MTP Into the MTP Zone.. A Look at Multi-Token-Prediction - It Rocks! We foray into MTP (Multiple Token Prediciton)
benchmarking LocalLLM BenchMaxxing! How to Benchmark llama.cpp and power juicing your localLLMs! We go over benchmaxxing your localLLM in a custom Llama.cpp!
localLLM LLMQP Drops! A New Queue Dispatcher. Let your LLM CODE ALL NIGHT. LLM Queue Dispatcher. A Powerful Harness Drop will queue your localLLM all night and keep it working!
MCP Server Agentic Server Primer: Llama.cpp MCP Lesson 10: mcp-coder (Cuda Version) We build a MCP Coding Agent that will allow your LLM to specifically work on and debug it's own code with nvcc, or really any language!
MTP MTP / TurboQuant Forked Llama.cpp We hot compile one of the first combo MTP / TurboQuant forks in the world!
docker-compose.yml docker-compose.yml -> docker run Converter This page is a bookmarker. Need a docker-compose.yml converted to a docker run command on the fly? Here you go!
docker Agentic Server Primer: Llama.cpp MCP Lesson 9: Docker Orchestrator In this guide we go over letting your llm manage and create it's own docker images, stand up it's own containers after writing it's code. It uses a special docker-compose tool we built for it.
studentLLM StudentLLM - Qwen2.5-coder-7b-instruct-q6-k / Qwen3.5 Agentic on a Ryzen 5-2600/ 3060ti. Production LLM or not? YES! We Look a StudentLLM setup to get as much productivity out of limited hardware as we can.
One-shot Qwen3.6 Drops!- A HouseLLM Production Level Coding Perspective? One-Shot GoAccess We Test Qwen3.6 if it is up to your home production standards.
docker PowerChest home Agent Agents MCP Tools to Put your HouseLLM into Turbo. MCP TOOLS 1-9++ Downloads Page for all your MCP tooling needs!
House LLM Agentic Server Primer: Llama.cpp MCP Lesson 8: Process Manager Web Enabled Research Assistant w/ Code Drop. Agentic Server Primer: Llama.cpp MCP Lesson 8: Process Manager Web Enabled Research Assistant
agentic server Agentic Server Primer: Llama.cpp MCP Lesson 7: Process Manager (Part 1) Agentic Server Primer: Llama.cpp MCP Lesson 7: Process Manager (Part 1)
docker Agentic Server Primer: Llama.cpp MCP Lesson 6: Adding mysql Database Docker Toolsets. We give our LLM it's own Database to play with!
javascript Agentic Server Primer: Llama.cpp MCP Lesson 5: Adding javascript via a Python api plugin. We go through a full working example of creating your own MCP tools.
Qwen3-Coder Qwen3-Coder-Next-UD-Q4-K_XL.gguf on a Ryzen 9/4080ti. Run a 48GB SOTA Tensor-Balanced on a $2K set of House Parts. We field test a Qwen3-Coder-Next-UD-Q4_K_XL.gguf
llmfit llmfit - Fast LLM Metric Fitter and Pulling Tool We have a look at a fast fitting tool for comparing our hardware to the LLM market.
Qwen3.5 Qwen3.5-122B-A10B-Q4_K_M.gguf - Run it at 13 Tokens/s with 262,000 Contexts on a Ryzen 9 3900 and a 4080ti. w/128GB RAM. Qwen3.5-122B-A10B-Q4_K_M.gguf - Run it at 13 Tokens/s with 262,000 Contexts on a Ryzen 9 3900 and a 4080ti. w/128GB RAM.
agentic Agentic Server Primer: Llama.cpp MCP Lesson 4: Weather Polling via api.weather.gov Agentic Server Primer: Llama.cpp MCP Lesson 4: Weather Polling via api.weather.gov
House LLM Agentic Server Primer: Llama.cpp MCP Lesson 3: Adding Python Tooling Capability To your HouseLLM. Agentic Server Primer: Llama.cpp MCP Lesson 3: Python
docker Agentic Server Primer: Llama.cpp MCP Lesson 2: Dockerization. Agentic Server Primer: Llama.cpp MCP Lesson 2: Dockerization.
agentic Agentic Server Primer: Llama.cpp MCP Lesson 1: A Calculator. Agentic Server Primers: Llama.cpp MCP Lession 1: A Calculator
TurboQuant The TurboQuant BreakThrough. Running Qwen3.5-35B-A3B-UD-IQ3_XXS.gguf with a Hermes Agent. Get $80K Enterprise Server Performance on a $800 House GPU. The TurboQuant BreakThrough. Running Qwen3.5-35B-A3B-UD-IQ3_XXS.gguf with a Hermes Agent. Get $80K Enterprise Server Performance on a House GPU.
hermes Hermes Review. Basic LLM / OpenRouter.ai Setup Example with Guardrail. We took an honest effort at getting Hermes to work.
LLM LLM TurboQuant Example! Qwen3.5 27B Agentic Workflow Primer (A Basic Example - Part 4) LLM TurboQuant Example! Qwen3.5 27B Agentic Workflow Primer (A Basic Example)
