Search Articles — Sudonull

https://sudonull.com/airgap-in-tape-libraries-against-ransomware

Learn how hardware air gap in LTO libraries protects backups from ransomware. Principle of operation, advantages, implementation for IT specialists. Reduce recovery risks.

https://sudonull.com/tape-on-coco-98-accuracy-with-boxes

TAPe achieved 98% on 2% COCO, bounding boxes instead of centroids, minimum false positives. Experiment details for CV developers. Study the approach.

https://sudonull.com/tape-embeddings-74-on-coco-without-transformers

Training TAPe embeddings on synthetics gives 74% COCO classification. Rejection of transformers, reconstruction results 82%. For CV developers — experiment details and plans.

https://sudonull.com/tape-without-transformers-patch-associations

Learn how abandoning transformers in TAPe+ML reduced parameters by orders of magnitude and gave the beginnings of segmentation on COCO. Local associations for object detection — read the details for developers.

https://sudonull.com/tape-detection-100k-parameters-vs-sota-models

How the TAPe detector with 100k parameters outperforms YOLO and RF-DETR in speed and resource savings. Detailed breakdown of benchmarks and advantages for developers.

https://ymaho.com/how-pact-uses-stablecoins-for-real-world-lending

Discover how PACT connects stablecoin investors to real loans globally—with transparency, automation, and less red tape. Learn how it works.