thinkmelt@protonmail.com

MOE

Ultimate Guide to LocalLLM Workhorses and Assistants. LLMaxxing on Mini-Bucks < $500 - $1500, plus going higher into the DGX Spark.

We follow up on the current trends of how to get capable and productive LLM's on a limited budget.

HomeLLM

GPT 5.5 / Agent-A1 Showdown! Are Fine-Tuned Models End-Running Billion Dollar Entities? You Decide!

We showcase a powerful capable research assistant for student researchers and university students.

35B

Qwopus-3.6-35B-A3B-Coder Review. A Powerful LocalLLM Tuned for Coders. It is one of the best 35B sized models we have ever reviewed. Seriously.

Qwopus-3.6-35B-A3B-Coder is a localLLM dream for software developers. Incredibly accurate and powerful prompt processing!

Qwythos

9B Powerhouse? We look at Qwythos-9B-Claude-Mythos-5-1M-GGUF. 70-95T/s on a 4080. A LLM Boosters Dream Build.

We take a look at Qwythos and definitely were impressed!

Ornith 1.0 's-Batman' Debut!

Ornith 1.0 as of it's debut only days ago is currently the 'opensource upset' and will it dethrone the Qwen 3.6 dominance? Originally released without MTP it only took 72 hours for five MTP capable mixture models soon followed: We noticed the neko-legends/s-batman build was getting reports

Ornith

Ornith MTP FrakenModel 1.0 (Try 01) w/MTP. Slower than it's Original?

We explore if MTP is hitting Ornith 1.0. We were not able to get significant breakthroughs - again configurations matter!

Iterating github. Letting Ornith Examine and Improve Entire Code Bases / git Repos.

The idea is simple. Most files now may fit into a single context. What if you take a leading model and have it review line-by-line entire code bases for you? What would be the result? Yes - I know claude and others are probably doing this but what about doing

LLMs

The World's Most Advanced llama.cpp? A Review of The Tom/llama-cpp-turboquant Revolution.

We take a look at one of the World's most Advanced LLM's that are enabling these world class models to run on small GPU hardware!

HomeLLM

Ornith 1.0 Breakout - the HouseLLM BenchMaxx? Builds a CNN (Convolutional Neural Network) on the first Prompt!

Ornith 1.0 a MIT licensed supermodel gives crushing results, and very good performance!

localLLM

MCP Power Tool mcp_matplot - Add High Quality 2D/3D Plotting to A Small Context LocalLLM.

We show you how you can get *very* powerful plotting capability to your local LLM!

3060ti

Game Changer! Crash-Out! Good Production on a Ryzen 5 2600 (6-core/12thread AMD) w 3060ti/8GB VRAM

Crash-Out! Good Production on a Ryzen 5 2600 w 3060ti/8GB VRAM. We showed you can actually get very powerful productive capability on a 3060ti!

Gemma4

The Hunt for the Perfect 8b - Try -01 Gemma4-12 v2 Inspection.. Can we get a powerhouse LLM inside a 8GB.. You decide.

We review a mucle-tuned powerhouse of a homeLLM. The rocking 8GB Gemma4-v2 tuned for coders and agentic tasks.

feed parser

Producthunt.com and a Feed Parser

This super simple RSS Feed Parser will enable you to examine RSS feeds very easily.

Nvidia Driver cuda nvcc Troubleshooting

We had so many issues troubleshooting and getting our Nvidia drivers to work with our particular kernel of Linux (ParrotOS latest) that we wrote this guide. Pretty much every LLM needs the full suite of drivers/nvcc etc, so this guide might help you - with your current Linux kernel.

MTP

World First! The Tom Pulls TurboQuant w/MTP (and it Works!)

A world first! TurboQuant + MTP support from the same LLama.cpp! What a game changer!

game

Asteroids. Written by AI in 1 Hour

Asteroids written by AI. Have fun!

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 juice 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.