/ Blogs & Newsletters
Learn with Sogni A regular dose of knowledge

Stories / from the Supernet.

Hands-on tutorials, deep walkthroughs, and the monthly Sogni / Sync. Written by artists for artists — pick up new techniques, see what just shipped, and find your next idea.

157M+Creations
89.5KArtists
1.1KGPUs
Create freely. Power to the artists. Pro tools, anyone can master. Private. Uncensored. Yours. Powered by the Supernet. Freedom Coded.
01 / 06
Freedom to Create // Power to Earn Creative AI × DePIN // 100% Decentralized Pro Tools That Anyone Can Master // Powered by the Supernet Freedom Coded. // The artists are our stars
SECTION 01
// Blogs

Read / Tutorials & walkthroughs

New SuperApp Sogni World: step inside your next image
Sogni World Interactive adventures · Sogni Unlimited

Meet Sogni World: Your Next Image Is a Place to Explore

Explore cinematic adventures for free. Build your own from an image, add animated paths, and give your next idea room to grow with eligible Sogni Unlimited generations.

Step inside
No. 01 Comparison The best open-weight 2K upscaler for MiniMax H3 video: five methods compared
Video upscaling MiniMax H3 · RTX 4090 · RTX 5090

The Best Open-Weight 2K Upscaler for MiniMax H3 Video?

FlashVSR, SeedVR2, MiniMax H3 Latent Upscaler (Community), NVIDIA VSR and Lanczos. Compare the full videos and see how quality, processing time and hardware affect the choice.

Compare the upscalers
No. 02 Forecast September 2026 Nvidia GPU earnings scenarios on Sogni, before operating costs
Worker earnings September 2026 · Nvidia GPUs · Sogni Unlimited

What an Nvidia GPU earns on Sogni in Sept 2026

Sogni Unlimited and MiniMax H3 demand are surging. Nine complete days of activity across 133 GPU workers ground three September earnings scenarios, with the assumptions, costs and limits made clear.

Read the forecast
No. 03 Benchmark A black cat peering out of a bubble bath, the source frame for the FastH3 MiniMax H3 speed test
FastH3 speed test MiniMax H3 · FastVideo FastH3 · RTX 5090

FastH3 Speed Test: Four MiniMax H3 Tiers, One RTX 5090, One Cat in a Bath

Same 15-second cat-in-a-bath prompt, same seed, same RTX 5090, all four MiniMax H3 speed tiers at 768p and 480p, each rendered twice. FastVideo's FastH3 Turbo finished the 768p clip in 2 min 6 s hot against 11 min 55 s for Standard and 3 min 0 s for LightX2V Turbo, and it is the cheapest tier at both sizes. Every render is embedded so you can judge what the speed costs.

Read blog
No. 04 Operators wanted A GPU workstation with green light streaming out of its front panel toward the Sogni Supernet
Run a worker RTX PRO 6000 · RTX 5090 · MiniMax H3

Wanted: RTX PRO 6000s and 5090s for MiniMax H3 — How to Run a Sogni Fast Worker

RTX PRO 6000 and RTX 5090 workers on the Supernet ran 69–86% busy this week, all of it MiniMax H3, and earned $18–$33 a day each in pool share. The receipts first, then the complete setup guide: worker NFT, Docker image, disk and VRAM, dashboard, both income streams, staking and tuning.

Read blog
No. 05 Deep dive Four renders of one portrait with different Krea 2 LoRAs attached
Image generation 25 LoRAs · 24 renders · one seed

Grain, Bloom, and 23 Other Sliders: The Krea 2 Community LoRA Shelf

Two new community LoRAs joined the curated Krea 2 shelf. Six prompts rendered four ways each — model alone, each LoRA on its own, both stacked — show what they actually do, and why a LoRA is not a filter.

Read blog
No. 06 Agent workflow A winking queen in violet duotone against a yellow campaign backdrop, introducing the Sogni Creative Agent and Remotion workflow
AI video 112 images · 49 clips · one finished ad

Sogni Creative Agent & Remotion Skill: Why This Duo Replaces a Whole Studio

Three prompts generated a complete visual campaign and 49 animated clips. One Remotion edit brief turned them into a finished 43-second ad. Follow the exact prompts and the full agent workflow.

Read blog
No. 07 Model release A firelit bookshop interior generated by LTX-2.5 on Sogni, the second shot of a three-shot single-prompt take
LTX-2.5 Every mode, measured

H3 Directs. LTX-2.5 Brings the Camera Rig.

Three shots and two hard cuts from a single prompt, 4K-capable output with synchronized audio, and a full video-to-video control suite — measured mode by mode against MiniMax H3 and LTX-2.3, including where it still needs another take.

Read blog
No. 08 Benchmark MiniMax Music 3 vs ACE-Step 1.5 XL — a GPU with a cyan waveform flowing in and a mint waveform flowing out
AI Music Head-to-head on the Supernet

MiniMax Music 3 vs. ACE-Step 1.5 XL

Same six briefs, same lyrics, same GPU. An 11B autoregressive composer takes on our diffusion workhorse — 24 renders, real render times, and a twelve-genre showcase to judge by ear.

Read blog
No. 09 Model release A night-market still used to demonstrate RTX Video Super Resolution upscaling on Sogni
RTX Video Super Resolution A real upscaler, not a repaint

Upscale to 16K Without Changing Your Image

Enlarge a finished image through 8K or 16K without a prompt, without a re-roll, and without quietly changing the face you spent an hour getting right — with native-pixel comparisons against ordinary stretching.

Read blog
No. 10 Model release An elderly watchmaker in the original detailed still used for a MiniMax H3 image-to-video test
MiniMax H3 Native dialogue, cuts, foley & score

Your Prompt Is Now a Director

See H3 and H3 Turbo turn structured prompts and original stills into complete scenes—with stable speakers, timestamped cuts, native audio, and reference-set casting.

Read blog
No. 11 Guide Your first steps with Sogni — the complete Sogni Create walkthrough
Getting started From first prompt to images, video & music

Your First Steps with Sogni

The complete walkthrough of the Sogni Create web app: prompts, Spark costs, the Supernet, 130+ styles, side-by-side model comparison, LoRAs, video and music.

Read blog
No. 12 Tutorial Edit the Photo, Not the Person — an identity-editing tutorial for Krea 2 on Sogni
Identity editing Change the photo, keep the person

Edit the Photo, Not the Person

Swap outfits, layer clothing, and transfer poses from a sketch while the face, styling, and scene stay untouched.

Read blog
No. 13 Essay Why unlimited AI needs a different compute model — the consumer-GPU Supernet behind Sogni Unlimited
Unlimited The economics of the Supernet

Why Unlimited AI Needs a Different Compute Model

Every unlimited AI plan keeps dying for the same reason. Ours is built on an inverted cost structure: GPU operators earn upwards of 51% of network revenue for powering the Supernet.

Read blog
No. 14 Tutorial UGC without the creators - AI-generated influencer ads made with Sogni
UGC ads Product photo to campaign

UGC Without the Creators

Turn one product photo into influencer-style videos and a full still campaign with Sogni Chat, the Sogni Skill, and Seedance 2.0.

Read blog
No. 15 Tutorial How to turn a product photo into a video ad with AI
Video ads Photo to finished commercial

How to Turn a Product Photo into a Video Ad with AI

Start with one product photo, build a storyboard sheet, then render a finished commercial with Sogni Chat, GPT Image 2, and Seedance 2.0.

Read blog
No. 16 Tutorial Storyboards that move in Sogni Chat
Storyboards Prompt to finished video

Storyboards that move: from one prompt to a finished video

Start with a character prompt, build storyboard panels, then render the finished Seedance 2.0 social video inside Sogni Chat.

Read blog
No. 17 Tutorial Meet your Personas — one face rendered across multiple visual styles
Personas Your face in every render

Meet your Personas: your face in every render

Save yourself, your partner, your kids, your friends, even your pets — then call them by name and they show up in every photo, video, and voice line.

Read blog
No. 18 Tutorial Why you no longer need to outsource your architectural renders
Architecture From sketch to final product

Why You No Longer Need to Outsource Your Architectural Renders

Start with one sketch, turn it into a polished render, expand into multiple camera angles, finish with a reveal video.

Read blog
No. 19 Product Meet the New Creative Assistant in Sogni Studio / Pro
Studio AI Workflows

Meet the New Creative Assistant in Sogni Studio / Pro

Agent, Guided, and Manual modes — handle multi-step workflows and get ready outputs with suggested next actions.

Read blog
No. 20 Tutorial Starting and ending frames in Sogni Chat
Video Frames Power

Starting & Ending Frames

Anchor motion, maintain continuity across clips, and build longer sequences that stitch cleanly in Mixer and Timeline.

Read blog
SECTION 02
// Newsletters

Sogni / Sync

Volumes 18 – 21
2026

Get Sogni / Sync in your inbox.

One short email a month. Product drops, tutorials, creator spotlights, and the network's biggest moments.

Subscribe