune LLMs with Axolotl on Multi-GPU VMs (2026 Guide)
Launch a Massed Compute 2× H100, install Axolotl, and QLoRA-tune Qwen2.5-0.5B-Instruct from one YAML. Single-GPU baseline, 2-GPU torchrun, adapter on disk.
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What Does It Really Take to Scale Enterprise AI?
Taking an AI project from concept to production is notoriously difficult. Most enterprise teams hit a wall along the way, either watching costs spiral out…
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Run Hermes Agent with a Self-Hosted LLM on NVIDIA GPUs (2026 Guide)
Self-host Hermes Agent on a Massed Compute RTX PRO 6000 Blackwell with a local Ollama Llama 3.1 70B endpoint. Loopback /v1, UFW, Kanban swarm.
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Deploy OpenClaw with a Private Local LLM on GPU Cloud (2026 Guide)
Self-host OpenClaw on a Massed Compute L40 with a local Ollama model. Loopback bind, UFW, nginx auth gate, and a real agent tool workflow.
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Fine-Tune LLMs Faster with Unsloth on GPU Cloud (2026 Guide)
Launch a Massed Compute L40, install Unsloth, and QLoRA-tune Qwen2.5-0.5B-Instruct on Alpaca. Adapter export, VRAM, wall-clock.
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What Makes Top AI Talent Leave Academia for Corporate Labs
The year was 1905, and an unknown clerk in a Swiss patent office was spending his spare time pondering what would happen if you chased…
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Deploy TensorRT-LLM on NVIDIA GPUs (2026 Guide)
Launch a Massed Compute H100, run NVIDIA’s TensorRT-LLM container, and hit OpenAI-compatible /v1/chat/completions. H100 numbers, FP8 notes, vs vLLM/SGLang.
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Deploy SGLang with OpenAI API on GPU Cloud (2026 Guide)
Launch a Massed Compute GPU VM, install SGLang, and serve an OpenAI-compatible /v1/chat/completions endpoint. VRAM sizing, localhost test, SGLang vs vLLM.
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Is Legacy Procurement Strangling AI Innovation?
If you look under the hood of most enterprise AI teams, you will find a bizarre, fragmented ecosystem. They train models on one platform, ship…
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How to Avoid High-Stakes Tech Vendor Contract Lock-In
High-stakes tech vendor contract lock-in occurs when a business commits to one provider for an extended period while the provider retains far more flexibility to…
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The Best GPU for LLM Inference Without Overpaying
Benchmarks for Phi-4, Nemotron Nano, and Gemma 4 on the RTX PRO 4500. See real tokens per second and what an hour of inference costs.
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Cut Vector Index Build Time From Hours to Minutes
Build vector indexes and run RAG retrieval on GPU with the RTX PRO 4500. See the cuVS speedup and what an hour of index building…