FreakyJolly: AI Tutorials, ComfyUI Workflows and Local AI Guides
ComfyUI API Guide: Run Workflows From Python (Prompt, WebSocket, Images)
LM Studio Not Loading Models? How to Fix “Failed to Load Model” and Search Errors
ComfyUI Inpainting Not Working? Every Cause and Fix (SD, SDXL and Flux Fill)
Seedream 5.5 Guide: 100-Round Editing, Transparent PNGs, Pricing and How to Use It (2026)
Claude Fable 5.2 and Mythos 5.2: Price, Benchmarks, Plan Access and How to Use Them (2026)
SnapRef V2A for Anima in ComfyUI: Same Character in Every Scene
The world of AI. Explained.
A clearer view of artificial intelligence.
Hands-on guides for ComfyUI workflows, AI video, image editing and running models locally — tested, with every file path and setting written down.
- Lead story
ComfyUI API Guide: Run Workflows From Python (Prompt, WebSocket, Images)
Run ComfyUI workflows from Python: export API format, queue with /prompt, change prompts and seeds, wait over WebSocket, download images and batch runs.
The reading list
Latest stories
How to Run Ollama in Docker With GPU (NVIDIA, AMD) + Open WebUI Compose (2026)
Run Ollama in Docker step by step: CPU, NVIDIA GPU with the Container Toolkit, AMD ROCm and Vulkan, Windows WSL2, a Docker…
How to Do Image to Video in ComfyUI: Wan 2.2, MiniMax H3 and LTX-2.5 (2026)
Turn any photo into a video in ComfyUI: pick the right model for your GPU, every file and folder for Wan 2.2,…
Qwen3.5-4B 3D Coder and GLB 3D Coder: Make 3D Scenes and Godot Game Assets Locally From a Prompt
Two Apache 2.0 Qwen3.5-4B fine-tunes write Three.js 3D scenes and exportable GLB game assets from a text prompt. Files, VRAM, Ollama, llama.cpp…
Google’s Smartwatch AI Spots High Blood Pressure Without a Cuff: Nature Study, Numbers and What You Can Use Today
Google Research’s smartwatch AI caught 65.8% of hypertension cases vs 55.3% for an office check in a 196-person Nature study. How it…
Qwen-Image-Edit 2511 in ComfyUI: Normal and Lightning 4-Step Setup (2026)
Set up Qwen-Image-Edit 2511 in ComfyUI with the normal 40-step model and the Lightning 4-step LoRA: files, folders, nodes, settings, GGUF and…
Qwen-Image 2.1 GGUF in ComfyUI: Run Normal and Turbo on 8 GB and 12 GB GPUs (2026)
Run Qwen-Image 2.1 and its 8-step Turbo mode on 8 GB and 12 GB GPUs in ComfyUI: the GGUF node that works,…
NVFP4 vs MXFP4 in llama.cpp: Which FP4 GGUF to Use on RTX 50, RTX 40 and Mac (2026)
NVFP4 and MXFP4 explained: specs, which GPUs run each, llama.cpp builds, benchmarks vs Q4_K_M, how to run and convert, Ollama and LM…
Plenio 1.5 in ComfyUI: Free Local AI Song Generator That Sings Your Own Lyrics
Plenio 1.5 turns ComfyUI into a local song studio with YuE2 or MiniMax Music 3. Install, every model file and folder, VRAM,…
Idol Turbo in ComfyUI: Image to 3D Gaussian Splat in 5 Steps
Idol Turbo cuts Idol from 50 guided steps to 5 with two small LoRAs. Files, folders, simple and two-stage ComfyUI setups, speed,…
How every guide is built
Copy the command. Drop the file. Run the graph.
Each ComfyUI guide follows the same shape, so you can skim straight to what you need.
- Step 1InstallNode packs and exact download commands.
- Step 2Files & pathsEvery model folder in one table.
- Step 3SettingsStarting values that work on consumer GPUs.
- Step 4TroubleshootKnown errors and the fix for each.
New models land fast. Get the working setup first.
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