hizkifw

ThinkingCap vs. Qwen3.6-27B Abliterated: Reasoning Token Benchmark

This is a small paired benchmark comparing the reasoning-token usage of:

• ThinkingCap: huihui-ai/Huihui-ThinkingCap-Qwen3.6-27B-abliterated, converted locally to text-only Q4_K_M GGUF
• Baseline: huihui-ai/qwen3.6-27b-abliterated, Q4_K GGUF

Both models are dense Qwen3.6 27B derivatives. The Q4_K label is an alias of the Q4_K_M mixed quantization recipe in current llama.cpp, and both files were approximately 16.81 GB.

Test setup

hizkifw

"""
harness.py

Minimal implementation of an LLM harness in Python, with zero dependencies.

Configure using environment variables

| Variable         | Description             | Example                   |
| ---------------- | ----------------------- | ------------------------- |
| HARNESS_ENDPOINT | Base URL of the LLM API | https://api.openai.com/v1 |

hizkifw

#!/bin/bash

# Clipboard synchronization script for X11/Xwayland to Wayland
# Monitors X11 clipboard and syncs to Wayland when it changes
# Note: wl-clip-persist is required (https://github.com/Linus789/wl-clip-persist)

# Prevent multiple instances
# Use XDG_RUNTIME_DIR if available, fallback to /run/user/$UID, then /tmp
if [ -n "$XDG_RUNTIME_DIR" ] && [ -d "$XDG_RUNTIME_DIR" ]; then
    LOCKFILE="$XDG_RUNTIME_DIR/clipboard-sync.lock"

hizkifw

#!/usr/bin/env bash
#
# ai.sh - invoke llm from command line
#
# Usage:
# * Run interactively
#   ai.sh
#
# * Invoke a single inference from command line
#   ai.sh ffmpeg convert all mp4 in this folder to mp3

hizkifw

; Set the name or path of the executable
; https://github.com/MScholtes/VirtualDesktop
Global virtualDesktopExe := "VirtualDesktop11.exe"

SwitchDesktop(desktopNum) {
    Run, %virtualDesktopExe% /Animation:0 /Switch:%desktopNum%,, Hide
}

MoveWindowToDesktop(desktopNum) {
    Run, %virtualDesktopExe% /GetDesktop:%desktopNum% /MoveActiveWindow,, Hide

hizkifw

#!/bin/sh

command_exists() {
        command -v "$@" > /dev/null 2>&1
}

do_install() {
        set -e
        
        user="$(id -un 2>/dev/null || true)"

hizkifw

#!/usr/bin/env bash

set -euo pipefail

model_name="$1"

if [[ -z "$model_name" ]]; then
    echo "Usage: $0 <model_name>"
    exit 1
fi

hizkifw

#!/usr/bin/env bash

python -m venv venv
. ./venv/bin/activate
python -m pip install jupyter jupyterlab ipywidgets notebook numpy pandas scipy matplotlib Pillow seaborn tqdm
python -m jupyter lab

hizkifw

apiVersion: v1
kind: Config
clusters:
- name: dummy
  cluster:
    api-version: v1
    server: http://example.com
contexts:
- name: dummy
  context:

hizkifw

<#
.SYNOPSIS
    Prune and compact the Docker VHDX disk file
#>

# Check if running as administrator
$CurrentUser = New-Object Security.Principal.WindowsPrincipal `
    $([Security.Principal.WindowsIdentity]::GetCurrent())
if (-not $CurrentUser.IsInRole([Security.Principal.WindowsBuiltInRole]::Administrator)) {
    # Restart as administrator