Latest accepted output
Before
After
Quota-safe pipeline
Only natural, identity-safe hair results get published.
The pipeline now checks model suitability, portrait segmentation, style risk, identity preservation, and visual naturalness. High-risk preview requests get an instant local identity-safe preview first, while lower-risk and final requests can use the advanced render path.
Paid attempts
1 maxNo automatic paid retry loop.
High-risk preview
LocalInstant result, no paid call.
Visual gate
OnBad hair is not shown as success.
Accepted sample
1Shown below with before/after proof.
Accepted salon preview
French Bob
Deep Espresso color, natural bob silhouette, face preserved, no obvious pasted hair edge.
Identity preserved
Naturalness passed
Hairline checked
Estimate preview, not a real haircut
What changed after the failed runs
The system no longer spends external render attempts on routes that repeatedly produce hard seams. It performs local preflight first, uses instant local previews for high-risk preview requests, and reserves one advanced render attempt for lower-risk previews or final-quality requests. If the advanced pass fails, the user still receives a local identity-safe preview.
Two result modes
Advanced accepted render
Before
French Bob
Used when the advanced path passes identity, artifact, and naturalness gates.
Instant safe preview
Before
Local Preview
Used for high-risk previews or when the advanced pass is unavailable. It preserves identity and previews color/finish conservatively.
One female subject ยท 10 hairstyle previews
Same face, ten identity-safe hairstyle previews.
This set is built to test the improved local renderer. The face, expression, clothing, and background stay fixed while hair color, finish, texture, and conservative silhouette cues vary by style.
Polished Collarbone Lob
Glossy Chestnut Brown
French Bob
Deep Espresso
Curtain Bangs Layers
Caramel Brunette
Long Soft Waves
Honey Brunette
Modern Soft Pixie
Warm Copper Brown
Soft Curly Shag
Auburn Brown
Sleek Middle Part
Ash Brown
Butterfly Layers
Chocolate Brown
Textured Wolf Cut
Mushroom Brown
Brushed Back Volume
Natural Dark Brown
Quota-safe generation flow
1. Portrait parse
Detects hair, face, body, and usable edit area before any paid generation.
2. Risk route
High-risk previews go local-first. Lower-risk previews can use the advanced renderer.
3. One paid attempt
No runaway retry loop. Cache handles duplicate image/style requests.
4. Result guarantee
Users receive either an accepted advanced result or a local identity-safe preview.