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Stories
Research
The Uncanny Valley of Perfection
5 MIN READ
COMPUTER VISION
RESEARCH
State-of-the-art models like Flux and SDXL suffer from "aesthetic mode collapse," producing plastic, studio-like outputs. By fine-tuning on a curated Kled coreset of high-utility images, we successfully injected realistic optical factors—such as photon noise and lens aberrations—back into the generation process, consistently outperforming prompt engineering in texture fidelity.
3.1K
Coreset Images
3
Training Epochs
10
Metrics Evaluated
Blog
12.17.25
Kled V2 Pays Out $95K, Uploads Surge 400×
Just days after V2 launched, Kled paid out over $95K and saw upload rates surge 400×.
PRODUCT UPDATE
12.17.25
Kled Secures Exclusive U.S. Drone Footage Catalog
Kled now exclusively licenses a massive U.S. aerial drone dataset, unlocking high-fidelity training data for simulation and world-building AI.
PARTNERSHIP
12.15.25
Kled Expands Special Tasks With $2.2M Agreement
Kled signs a $2.2M agreement to launch 80+ egocentric special tasks, driving record user uploads after V2.
GENERAL NEWS
12.13.25
Kled V2 2025
A Major Platform Upgrade Across Product, Research, and Enterprise Data
PRODUCT UPDATE
12.13.25
Kled Commits to Street for Onchain Equity Alignment
Kled partners with Street to bridge equity value onchain, reinforcing a compliant, long-term token economy aligned with real ownership.
PARTNERSHIP
12.13.25
Introducing Kled
Introducing Kled the first app that lets you upload your personal data and get paid for it.
GENERAL NEWS
The Leading Data Marketplace.
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