LLM benchmarking, GPU workload orchestration backend server | Deepseek-R1, Qwen2.5, Llama3.1 | 4xRTX-5090 inside PRU2500, 2xH100 inside PRU2500, 8xMI210 in SuperMicro
RWKV-7 FP8 quantized inference - 6.4x decode speedup on Blackwell GPUs with <0.3% accuracy loss. Full FP8 E4M3 weight quantization with fused Triton kernels.
Pop!_OS fixes for ASUS ROG Zephyrus G16 (2025) — boot, sleep, NVIDIA, speakers, OEM kernel
笔记本 RTX 5070 Ti Laptop 12G（12,227 MiB / 140 W TGP）· Bonsai-2-27B 三元量化 · MTP vs DFlash2 同上下文 A/B。Laptop GPU only — NOT the desktop 5070 Ti (16 GB / ~300 W); numbers are not comparable across the two.
Run NVIDIA Tesla P40 (Pascal) + RTX 5070 Ti (Blackwell) together for llama.cpp — mixed NVIDIA drivers via KVM + AF_VSOCK RPC
Krinik Automated GPU Orchestrator — automated NVIDIA GPU undervolting on Windows with a measured safety margin, no third-party GUI
Pre-registered, evidence-graded evaluation of Qwen3.8-27B (feveromo recipe, MTP) on a single RTX 5070 Ti 16 GB: coding, agents, long Chinese context, latency — and what it takes to measure honestly on a desktop GPU.
LLM Inference Optimization for RTX 5070 Ti (Blackwell) - Benchmarks, quantization, serving configs for vLLM/SGLang/TensorRT-LLM/llama.cpp
Complete installation guide for ComfyUI-Hunyuan3DWrapper on NVIDIA Blackwell GPUs (RTX 5070 Ti, 5080, 5090) Covers custom_rasterizer manual compilation for sm_120 / compute_120 architecture.
Evaluation, latency benchmarks, and voice cloning lab for OmniVoice zero-shot TTS on local desktop GPUs.
CS336A5 小显存适配：用小显卡直接进行 OLMo-2 全参数强化学习训练，已在单张 RTX 5070 Ti 16GB 上验证。提供低显存训练配置、vLLM 批量生成与复现说明。
Автономный мониторинг цен на RTX 5070 Ti по магазинам и маркетплейсам РФ: фильтрация, сигналы, ежедневные отчёты в Telegram.
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