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In this project

Fraud Detection in Lead Forms: Methods and Code

https://sudonull.com/fraud-detection-in-lead-forms-methods-and-code

Study the evolution of attacks on forms and the 'soft' filter for blocking spam without rejection. Node.js code examples, behavioral checks. Protect lead generation from ordered applications — implement today.

Deepfake Detection: Test of 4 Services

https://sudonull.com/deepfake-detection-test-of-4-services

Tested Hive, RealityGuard, C2PA, FakeCatcher on 100 files. Accuracy results, limitations, and recommendations for IT specialists. Check your content.

Active Liveness Detection against deepfake

https://sudonull.com/active-liveness-detection-against-deepfake

Learn how active liveness detection with video identification protects against selfie and document fakes. Metrics AUC ROC 0.9966, accuracy 0.9808. Integration for developers.

TAPe detection: 100k parameters vs SOTA models

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.

From other projects

Romantic crypto fraud: raid in Dubai

https://ymaho.com/romantic-crypto-fraud-raid-in-dubai

How police from China, USA, and UAE dismantled a pig butchering gang in Dubai: 276 arrests, 9 call centers. Learn the deception scheme and how to protect your crypto assets.

AI triples pancreatic cancer detection: REDMOD model

https://ymaho.com/ai-triples-pancreatic-cancer-detection-redmod-model

Mayo Clinic model finds pancreatic cancer 475 days before diagnosis on routine CT scans. Learn how AI is changing screening and survival. Read details.

Brent oil prices above $100: correction is deceptive

https://ymaho.com/brent-oil-prices-above-100-correction-is-deceptive

Why the drop in Brent to $106 is a trap. Analysis of the crisis in the Strait of Hormuz: tanker shortage, forecast up to $150 and market strategy. Find out the real reasons.

AI triples sensitivity of early pancreatic cancer detection

https://ymaho.com/ai-triples-sensitivity-of-early-pancreatic-cancer-detection

Mayo Clinic's REDMOD model detects pancreatic cancer 475 days before diagnosis with 73% sensitivity. Learn how AI is changing oncology and who needs screening now.

FDA approved AI for sepsis detection: mortality -18%

https://ymaho.com/fda-approved-ai-for-sepsis-detection-mortality-18

FDA approved Bayesian Health: the first AI system for early sepsis screening. Data, insights, and market forecast. Learn how the technology is changing treatment standards.

Senegal Slams Morocco Over Fan Detention in AFCON Fallout

https://lrivo.com/senegal-slams-morocco-over-fan-detention-in-afcon-fallout

Senegalese Football Federation president criticizes Morocco's jailing of fans after AFCON final, calling it a 'dangerous precedent.' Discover the full implications.

From the web

SP1 zkVM vs zkEVM: Comparing General-Purpose zkVMs with Ethereum Proof …

https://www.gate.com/learn/articles/sp1-zkvm-vs-zkevm

May 26, 2026 · SP1 zkVM is a general purpose zero knowledge virtual machine that allows developers to write arbitrary programs in Rust and generate verifiable ZK proofs. It is suitable for cross chain …

zkVerify: Optimizing ZK Proof Verification At Scale

https://members.delphidigital.io/reports/zkverify-optimizing-zk-proof-verification-at-scale

Jan 24, 2025 · zkVerify is a modular L1 blockchain designed to become the universal verification layer for zero-knowledge proofs (ZKPs). Developed by Horizen Labs, zkVerify addresses critical challenges …

What are Rollups in Crypto? Understanding Blockchain Rollups

https://cryptonews.com/cryptocurrency/what-are-rollups-in-crypto/

May 27, 2025 · ZK-Rollups (Zero-Knowledge Rollups) Unlike Optimistic rollups, ZK rollups don’t trust any transaction until verified. They assume that all transactions are false until approved by validators …

ZK-Rollup-Powered DeFi 3.0: Solving Liquidity Fragmentation in 2025

https://markaicode.com/zk-rollup-defi-3-liquidity-fragmentation-solutions/

Apr 24, 2025 · Learn how ZK-rollups are resolving DeFi liquidity fragmentation in 2025 with cross-chain bridges, unified liquidity pools, and composable protocols.

What are zk-rollups? Zero-knowledge rollups explained

https://crypto.news/what-are-zk-rollups-solving-ethereums-scalability-issue/

Jun 26, 2026 · Zk-rollups are layer-2 protocols built on Ethereum that batch hundreds of transactions off-chain and generate cryptographic proofs that certify the validity of those transactions. Instead of …

What Is a ZK Rollup? A 2026 Guide to Zero-Knowledge Scaling

https://eco.com/support/en/articles/10080409-what-is-a-zk-rollup-a-2026-guide-to-zero-knowledge-scaling

May 26, 2026 · A 2026 Guide to Zero-Knowledge Scaling A ZK rollup is a Layer 2 blockchain that batches thousands of transactions offchain and settles them back to Ethereum using a single …

Nova Studies I: Exploring Aggregation, Recursion, and Folding

https://blog.zk.link/nova-studies-i-exploring-aggregation-recursion-and-folding-23b9a67000cd

Nov 6, 2023 · The proof time of the second circuit will have linear growth with the number of blocks it verifies. Proof size, SRS (structured reference string), and the cost of verification may also increase …

Zero-Knowledge Proofs in Blockchain Finance: Opportunity vs. Reality

https://www.nethermind.io/blog/zero-knowledge-proofs-in-blockchain-finance-opportunity-vs-reality

Dec 10, 2025 · Deutsche Bank and Nethermind examine how zero-knowledge proofs enable privacy, compliance, solvency verification, and scalable blockchain infrastructure. Zero-Knowledge Proofs in …

Aligned's Proof Verification Layer and Aggregation Service for Ethereum

https://blog.alignedlayer.com/proof-verification-layer-vs-aggregation-service/

Aug 7, 2025 · Together, the Proof Verification Layer and Proof Aggregation Service make up Aligned’s ZK Verification Layer. The two modes give developers options for reducing verification costs …

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