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Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
RTX 5060 Ti 16GB as Text-to-Speech API
Self-hosted XTTS v2 TTS API on Blackwell 16GB - voice cloning at RTF 0.1, multiple voice models, ElevenLabs replacement at fixed cost.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
The GDDR7 Advantage on the RTX 5060 Ti 16GB
GDDR7 is the generational memory upgrade that makes Blackwell shine. PAM3 signalling, 28 Gbps per pin, and what it delivers…
RTX 5060 Ti 16GB Native FP8 Support
The 5060 Ti has native FP8 tensor cores - what E4M3 and E5M2 actually deliver in practice, which models ship…
Llama 3 8B on RTX 5060 Ti 16GB – Monthly Cost Analysis
Detailed monthly economics for Llama 3 8B on Blackwell 16GB - token capacity, API equivalent spend, and break-even utilisation.
RTX 5060 Ti 16GB LangChain Quickstart
Connect LangChain to your self-hosted vLLM on Blackwell 16GB - RAG chains, agents, and structured outputs.
RTX 5060 Ti 16GB FP8 KV Cache
FP8 KV cache on Blackwell 16GB - double your context for ~1% quality loss, plus the Blackwell-specific implementation notes.
Jupyter Setup on RTX 5060 Ti 16GB
Production-grade JupyterLab on Blackwell 16 GB - install, auth, TLS, and a systemd service unit.
GPTQ Quantization Guide for RTX 5060 Ti 16GB
GPTQ INT4 on Blackwell 16GB - when to pick it over AWQ, ExLlama kernel performance, and widely-available checkpoints.
GGUF Hosting on RTX 5060 Ti 16GB
llama.cpp GGUF hosting on Blackwell 16GB - quantisation variant picker, llama-server config, and when GGUF beats vLLM.
Gemma 2 9B on RTX 5060 Ti 16GB Monthly Cost
Serving Gemma 2 9B on Blackwell 16GB - detailed breakdown against Gemini Flash API and other alternatives.
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