Image Studio by Hivemind
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What do you want to make?

Everything runs on this machine with permissively licensed models. Quality is a setting, never a consequence: the default is the best this machine can do, and the studio tells you how long it will take before you commit.

Image Studio by Hivemind · made with ♥ by Ratul Roy (royal-programmer) · source · Apache-2.0
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Describe what you want to seeType below and press Ctrl+Enter. Parameters work inline: --seed 7 --size 1024x768 --preset fast
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Paint what to change

Prompt · reproducible
Open full size
Reimagine
Tools
Describe · image to text, local
Download
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Benchmark

No benchmark yet. One real image is rendered and measured; the result recommends a preset for your target time. best stays the default.

Memory now

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Models and engines · what is installed, where, and how big

Your own models · weights you already have, run through the same engine

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LoRA · add-on weights for a style, character or concept

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Phone and remote · use the studio from your phone, on your own network

Phone access
Lets paired devices on your local network use the studio: queue, gallery, Create and the tools, at full desktop quality. Nothing leaves your network; away from home use your own VPN (Tailscale works). Off: the studio listens on this machine only.
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Preferences

Live preview
Show the image forming while it renders. Costs almost nothing.
Auto-captions
Describe every finished image with the local vision model, in the background. Captions show in the viewer and in search.
Desktop notifications
Tell me when a job finishes or fails while this tab is in the background. Stays on this browser.
Getting-started guide
The checklist on Home. It hides itself once the basics are done.
Allow over-budget runs
Start jobs that need more memory than this machine has. They may swap for hours or fail; each is marked.
Default threads
Empty = all physical cores.

Activity

Nothing running.

About

Glossary · what every setting means
Preset
best is full resolution and full steps on the strongest model that fits. balanced and fast lower the resolution (FLUX) or the steps (Qwen-Image) to finish sooner, and say so.
Resolution
Pixels cost time and memory. 1024² is four times the work of 512². For sharp large images render at 1024 and upscale (next release).
Seed
Fixes the randomness. Keep it to reproduce or tweak while keeping the composition; change it to explore.
Steps
Denoising passes. FLUX schnell is tuned for exactly 4; others improve to a point (Qwen-Image ≈ 50), then only get slower.
Guidance (CFG)
How hard the model obeys the prompt. Low is natural; high obeys more but looks harsh. 1 means off and halves the work.
Samplers
euler standard. euler_a adds noise each step: livelier, less reproducible. heun, dpm2 two evaluations per step: a little more accurate, twice the time. dpm++2s_a / 2m / 2mv2 higher order; little gain on 4-step FLUX. ipndm, ipndm_v smooth at low step counts. lcm, tcd for models distilled for them. ddim_trailing deterministic classic.
Quantisation
Bits per weight. q8 visually identical to the original; q5 loses a little texture; q4 softens small text. Changes memory, not speed.
Load meter
What the job needs against this machine's memory budget (RAM minus 2 GiB, plus a discrete GPU's VRAM). "will swap" runs, several times slower. "over budget" is refused unless allowed in Settings.
Prompt parameters
--seed 7 --size 1024x768 --ar 16:9 --preset fast --steps 8 --cfg 1.5 --sampler euler_a --model qwen-image --variant q4 --no blurry, text. They override the sliders and are stripped from what the model sees.

Keyboard shortcuts

Everywhere

?Show or hide this list
CtrlEnterGenerate (Create tab)
EscClose a dialog or the image viewer

Image viewer

← →Previous or next image
FFavourite
CCopy the reproducible prompt
DeleteMove to trash

Sketch

B E L R O G I HBrush, eraser, line, rectangle, ellipse, fill, eyedropper, hand
[ ]Smaller or larger brush
Shift + dragSquare, circle, or a line snapped to 45°
Space + drag · middle button · wheelPan
Ctrl + wheel · + − · 0Zoom towards the cursor · fit to view
CtrlZ · CtrlYUndo · redo

Add your own model

Point the studio at weight files already on this machine. Nothing is downloaded or checked against a hash; the licence is whatever you declare, and the model is shown as your own, never as verified. Time estimates are rough until the benchmark has run with it.

Download model

Drop images to import them into the gallery

Trash