01
AI interprets
Vision models contribute nuanced photographic judgment: expression, pose, moment, composition, and potential.
COMPOSITIONStrong geometry0.94
LIGHTTonal separation0.91
MODEL DISAGREEMENTResolved by policy✓
KIMIYA PROGRAM · EVIDENCE ACTIVE
Photography has judgment.
AI has uncertainty.
Kimiya gives it structure.
Darkimiya is a photographic workspace where AI may interpret—but only inside a governed, inspectable program.
Enter the system↓01Observevisual evidence
02Comparebounded agents
03ValidateKimiya policy
04Human decisionfinal authority
01 — THE PREMISE
Most AI applications place a model behind a button. Darkimiya places it inside a governed program.
The central difference
Powered by Kimiya.
Kimiya defines how non-deterministic intelligence may participate in a dependable application. It turns model calls into explicit, bounded, evidence-producing program steps.
structured input→
02
Kimiya governs
Programs constrain the task, validate outputs, coordinate disagreement, and preserve an inspectable chain of evidence.
validated result→
03
You decide
The photographer reviews every recommendation and remains the final authority over selection and creative intent.
WHEN VALIDATION FAILS
Invalid AI output never passes silently.
Kimiya follows an explicit, inspectable recovery policy. If confidence cannot be restored, authority returns to the photographer.
- 01RejectBlock the invalid result
- 02RepairCorrect its structure
- 03RetryRun a bounded attempt
- 04AbstainRecord uncertainty
- 05Ask a humanReturn final authority
Privacy by architecture
Your photographs
do not become ours.
Darkimiya has no photo-ingestion cloud.
We do not collect your library, retain your photographs, or use them to train a Darkimiya model. You decide where visual intelligence runs—and which provider, if any, may receive an image.
Your photo library
Originals, RAW files, projects, recipes, and personal-style data remain under your control.
Never uploaded to DarkimiyaKIMIYAYou choose the route◆
LOCAL MODEL
Pixels stay on your Mac
Use a compatible local vision model. Photographs never leave the machine.
No external network routeCHOSEN PROVIDER
Use the model you trust
Select a private endpoint or remote vision provider at the moment you need it. Its disclosed policy applies.
Direct, user-configured routeNo Darkimiya training pipeline
Your photographs and learned style profile are not gathered into a central dataset.
Provider freedom
Change vision models as capabilities, prices, and trust policies evolve. There is no permanent model lock-in.
Personal style stays personal
Style extraction follows the same route you choose; the resulting profile is saved as a file under your control.
Visible network boundaries
Darkimiya declares when image pixels may leave the machine instead of concealing remote processing behind the interface.
The honest boundary: when you choose a remote model, that provider receives the submitted image and its retention policy governs the request. Darkimiya does not receive a copy.
One photographic project
From a crowded card
to a finished frame.
Every source folder becomes a durable project. Enter at the stage you need, with or without AI culling, and retain the reasoning behind the work.
- 01OPEN→
Begin with a folder
Keep project state beside the photographs in a transparent, recoverable structure.
- 02CULL→
Find the meaningful frames
OpenCull clusters related photographs and judges pose, expression, readiness, and photographic significance.
- 03SHORTLIST→
Recognize professional potential
Assess the strongest selections, locate matching RAW files, and choose which moments deserve development.
- 04DEVELOP→
Explore a creative direction
Compare standard, signature, creative, and learned personal treatments using local renderers.
- 05VERIFY→
Check intent against result
Ask whether the developed photograph actually satisfies its recipe without compromising the original scene.
- 06EXPORT✓
Deliver with provenance
Export the chosen full-resolution result while preserving recipes, revisions, and evidence.
Local photo development
Creative direction becomes
reproducible craft.
Default · calibrated
Darktable · personal
RENDER & COMPARE
Two local engines. One informed choice.
Compare Darkimiya’s renderer with Darktable, including high-quality Fujifilm X-Trans development, before exporting the preferred result.
A personal style that can evolve
Learn an exhaustive semantic profile from finished photographs. Add new examples, update preferences, and refine it over time.
Professional, signature, creative, personal
Explore distinct interpretations without surrendering the character of the scene—or your own taste.
Designed for trust
Not another
black box.
Human authority
Recommendations remain recommendations. Review, override, annotate, or abstain at every consequential step.
Inspectability
Kimiya programs make the orchestration legible. Inputs, outputs, validations, and decisions leave evidence.
Local execution
File operations and final development remain local. Remote vision models are used only where configured and disclosed.
Reproducibility
Recipes, render provenance, verification certificates, and export records stay with the project.
K
Darkimiya is evolving
A new kind of AI application—
creative, capable, accountable.
Darkimiya is being developed as a serious photography environment and a working demonstration of Kimiya’s trust-oriented programming model.
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