AI
AI
Local LLM Fine-Tuning: Unsloth vs Axolotl Guide
Senior Analyst's Specifications & Key Findings: Training Velocity & Memory...
AI
vLLM vs SGLang: High-Throughput LLM Benchmarks
Senior Analyst's Specifications & Key Findings: Memory Allocation Mechanics: vLLM...
AI
SGLang KV Cache Quantization: Slash LLM VRAM Use
Executive Takeaway: SGLang KV Cache Quantization Benchmarks Quantizing the Key-Value...
AI
SGLang RadixAttention: Multi-Turn LLM Caching
Senior Analyst's AI Infrastructure Brief: The Prefill Redundancy Bottleneck: In...
AI
Migrating from TrueNAS CORE to TrueNAS SCALE
Chief Storage Architect's Take & Key Findings:Migrating from TrueNAS CORE...
AI
Fine-Tuning DeepSeek-R1 Distill & Llama 3.3 on Consumer
Chief AI Systems Analyst's Take & Key Findings:Fine-tuning reasoning models...
AI
Headscale vs. Tailscale: Self-Hosted WireGuard Guide
Chief Systems Analyst's Take & Key Findings:Self-hosting a zero-trust mesh...
AI
Local LLM GPU VRAM Math: Context Sizing & KV Cache
Executive Takeaway & Benchmark Summary: Calculating GPU VRAM for local...
AI
SGLang RadixAttention: Accelerate Local LLM Inference
Senior Analyst's Neural Inference Audit & Key Findings: As autonomous...
AI
KTransformers MoE Offloading on RTX 4090
Complete engineering guide to KTransformers MoE CPU/GPU offloading on a...
AI
Steam Deck OLED vs. ROG Ally X vs. Legion Go
In high-throughput local AI inference, the primary bottleneck constraining generative...
AI
DeepSeek-R1 & V3 on Proxmox: vLLM Dual 3090/4090 Setup
The open-source artificial intelligence landscape reached a watershed moment with...
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Prompt Caching in Local LLMs: vLLM & Ollama Speed Guide
In multi-turn local LLM inference and agentic Retrieval-Augmented Generation (RAG),...
AI
KV Cache Quantization: Hardware Guide
When serving modern large language models like Llama-3.3-70B, Qwen-2.5-72B, and...
AI
Running DeepSeek-R1 671B Locally: Hardware Guide
Until recently, running a flagship 671-billion parameter frontier reasoning model...
AI
SGLang RadixAttention: Multi-Turn LLM Caching
SGLang RadixAttention: Multi-Turn LLM Caching
Senior Analyst's AI Infrastructure Brief:...
AI
Migrating from TrueNAS CORE to TrueNAS SCALE
Migrating from TrueNAS CORE to TrueNAS SCALE
Chief Storage Architect's Take &...
AI
Fine-Tuning DeepSeek-R1 Distill & Llama 3.3 on Consumer
Fine-Tuning DeepSeek-R1 Distill & Llama 3.3 on Consumer
Chief AI Systems Analyst's Take...
AI
Headscale vs. Tailscale: Self-Hosted WireGuard Guide
Headscale vs. Tailscale: Self-Hosted WireGuard Guide
Chief Systems Analyst's Take &...
AI
Local LLM GPU VRAM Math: Context Sizing & KV Cache
Local LLM GPU VRAM Math: Context Sizing &...
Executive Takeaway & Benchmark Summary:...
AI
SGLang RadixAttention: Accelerate Local LLM Inference
SGLang RadixAttention: Accelerate Local LLM Inference
Senior Analyst's Neural Inference Audit...
AI
KTransformers MoE Offloading on RTX 4090
KTransformers MoE Offloading on RTX 4090
Complete engineering guide to KTransformers...
AI
Steam Deck OLED vs. ROG Ally X vs. Legion Go
Steam Deck OLED vs. ROG Ally X vs....
In high-throughput local AI inference,...
AI
DeepSeek-R1 & V3 on Proxmox: vLLM Dual 3090/4090 Setup
DeepSeek-R1 & V3 on Proxmox: vLLM Dual 3090/4090...
The open-source artificial intelligence landscape...