hardware-troubleshootingUpdated
Fix Ollama CUDA Out of Memory Errors: 5 Tested Steps
Fix CUDA error out of memory in Ollama on NVIDIA RTX GPUs. Configure sysmem fallback, adjust num_gpu layers, and manage KV cache allocation.
7m read
#ollama
14 articles
ai-automationUpdated
Why Ollama Truncates Context at 2048 Tokens: num_ctx Fix
Why does Ollama cut off chat history after 2048 tokens? How to override num_ctx in your Modelfile and API parameters without crashing your GPU.
10m read
ai-toolsUpdated
Why 32k Context Crashes Local LLMs: VRAM & KV Cache Fix
Why does a 32k context window crash your local LLM with out-of-memory errors? How KV cache scaling works and how to enable FP8 cache quantization.
13m read
ai-toolsUpdated
VLLM vs LM Studio vs Ollama: Windows 11 Benchmarks (2026)
vLLM vs LM Studio vs Ollama benchmarked on Windows 11 WSL2. Real tokens/sec, VRAM footprint, and PagedAttention tests on RTX 4090 and RTX 4060 GPUs.
13m read
ai-automationUpdated
DeepSeek-R1 FP8 vs Q4: VRAM Benchmarks & Speed Guide (2026)
DeepSeek-R1 FP8 vs Q4_K_M quantization tested on local hardware. Real VRAM usage benchmarks, token speeds on RTX 4090 and 3090, and quality loss analysis.
7m read
aiUpdated
DeepSeek-R1 vs Gemini Flash: Local AI Benchmarks & VRAM
DeepSeek-R1 Distill vs Gemini Flash benchmarks: Firsthand tokens/sec, VRAM footprint, MATH500 reasoning accuracy, and API costs on 8GB–16GB consumer GPUs.
12m read
ai-automationUpdated
FP8 KV Cache in Ollama & vLLM: 3 Tested Steps (2026)
Cut local LLM attention memory in half. Learn the exact FP8 KV-cache flags, vLLM settings, and Ollama configs to run 128K context on 24GB GPUs.
7m read
ai-workflowsUpdated
Hybrid AI: DeepSeek API + Local Ollama Routing (8GB VRAM)
How our team routes developer workloads between cloud DeepSeek API and local Ollama on 8GB-16GB GPUs for low-latency coding and zero-leakage log analysis.
9m read
it-operationsUpdated
RAG Pipeline with Open-WebUI & Ollama: 3 Setup Steps (2026)
Deploy private local RAG with Open-WebUI, Ollama, and ChromaDB. Step-by-step setup guide with Qwen 2.5 benchmarks, Docker compose, and GPU memory sizing.
6m read
ai-workflowsUpdated
Run Local AI Models on Windows 11: 3 Proven Steps (2026)
Run Microsoft Phi-4 and DeepSeek-R1 natively on Windows 11. Complete hardware sizing, Ollama command runbook, and GPU offloading benchmark data.
7m read
ai-automationUpdated
Ollama Running Slow? 5 num_ctx & GPU Offload Fixes (Tested)
Why is Ollama generating tokens so slowly? Fix CPU fallback caused by large num_ctx values, tune layer offloading, and optimize VRAM in 5 steps.
11m read
ai-automationUpdated
Open WebUI + Ollama RAG: Local IT Runbook Indexing Guide
How our team set up Open WebUI and Ollama with nomic-embed-text to index internal IT runbooks, network topologies, and incident notes 100% offline.
8m read
ai-workflowsUpdated
5 Best Free AI Coding Assistants in 2026 (Tested & Ranked)
Tired of GitHub Copilot paywalls? 5 truly free AI coding assistants tested for VS Code, terminal workflows, and local LLM autocomplete in 2026.
6m read
ai-automationUpdated
Run DeepSeek R1 on 8GB VRAM: 5 Real Benchmarks in 2026
Can you run DeepSeek-R1 on 8GB VRAM? Benchmarked 8B and 14B Q4_K_M models on RTX 4060 and RX 7600 with exact token speeds, VRAM footprints, and Ollama flags.
17m read