Tutorial library

Practical tutorials for local AI.

Published walkthroughs for LTX 2.5, MiniMax H3, and Krea 2. Find the task you need, read the hardware context, and jump to the relevant chapter in the original video.

Published tutorials

Showing 8 of 8 entries

MiniMax H38:28 video
Video guideVideo generation

MiniMax H3: Two-Pass Latent Upscaling

Follow the Turbo LoRA workflow from a coarse first pass through learned latent upscaling and a second detail pass, with text-to-video and first/last-frame modes.

MiniMax H3Latent upscale8 GB VRAM
MiniMax H39:33 video
Video guideVideo generation

MiniMax H3: Tracked Video Inpainting

Track an object with SAM 3.1, clean its mask, and regenerate a cropped region before blending it back into the source video.

MiniMax H3Inpainting8 GB VRAM
LTX 2.58:11 video
Video guideVideo generation

LTX 2.5: Direct the Shot

Arrange first and last frames, additional image guides, timed prompts, and video references in Director 2.0 to give a shot a clearer structure.

LTX 2.5Director 2.08 GB VRAM
LTX 2.58:08 video
Video guideVideo generation

LTX 2.5: The Local INT8 Setup

Set up the matching LTX 2.5 model stack in ComfyUI, choose dimensions and duration deliberately, and inspect the limits of the early results.

LTX 2.5INT88 GB VRAM
MiniMax H38:39 video
Video guideVideo generation

MiniMax H3: Reference-Driven Video

Assign clear jobs to reference images and video clips, then build a sequence using short continuation references instead of loading unnecessary frames.

MiniMax H3Reference to video8 GB VRAM
MiniMax H310:29 video
Video guideVideo generation

MiniMax H3: Local Video and Audio Setup

Understand the FP8/INT8 model options, matching encoders and VAEs, native audio, and the resolution-duration tradeoff on the tutorial's 8 GB GPU.

MiniMax H3Local setup8 GB VRAM
Krea 211:10 video
Video guideImage generation

Krea 2: Image Editing and Clothing Changes

Explore the identity-edit LoRA through restaging, object edits, and clothing references—with both the successful edits and the failure cases kept in view.

Krea 2Image editing8 GB VRAM
Krea 27:50 video
Video guideImage generation

Krea 2: Turbo FP8 Image Generation

Explore image generation across environments, materials, portraits, and stylized scenes, then walk through the local FP8 setup and sizing controls.

Krea 2Turbo FP88 GB VRAM
Editorial previews and planning notes

These separately labeled outlines do not represent published videos or completed hardware tests.

Editorial previewComfyUI

Plan a ComfyUI Workflow for 8 GB VRAM

A planned tutorial on finding the settings that drive memory use before a large node graph becomes difficult to debug.

8 GB VRAMPlanningComfyUI
Editorial previewComfyUI

Read a Node Graph Before You Run It

A planned walkthrough of tracing models, conditioning, sampling, decoding, and output paths in an unfamiliar graph.

Node graphsTroubleshootingFoundations
Editorial previewImage generation

Diagnose Out-of-Memory Errors Methodically

A planned troubleshooting guide that narrows memory failures without changing several variables at once.

TroubleshootingVRAMPerformance
Editorial previewLocal LLMs

Build a Local LLM Hardware Budget

A planned guide to reasoning about weights, context, cache, offloading, and system RAM before choosing a local model.

Local LLMHardwareQuantization