# Safety & Security

Published articles for Safety & Security.

This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles.

## The multi-layered defenses that harden Chrome against abusive notifications

DevFeed: [The multi-layered defenses that harden Chrome against abusive notifications](<https://devfeed.tech/articles/the-multi-layered-defenses-that-harden-chrome-against-abusive-notifications-7634.md>)

Original publisher: [Read original article](<https://blog.google/security/the-multi-layered-defenses-that-harden-chrome-against-abusive-notifications/>)

Author: Nidhi Davawala

Published: 2026-08-11T17:00:00Z

Content type: article

Language: en

Sources: [Security](<https://devfeed.tech/sources/security.md>)

Topics: [Chrome](<https://devfeed.tech/topics/chrome.md>), [Security](<https://devfeed.tech/topics/security.md>), [Android](<https://devfeed.tech/topics/android.md>), [Firebase](<https://devfeed.tech/topics/firebase.md>), [API](<https://devfeed.tech/topics/api.md>), [Networks](<https://devfeed.tech/topics/networks.md>)

Tags: [android](<https://devfeed.tech/tags/android.md>), [api](<https://devfeed.tech/tags/api.md>), [chrome](<https://devfeed.tech/tags/chrome.md>), [chrome-security](<https://devfeed.tech/tags/chrome-security.md>), [firebase](<https://devfeed.tech/tags/firebase.md>), [malware](<https://devfeed.tech/tags/malware.md>), [none](<https://devfeed.tech/tags/none.md>), [safety-security](<https://devfeed.tech/tags/safety-security.md>), [security](<https://devfeed.tech/tags/security.md>)

### AI overview

Chrome describes a defense-in-depth system for reducing abusive web notifications. The approach combines automatic permission revocation, behavioral detection of coordinated abuse networks, Safe Browsing and Firebase Cloud Messaging collaboration, and server-side Push API throttling to limit deceptive or unwanted notifications.

### Source excerpt

Image of a URL with a small window saying "Get notifications?"

## OpenAI's Frontier Governance Framework

DevFeed: [OpenAI's Frontier Governance Framework](<https://devfeed.tech/articles/openai-s-frontier-governance-framework-6575.md>)

Original publisher: [Read original article](<https://openai.com/index/openai-frontier-governance-framework>)

Published: 2026-05-28T00:00:00Z

Content type: article

Language: en

Sources: [OpenAI News](<https://devfeed.tech/sources/openai-news.md>)

Topics: [OpenAI](<https://devfeed.tech/topics/openai.md>), [Frontier AI](<https://devfeed.tech/topics/frontier-ai.md>), [Responsibility & Safety](<https://devfeed.tech/topics/responsibility-safety.md>), [Security](<https://devfeed.tech/topics/security.md>), [Incident response](<https://devfeed.tech/topics/incident-response.md>), [ai safety](<https://devfeed.tech/topics/ai-safety.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-safety](<https://devfeed.tech/tags/ai-safety.md>), [eu](<https://devfeed.tech/tags/eu.md>), [frontier-ai](<https://devfeed.tech/tags/frontier-ai.md>), [incident-response](<https://devfeed.tech/tags/incident-response.md>), [legal](<https://devfeed.tech/tags/legal.md>), [openai](<https://devfeed.tech/tags/openai.md>), [safety](<https://devfeed.tech/tags/safety.md>), [safety-security](<https://devfeed.tech/tags/safety-security.md>), [security](<https://devfeed.tech/tags/security.md>), [update](<https://devfeed.tech/tags/update.md>)

### AI overview

OpenAI publishes its Frontier Governance Framework, describing how its safety, security, and risk-management practices align with emerging legal requirements, including the EU AI Act and California's Transparency in Frontier AI Act.

### Source excerpt

Explore OpenAI's Frontier Governance Framework and how our AI safety, security, and risk practices align with emerging EU and California regulations.

## AprielGuard: A Guardrail for Safety and Adversarial Robustness in Modern LLM Systems

DevFeed: [AprielGuard: A Guardrail for Safety and Adversarial Robustness in Modern LLM Systems](<https://devfeed.tech/articles/aprielguard-a-guardrail-for-safety-and-adversarial-robustness-in-modern-llm-systems-7045.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/ServiceNow-AI/aprielguard>)

Author: Jaykumar Kasundra

Published: 2025-12-23T14:07:35Z

Content type: article

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [Large Language Model](<https://devfeed.tech/topics/llm.md>), [prompt injection](<https://devfeed.tech/topics/prompt-injection.md>), [Adversarial attacks](<https://devfeed.tech/topics/adversarial-attacks.md>), [Security](<https://devfeed.tech/topics/security.md>), [Chain-of-thought](<https://devfeed.tech/topics/chain-of-thought.md>), [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>), [Training AI Models](<https://devfeed.tech/topics/training-ai-models.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [agents](<https://devfeed.tech/tags/agents.md>), [attacks](<https://devfeed.tech/tags/attacks.md>), [chain-of-thought](<https://devfeed.tech/tags/chain-of-thought.md>), [latency](<https://devfeed.tech/tags/latency.md>), [llm](<https://devfeed.tech/tags/llm.md>), [model](<https://devfeed.tech/tags/model.md>), [prompt-injection](<https://devfeed.tech/tags/prompt-injection.md>), [reasoning](<https://devfeed.tech/tags/reasoning.md>), [safety-security](<https://devfeed.tech/tags/safety-security.md>), [security](<https://devfeed.tech/tags/security.md>), [training](<https://devfeed.tech/tags/training.md>)

### AI overview

AprielGuard is an 8B-parameter safety and security safeguard model for modern LLM systems. It detects 16 categories of safety risks and a broad range of adversarial attacks, including prompt injection, jailbreaks, chain-of-thought corruption, context hijacking, memory poisoning, and multi-agent exploit sequences. It supports standalone prompts, multi-turn conversations, and agentic workflows containing tool calls, reasoning traces, memory, and system context. The model offers reasoning and non-reasoning modes for explainable or low-latency classification.

### Source excerpt

In this work, we introduce AprielGuard, an 8B parameter safety-security safeguard model designed to detect: - 16 categories of safety risks, spanning toxicity, hate, sexual content, misinformation, self-harm, illegal activities, and more. - Wide range of adversarial attacks, including prompt injection, jailbreaks, chain-of-thought corruption, context hijacking, memory poisoning, and multi-agent exploit sequences.