DefiledAI Research Network
NODE STATUS: ACTIVE
LOCAL AI
INTELLIGENCE
Benchmarking, quantization analysis, open-weight model research, inference infrastructure, and local AI systems engineering.
System Metrics
14,281
QUANTIZED MODELS
421
BENCHMARK REPORTS
92
GPU CONFIGS
1.8PB
INFERENCE DATA
Live Benchmark Matrix
● LIVE
| MODEL | QUANT | VRAM | TOK/S |
|---|---|---|---|
| Llama 3.1 70B | Q4_K_M | 48GB | 21 tok/s |
| Qwen 3 72B | Q5_K_M | 64GB | 18 tok/s |
| DeepSeek V3 | MoE | Multi-GPU | 39 tok/s |
| Mixtral 8x22B | Q4 | 48GB | 27 tok/s |
Infrastructure Feed
RTX 4090 remains strongest single-GPU inference card
3090 resale market stabilizing after AI demand spike
TensorRT-LLM now outperforming llama.cpp on 70B workloads
KV cache optimization reducing long-context VRAM usage
Model Database
Llama
ACTIVE
Qwen
ACTIVE
DeepSeek
ACTIVE
Mistral
ACTIVE
Gemma
ACTIVE
Forum Activity
Best 2026 workstation build?
TensorRT vs ExLlamaV2
Fastest MoE deployment stack
Dual GPU PCIe bandwidth issues
Resources
Quantization Guide
OPEN
Local Inference Setup
OPEN
CUDA Optimization
OPEN
Multi-GPU Scaling
OPEN