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The Science

No magic. Just a stack of science you can read.

Everything clever in LightVision is a proven idea from machine learning — most of it running privately on your own machine. Here's what's actually going on, in plain English.

Every feature here is a well-understood idea — pointed at the one thing rivals can't copy: you.

On-device

Culling, grading and search run on your machine — privacy by design, not a promise.

Glass-box

Every call breaks down into reasons you can see, never one mystery verdict.

Reversible

Edits are sliders on a non-destructive stack — anything the AI does, you can undo.

It learns you

Seeded from your own keepers and edits, so it converges on your eye over time.

Act I

Seeing

First it has to understand what it is looking at — quality, focus, content and who is in the frame.

01

Seven verdicts, not one

Every frame gets seven readable scores — not one mystery number.

Live product · current renderer
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Walkthrough
Grade The real contact sheet with prepared practice-shoot scores

Instead of a single thumbs-up, LightVision scores each photo on clarity, focus, open eyes, emotion, composition, moment and exposure, then sorts it into Pick, Alternate or Review. You always see why a frame made the cut — and you can overrule it.

The science · Multi-attribute scoring

Hours of culling become a quick review of reasons you can trust.

02

Sharp is not the same as in focus

It catches the shots where the eye just missed focus.

Measure where sharpness matters eye detail · strong edges near-miss · weak edges compare A conceptual view of the focus signal—not a second copy of the grading UI

A photo can look crisp in a thumbnail yet be soft on the eye — the one place that has to be sharp. LightVision measures exactly where the focus landed and flags the near-misses, so you never keep the wrong frame.

The science · Edge-energy focus measurement

No more finding a soft-eyed 'keeper' at full size.

03

Find any moment in plain words

Search your shoot the way you'd describe it.

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Walkthrough
Search The real meaning-based search results

Type 'first kiss' or 'confetti toss' and the matching frames surface instantly — no tags, no filenames, no endless scrolling. It understands what a photo is about, not just what it's called.

The science · Vision-language search

Pull any moment from thousands of frames in seconds.

04

Everyone, recognised across the day

The same person, gathered from every corner of the shoot.

Guest A The bride Guest B noon candlelight look-alikes, far apart → never merged

LightVision recognises each face and groups every photo of the same person — shot hours apart, in totally different light. Duplicates of the bride collapse to one decision, while two different guests never get merged.

The science · Face clustering

One clean decision per person, not per frame.

Act II

Learning your eye

The part rivals can't copy: it stops judging photos in general and starts learning how you judge them.

05

It learns your taste, not rules

Every keep quietly teaches it what you would choose.

One burst kept ✓ beats cut ✕ → pairwise wins feature difference (A − B) P( you keep A ) acts only after enough decisions

You never write rules — you just cull. From the frames you keep over the ones you cut, LightVision learns your eye and floats the photos you'd pick to the top of the next shoot.

The science · Preference learning

The more you use it, the more it culls like you.

06

It learns your look, not a preset

A first-pass edit in your style — tuned to each photo.

photo (darker → brighter) your edit (shadow lift) a preset, forced (overfit) your look (learned)

A preset slaps the same edit on everything. LightVision learns how you edit and predicts the right adjustment for each frame, so a bright outdoor shot and a candle-lit one each get the proper touch in your voice.

The science · Learned edit model

New imports arrive most of the way to your final look.

07

Bootstrapped from your finished work

Already shaped like you, from day one.

Your exposure pushes a few bold edits average (skewed) your true middle your keepers average into one "look" — how on-brand is a new frame? your look on-brand off-brand (far)

Point LightVision at galleries you've already delivered and it reads the look you've spent years refining — shrugging off the odd dramatic edit and learning your typical style per scene. Your very first import already sounds like you.

The science · Robust statistics

No cold start — it grades and edits in your voice immediately.

Act III

Acting with precision

Now it changes pixels — exactly, locally, and always reversibly.

08

Shape a precise local adjustment

Place a soft-edged mask, then tune only what it covers.

Live product · current renderer
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Walkthrough
Local Mask A real radial selection rendered through the local-adjustment compositor

LightVision lets you position and feather a radial mask directly over the subject, inspect its coverage, then adjust exposure, warmth and more inside that region. The rest of the photograph stays untouched, and the mask remains editable.

The science · Parametric local compositing

Focused local edits with visible coverage and full control.

09

Every edit stays reversible

AI changes land on the same controls you adjust by hand.

Live product · current renderer
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Walkthrough
Develop The real non-destructive editor

LightVision stores edits as real slider values, masks and ordered layers rather than baking them into a new file. Tweak the result, stack another change, compare against the original or undo it entirely.

The science · Non-destructive parameter stack

Start faster without giving up control of the final image.

10

Repair that still looks like them

Cleaner portraits that never become a stranger.

Live product · current renderer
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Face AI The real portrait refinement controls

Restoration sharpens eyes, clears noise and tidies skin while staying locked to the real person — so your subject looks like themselves, only better. No plastic, generic 'AI face.' Drag the slider to compare.

The science · Identity-anchored restore

Flawless portraits that are unmistakably your subject.

Act IV

The foundation

All of it rests on one choice: the intelligence runs where your photos already live.

11

It all runs on your machine

Private by design — and still fast.

Stays on your machine never uploaded overlap the work — no waiting around analyse grade tuned heavy light fast on a laptop

Culling, grading, style learning and search all run on your own computer. Your shoot never has to leave your machine — privacy isn't a promise here, it's how it's built — and it's quick enough for a real deadline.

The science · On-device AI

Your clients' photos stay yours, full stop.

See the science do your culling.

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