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In this project

Time Series Anomaly Detection ML

https://sudonull.com/time-series-anomaly-detection-ml

Study Isolation Forest, CatBoost and autoencoder for detecting threats in storage logs. Code, metrics, comparison. Apply in infosec without labeling.

Claude Opus 4.6 Sabotage Tests by Anthropic

https://sudonull.com/claude-opus-4-6-sabotage-tests-by-anthropic

Anthropic tested Claude Opus 4.6 for hidden threats: sabotage, manipulations, steganography. Results, vulnerabilities and 'dark thinking'. For AI developers — read the report.

Quantum threat secp256k1: 1200 qubits to break

https://sudonull.com/quantum-threat-secp256k1-1200-qubits-to-break

Google optimized Shor for secp256k1: 500k physical qubits, minutes for attack. Learn about on-spend and at-rest risks for BTC/ETH, post-quantum measures. Read the analysis for developers.

Blocking Archives from AI: Threat to Web Heritage

https://sudonull.com/blocking-archives-from-ai-threat-to-web-heritage

Publishers block Internet Archive, protecting themselves from AI scrapers. Why this destroys digital history and how fair use protects libraries. For developers and researchers.

AI Hackers: Zero-Cost Attack Threat

https://sudonull.com/ai-hackers-zero-cost-attack-threat

AI agents reduce cyberattacks to zero, undermining trust in digital channels. Risk analysis, attack-defense balance, and isolation strategies for IT specialists. Read details.

From other projects

Threat of closing the Strait of Hormuz: consequences for prices

https://ymaho.com/threat-of-closing-the-strait-of-hormuz-consequences-for-prices

Iran threatens to close the Strait of Hormuz. How will this affect oil prices and your budget? We break down the causes of the conflict and what ordinary people can expect.

Default threat in Russia: how businesses use debts for takeover

https://ymaho.com/default-threat-in-russia-how-businesses-use-debts-for-takeover

A quarter of the Russian bond market is under threat of default. Learn how majority shareholders deliberately drive businesses to restructuring to seize control. Analysis of schemes and forecast.

Quantum Threat to Bitcoin: 1.7 Million BTC at Risk

https://ymaho.com/quantum-threat-to-bitcoin-1-7-million-btc-at-risk

Find out why 1.7 million bitcoins could become vulnerable to quantum attacks and what this means for the market. No panic — just facts.

Quantum Threat to Bitcoin: Can Old Coins Be Saved?

https://ymaho.com/quantum-threat-to-bitcoin-can-old-coins-be-saved

A new plan aims to protect Bitcoin from future quantum computers, but experts warn billions in value, including Satoshi's stash, may remain vulnerable. Learn what this means.

Quantum Threat to Bitcoin: Adam Back's Plan

https://ymaho.com/quantum-threat-to-bitcoin-adam-back-s-plan

How Will Bitcoin Be Protected from Quantum Computers? A Detailed Look at Adam Back's Plan and Precautions for Users.

Critical threat level in the Strait of Hormuz: UKMTO analysis

https://ymaho.com/critical-threat-level-in-the-strait-of-hormuz-ukmto-analysis

Why did UKMTO assign a critical threat level to the Strait of Hormuz without incidents? Analysis of insurance risks, consequences for the oil market and global trade. Read more.

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