All Articles

Browse through 16 technical articles on Linux, Security, Local LLMs, and Tools

Showing 16 articles

Local LLMs#Llm
4 min read

Running Qwen3.5-9B on Dual RTX 3060s with vLLM

SEO Title: Running Qwen3.5-9B on Dual RTX 3060s with vLLM Meta Description: Run Qwen3.5-9B AWQ on dual RTX 3060 12GB GPUs using vLLM with 256K context, native MTP speculative decoding, and up to 86 tokens/s in testing. URL Slug: "qwen35-vllm-dual-rtx-3060" Focus Keyword: Qwen3.5 vLLM dual RTX 3060 Secondary Keywords: vLLM optimization, Qwen3.5-9B AWQ, 256K context LLM, RTX 3060 LLM inference, native MTP speculative decoding, multi-GPU LLM serving, local LLM setup Excerpt: A practical guide to running Qwen3.5-9B AWQ on dual RTX 3060 12GB GPUs with vLLM. Covers key serving arguments, 256K context configuration, native MTP speculative decoding benchmarks, and memory optimizations. Open Graph Title: Qwen3.5-9B on Dual RTX 3060s: vLLM Configuration and Benchmarks Open Graph Description: My vLLM setup for Qwen3.5-9B AWQ on dual RTX 3060 GPUs, including memory tuning, native MTP, 256K context configuration, and measured inference speeds. Tags: vLLM, Qwen3.5, RTX 3060, Local LLM, AWQ, Speculative Decoding, MTP, GPU Optimization, Self-Hosting, Open WebUI

Read Article
Local LLMs#Llm#Animation
7 min read

MiniMax-H3 FL2VA on Dual RTX 3060s: My Journey from ComfyUI to stable-diffusion.cpp

SEO Title: MiniMax-H3 FL2VA on Dual RTX 3060s: ComfyUI vs stable-diffusion.cpp Meta Description: Learn how I ran MiniMax-H3 FL2VA on dual RTX 3060 12GB GPUs, patched ComfyUI for 1080p video generation, and compared performance with stable-diffusion.cpp. URL Slug: "minimax-h3-fl2va-comfyui-vs-stable-diffusion-cpp" Focus Keyword: MiniMax-H3 FL2VA Secondary Keywords: MiniMax-H3 GGUF, stable-diffusion.cpp, ComfyUI video generation, RTX 3060 AI video, 12GB VRAM video generation, MiniMax video diffusion, dual RTX 3060 setup, local AI video generation Excerpt: My experience running MiniMax-H3 FL2VA on dual RTX 3060 12GB GPUs, from patching ComfyUI for 1080p output to switching to stable-diffusion.cpp for faster single-GPU video generation. Tags: MiniMax-H3, FL2VA, GGUF, ComfyUI, stable-diffusion.cpp, RTX 3060, AI Video Generation, Local AI, GPU Optimization Open Graph Title: MiniMax-H3 FL2VA: ComfyUI vs stable-diffusion.cpp on RTX 3060 Open Graph Description: A practical comparison of 1080p video generation with ComfyUI and faster, lower-resolution generation with stable-diffusion.cpp on RTX 3060 GPUs.

Read Article
Local LLMs#Comfy#Stablediffusion
5 min read

Running MiniMax-H3 on a Single RTX 3060 12GB GPU: My Experiment with GGUF, LoRA and Dynamic Loading

I wanted to run MiniMax-H3 FL2VA on my RTX 3060 12GB. The model is large, and keeping all its weights in VRAM wasn't an option for my setup. I already had dy...

Read Article
Local LLMs#Localllama#Museglimmer
4 min read

Muse Glimmer 30B on Dual RTX 3060 (12GB Each)

Running Muse Glimmer 30B on dual RTX 3060 12GB GPUs delivers 30+ tok/s with a full 262K context, thanks to its efficient sliding-window KV cache and 24GB of combined VRAM.

Read Article
Local LLMs#Localllama#Gpu
5 min read

Qwen3.8 27B on Dual RTX 3060 (12GB Each)

Running Qwen3.8 27B on dual RTX 3060 12GB GPUs delivers 40–50 tok/s, up to 200K context, and strong local reasoning and agentic coding performance using llama.cpp.

Read Article
Linux#Linux#Kernel
4 min read

Random Linux User Space Assignments (Difficulty Level: Advanced)

If you have completed earlier assignments, and want to move to Advance assignments, here are **10 new assignments** designed to challenge you and enhance your understanding of Linux user-space develop...

Read Article
Linux#Linux#Kernel
6 min read

Assignments on IPC, Synchronisation and Linux system calls (Difficulty Level: Intermediate+)

These assignments will help you understand different IPC methods and how they can be synchronized....

Read Article
Linux#Linux#Security
4 min read

Linux System calls List (Introduction)

In Linux, system calls provide the interface between user space and the kernel space. These system calls cover a wide variety of functionality, such as file handling, process management, memory manage...

Read Article
Linux#Linux#Kernel
4 min read

Assignments on Linux System Calls (Difficulty Level: Beginner)

Here are assignments related to each category of Linux system calls to help understand their usage and functionality. These exercises will also give you practical experience with interacting with Linu...

Read Article
Linux#Linux#Kernel
6 min read

Pthread Assignments (Difficulty Level: Intermediate)

Below are a set of assignments that focus on **pthread mutex** and **pthread semaphore** for synchronization in multi-threaded programs:...

Read Article
Security#Linux#Security
2 min read

What is hash?

In layman terms,Hash: Compression of original substance that can be easily consumed.Also, know as digest,Digest: A summary of information.A big file is processed and compressed into small string is ca...

Read Article
Security#Cryptography#Security
2 min read

Importance of Random number in Cryptography

Ever wondered why just a mere random number is so important?...

Read Article
Security#Cryptography#Security
1 min read

Encryption vs Signing.

**Encryption**:Think of this as your native language...

Read Article
Tools#Linux#Tools
4 min read

Emacs

What is Emacs?...

Read Article
Linux#Linux#Security
1 min read

Author Introduction

β€œThe secret of life is to fall seven times and to get up eight times.” ...

Read Article
Linux#Linux#Networking
2 min read

Network boot- TFTP and NFS

This is a post about kernel booting via remote sever over Ethernet. Also, includes mounting network file system (NFS). The steps given are for beagle bone black.

Read Article