# Safety

Published articles for Safety.

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

## Safety issues updating Libreboot on Sandybridge/Ivybridge/Haswell

DevFeed: [Safety issues updating Libreboot on Sandybridge/Ivybridge/Haswell](<https://devfeed.tech/articles/safety-issues-updating-libreboot-on-sandybridge-ivybridge-haswell-32731.md>)

Original publisher: [Read original article](<https://libreboot.org/news/safety.html>)

Author: Leah Rowe

Published: 2026-09-17T04:32:50.666044Z

Content type: article

Language: en

Sources: [News about Libreboot releases and development](<https://devfeed.tech/sources/news-about-libreboot-releases-and-development.md>)

Topics: [libreboot](<https://devfeed.tech/topics/libreboot.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>)

Tags: [article](<https://devfeed.tech/tags/article.md>), [bios](<https://devfeed.tech/tags/bios.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [news](<https://devfeed.tech/tags/news.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [safety](<https://devfeed.tech/tags/safety.md>), [uefi](<https://devfeed.tech/tags/uefi.md>), [updating](<https://devfeed.tech/tags/updating.md>)

### AI overview

This Libreboot safety article discusses update-related risks on Sandybridge, Ivybridge, and Haswell systems, including systems that require vendor files in ROM images. It states that the original guidance is mostly obsolete as of 3 January 2025 because newer vendor inject script changes make it almost completely safe to use.

### Source excerpt

Article: Safety issues updating Libreboot on Sandybridge/Ivybridge/Haswell Web link: https://libreboot.org/news/safety.html

## ThinkPad X201 support removed from Libreboot

DevFeed: [ThinkPad X201 support removed from Libreboot](<https://devfeed.tech/articles/thinkpad-x201-support-removed-from-libreboot-32740.md>)

Original publisher: [Read original article](<https://libreboot.org/news/x201.html>)

Author: Leah Rowe

Published: 2026-09-17T04:32:50.666044Z

Content type: news

Language: en

Sources: [News about Libreboot releases and development](<https://devfeed.tech/sources/news-about-libreboot-releases-and-development.md>)

Topics: [libreboot](<https://devfeed.tech/topics/libreboot.md>), [coreboot](<https://devfeed.tech/topics/coreboot.md>), [rsync](<https://devfeed.tech/topics/rsync.md>)

Tags: [article](<https://devfeed.tech/tags/article.md>), [bios](<https://devfeed.tech/tags/bios.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [issue](<https://devfeed.tech/tags/issue.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [news](<https://devfeed.tech/tags/news.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [rsync](<https://devfeed.tech/tags/rsync.md>), [safety](<https://devfeed.tech/tags/safety.md>), [thinkpad](<https://devfeed.tech/tags/thinkpad.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

Libreboot removed support for the ThinkPad X201 and other older Arrandale machines after discovering that fan controls fail when using a neutered Intel ME image. Coreboot remains possible with the full Intel ME image, but Libreboot will not support these platforms unless further testing resolves the issue.

### Source excerpt

Article: ThinkPad X201 support removed from Libreboot Web link: https://libreboot.org/news/x201.html

## Libreboot Build System Audit 3

DevFeed: [Libreboot Build System Audit 3](<https://devfeed.tech/articles/libreboot-build-system-audit-3-32663.md>)

Original publisher: [Read original article](<https://libreboot.org/news/audit3.html>)

Author: Leah Rowe

Published: 2026-09-17T04:32:50.666044Z

Content type: article

Language: en

Sources: [News about Libreboot releases and development](<https://devfeed.tech/sources/news-about-libreboot-releases-and-development.md>)

Topics: [audit](<https://devfeed.tech/topics/audit.md>), [maintenance](<https://devfeed.tech/topics/maintenance.md>), [Error Handling](<https://devfeed.tech/topics/error-handling.md>), [Shell](<https://devfeed.tech/topics/shell.md>)

Tags: [audit](<https://devfeed.tech/tags/audit.md>), [audits](<https://devfeed.tech/tags/audits.md>), [bios](<https://devfeed.tech/tags/bios.md>), [bug](<https://devfeed.tech/tags/bug.md>), [build-system](<https://devfeed.tech/tags/build-system.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [complexity](<https://devfeed.tech/tags/complexity.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [efficiency](<https://devfeed.tech/tags/efficiency.md>), [error-handling](<https://devfeed.tech/tags/error-handling.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [integrity](<https://devfeed.tech/tags/integrity.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [safety](<https://devfeed.tech/tags/safety.md>), [threading](<https://devfeed.tech/tags/threading.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

This article reports on Libreboot Build System Audit 3, focusing on the lbmk build system. It describes improved error handling, bug fixes, efficiency improvements, reduced complexity, stronger vendor-file integrity checks, and broader use of multithreading. The audit reduced the build system from 2,644 to 1,744 shell-script source lines compared with the previous audit, without reducing functionality.

### Source excerpt

Article: Libreboot Build System Audit 3 Web link: https://libreboot.org/news/audit3.html

## Helping older adults use AI in everyday life

DevFeed: [Helping older adults use AI in everyday life](<https://devfeed.tech/articles/helping-older-adults-use-ai-in-everyday-life-31552.md>)

Original publisher: [Read original article](<https://openai.com/index/helping-older-adults-use-ai-in-everyday-life>)

Published: 2026-09-16T16:00:00Z

Content type: release

Language: en

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

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [ChatGPT](<https://devfeed.tech/topics/chatgpt.md>), [OpenAI Academy](<https://devfeed.tech/topics/openai-academy.md>), [OpenAI](<https://devfeed.tech/topics/openai.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [chatgpt](<https://devfeed.tech/tags/chatgpt.md>), [education](<https://devfeed.tech/tags/education.md>), [free](<https://devfeed.tech/tags/free.md>), [global-affairs](<https://devfeed.tech/tags/global-affairs.md>), [openai](<https://devfeed.tech/tags/openai.md>), [openai-academy](<https://devfeed.tech/tags/openai-academy.md>), [safety](<https://devfeed.tech/tags/safety.md>), [scam](<https://devfeed.tech/tags/scam.md>), [workshops](<https://devfeed.tech/tags/workshops.md>)

### AI overview

OpenAI Academy and AARP's Older Adults Technology Services are hosting free, in-person ChatGPT workshops to help older adults build practical AI skills, use the technology safely, and spot possible scams. The program will reach 10 communities in the United States.

### Source excerpt

OpenAI and AARP are bringing free, hands-on ChatGPT workshops to 1,000 older adults across 10 U.S. cities to build practical AI skills safely.

## AI leaders propose embedded third-party evaluators for frontier AI safety

DevFeed: [AI leaders propose embedded third-party evaluators for frontier AI safety](<https://devfeed.tech/articles/ai-evaluator-the-most-important-ai-job-in-history-how-developers-might-fill-the-proposed-new-job-31530.md>)

Original publisher: [Read original article](<https://thenewstack.io/ai-embedded-evaluator-jobs/>)

Author: Adrian Bridgwater

Published: 2026-09-16T15:58:41Z

Content type: news

Language: en

Sources: [The New Stack](<https://devfeed.tech/sources/the-new-stack.md>)

Topics: [Job](<https://devfeed.tech/topics/job.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Frontier AI](<https://devfeed.tech/topics/frontier-ai.md>), [anthropic](<https://devfeed.tech/topics/anthropic.md>), [AI Models](<https://devfeed.tech/topics/ai-models.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [ai-strategy](<https://devfeed.tech/tags/ai-strategy.md>), [alignment](<https://devfeed.tech/tags/alignment.md>), [anthropic](<https://devfeed.tech/tags/anthropic.md>), [developers](<https://devfeed.tech/tags/developers.md>), [frontier-ai](<https://devfeed.tech/tags/frontier-ai.md>), [google](<https://devfeed.tech/tags/google.md>), [job](<https://devfeed.tech/tags/job.md>), [meta](<https://devfeed.tech/tags/meta.md>), [openai](<https://devfeed.tech/tags/openai.md>), [safety](<https://devfeed.tech/tags/safety.md>), [tech-careers](<https://devfeed.tech/tags/tech-careers.md>)

### AI overview

The article examines Anthropic CEO Dario Amodei's proposal for frontier AI companies to provide embedded third-party evaluators with employee-like access. These evaluators would verify safety practices, report incidents, and assess AI models, training pipelines, and processes.

### Source excerpt

The pace of frontier AI model development spurred Anthropic CEO Dario Amodei to publish an essay last weekend, calling for The post AI evaluator: The most important AI job in history? How developers might fill the proposed new job appeared first on The New Stack.

## How Value Induction Reshapes LLM Behaviour

DevFeed: [How Value Induction Reshapes LLM Behaviour](<https://devfeed.tech/articles/how-value-induction-reshapes-llm-behaviour-31492.md>)

Original publisher: [Read original article](<https://machinelearning.apple.com/research/value-induction-llm-behaviour>)

Published: 2026-09-16T00:00:00Z

Content type: article

Language: en

Sources: [Apple Machine Learning Research](<https://devfeed.tech/sources/apple-machine-learning-research.md>)

Topics: [Large Language Model](<https://devfeed.tech/topics/llm.md>), [LLM Techniques](<https://devfeed.tech/topics/llm-techniques.md>), [LLM evaluation / benchmarking](<https://devfeed.tech/topics/llm-evaluation-benchmarking.md>)

Tags: [complex](<https://devfeed.tech/tags/complex.md>), [effect](<https://devfeed.tech/tags/effect.md>), [language-models](<https://devfeed.tech/tags/language-models.md>), [llm](<https://devfeed.tech/tags/llm.md>), [safety](<https://devfeed.tech/tags/safety.md>), [values](<https://devfeed.tech/tags/values.md>)

### AI overview

This research examines how inducing selected values in conversational large language models affects other values, safety, anthropomorphic language, and question-answering benchmark performance. It finds that value induction can affect related and contrastive values, positive values can increase safety, and all tested values increased anthropomorphic, validating, and sycophantic language.

### Source excerpt

Conversational Large Language Models are post-trained on language that expresses specific behavioural traits, such as curiosity, open-mindedness, and empathy, and values, such as helpfulness, harmlessness, and honesty. This is done to increase utility, ensure safety, and improve the experience of the people interacting with the model. However, values are complex and inter-related - inducing one could modify behaviour on another. Further, inducing certain values can make models more addictive or sycophantic through language used in the generations, with a potential detrimental effect on the...

## Salesforce Announces Koa Reasoning Model Built on NVIDIA Nemotron 3 Super

DevFeed: [Salesforce Announces Koa Reasoning Model Built on NVIDIA Nemotron 3 Super](<https://devfeed.tech/articles/now-we-can-know-everything-and-do-anything-jensen-huang-says-at-dreamforce-26944.md>)

Original publisher: [Read original article](<https://blogs.nvidia.com/blog/jensen-huang-dreamforce/>)

Author: Brian Caulfield

Published: 2026-09-15T22:24:34Z

Content type: news

Language: en

Sources: [NVIDIA Blog](<https://devfeed.tech/sources/nvidia-blog.md>)

Topics: [Koa](<https://devfeed.tech/topics/koa.md>), [Nemotron](<https://devfeed.tech/topics/nemotron.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Nvidia](<https://devfeed.tech/topics/nvidia.md>), [post-training](<https://devfeed.tech/topics/post-training.md>), [ai safety](<https://devfeed.tech/topics/ai-safety.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [ai](<https://devfeed.tech/tags/ai.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [corporate](<https://devfeed.tech/tags/corporate.md>), [events](<https://devfeed.tech/tags/events.md>), [model](<https://devfeed.tech/tags/model.md>), [nemotron](<https://devfeed.tech/tags/nemotron.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [nvidia-nemo](<https://devfeed.tech/tags/nvidia-nemo.md>), [post-training](<https://devfeed.tech/tags/post-training.md>), [safety](<https://devfeed.tech/tags/safety.md>), [security](<https://devfeed.tech/tags/security.md>), [software](<https://devfeed.tech/tags/software.md>)

### AI overview

At Salesforce Dreamforce, NVIDIA CEO Jensen Huang discussed AI infrastructure, safety, and enterprise adoption alongside Salesforce CEO Marc Benioff. The event coincided with the announcement of Koa, Salesforce's first CRM reasoning model, built by post-training NVIDIA Nemotron 3 Super on a proprietary synthetic dataset derived from nearly three decades of enterprise CRM deployments.

### Source excerpt

Know everything. Do anything. That was the message NVIDIA founder and CEO Jensen Huang brought to Salesforce Dreamforce Tuesday, joining CEO Marc Benioff onstage in an appearance that coincided with the announcement of Koa -- Salesforce's first CRM reasoning model, built on NVIDIA Nemotron 3 Super. Huang didn't just take the stage. He walked into [...]

## How energy teams turn theft detection into governed action with Genie and AI business processes

DevFeed: [How energy teams turn theft detection into governed action with Genie and AI business processes](<https://devfeed.tech/articles/how-energy-teams-turn-theft-detection-into-governed-action-with-genie-and-ai-business-processes-26720.md>)

Original publisher: [Read original article](<https://www.databricks.com/blog/how-energy-teams-turn-theft-detection-governed-action-genie-and-ai-business-processes>)

Author: Daniel Zoccali; Jack Yallop

Published: 2026-09-15T16:50:00Z

Content type: article

Language: en

Sources: [Databricks](<https://devfeed.tech/sources/databricks.md>)

Topics: [databricks](<https://devfeed.tech/topics/databricks.md>), [Machine learning](<https://devfeed.tech/topics/machine-learning.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [databricks](<https://devfeed.tech/tags/databricks.md>), [energy](<https://devfeed.tech/tags/energy.md>), [fraud](<https://devfeed.tech/tags/fraud.md>), [industries](<https://devfeed.tech/tags/industries.md>), [ml](<https://devfeed.tech/tags/ml.md>), [model](<https://devfeed.tech/tags/model.md>), [reporting](<https://devfeed.tech/tags/reporting.md>), [safety](<https://devfeed.tech/tags/safety.md>), [speed](<https://devfeed.tech/tags/speed.md>)

### AI overview

The article explains how energy teams can operationalize energy-theft detection by connecting model-generated risk signals with investigation, field operations, revenue recovery, and reporting in a governed workflow. It presents a Databricks implementation using a Databricks App, Lakebase, and Unity Catalog.

### Source excerpt

Energy theft is the deliberate use of gas or electricity without paying for it, typically...

## Presentation: Lead Without a Ladder: How I Climbed Into Engineering Leadership

DevFeed: [Presentation: Lead Without a Ladder: How I Climbed Into Engineering Leadership](<https://devfeed.tech/articles/presentation-lead-without-a-ladder-how-i-climbed-into-engineering-leadership-26603.md>)

Original publisher: [Read original article](<https://www.infoq.com/presentations/engineering-leadership/>)

Author: Pauline Jepp

Published: 2026-09-15T09:10:00Z

Content type: opinion

Language: en

Sources: [InfoQ](<https://devfeed.tech/sources/infoq.md>)

Topics: [engineering-leadership](<https://devfeed.tech/topics/engineering-leadership.md>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [alignment](<https://devfeed.tech/tags/alignment.md>), [careers](<https://devfeed.tech/tags/careers.md>), [chief-engineer](<https://devfeed.tech/tags/chief-engineer.md>), [culture-methods](<https://devfeed.tech/tags/culture-methods.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [engineering-leadership](<https://devfeed.tech/tags/engineering-leadership.md>), [infoq](<https://devfeed.tech/tags/infoq.md>), [leadership](<https://devfeed.tech/tags/leadership.md>), [mentorship](<https://devfeed.tech/tags/mentorship.md>), [presentation](<https://devfeed.tech/tags/presentation.md>), [qcon-san-francisco-2025](<https://devfeed.tech/tags/qcon-san-francisco-2025.md>), [qcon-software-development-conference](<https://devfeed.tech/tags/qcon-software-development-conference.md>), [safety](<https://devfeed.tech/tags/safety.md>), [team](<https://devfeed.tech/tags/team.md>), [transcripts](<https://devfeed.tech/tags/transcripts.md>), [trust](<https://devfeed.tech/tags/trust.md>)

### AI overview

Pauline Jepp discusses how systems thinking, rock climbing, and flocking behaviors inform engineering leadership. She covers balancing team autonomy with alignment, supporting mentorship and other invisible work, and transitioning from hands-on engineering to leadership while maintaining organizational trust and psychological safety.

### Source excerpt

Pauline Jepp explains how systems thinking, rock climbing, and flocking behaviors apply to engineering leadership. She shares strategies for balancing team autonomy with alignment, supporting invisible work like mentorship, and navigating transitions from hands-on engineer to engineering leader while maintaining organizational trust and psychological safety. By Pauline Jepp

## AI safety does not stop at the model

DevFeed: [AI safety does not stop at the model](<https://devfeed.tech/articles/ai-safety-does-not-stop-at-the-model-35705.md>)

Original publisher: [Read original article](<https://temporal.io/blog/ai-safety-does-not-stop-at-the-model>)

Author: Samar Abbas

Published: 2026-09-15T00:00:00Z

Content type: opinion

Language: en

Sources: [Temporal Blog](<https://devfeed.tech/sources/temporal-blog.md>)

Topics: [ai safety](<https://devfeed.tech/topics/ai-safety.md>), [Agent Harness](<https://devfeed.tech/topics/agent-harness.md>), [reliability](<https://devfeed.tech/topics/reliability.md>), [retry](<https://devfeed.tech/topics/retry.md>), [Security](<https://devfeed.tech/topics/security.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [agent-harness](<https://devfeed.tech/tags/agent-harness.md>), [ai](<https://devfeed.tech/tags/ai.md>), [reliability](<https://devfeed.tech/tags/reliability.md>), [retry](<https://devfeed.tech/tags/retry.md>), [safety](<https://devfeed.tech/tags/safety.md>), [security](<https://devfeed.tech/tags/security.md>), [temporal-voices](<https://devfeed.tech/tags/temporal-voices.md>)

### AI overview

The article argues that AI safety extends beyond model behavior to the application layer, where companies must control agent authority and enforce approvals, policies, and credential limits. It emphasizes that these controls must remain reliable through crashes, timeouts, and retries, and presents Temporal Agent Harness as an execution-layer control point around an agent SDK.

### Source excerpt

Auditing what an agent did is only half the job. Companies also have to control what agents may do, and make those limits hold when systems fail.

## Microsoft at CppCon 2026

DevFeed: [Microsoft at CppCon 2026](<https://devfeed.tech/articles/microsoft-at-cppcon-2026-10831.md>)

Original publisher: [Read original article](<https://devblogs.microsoft.com/cppblog/microsoft-at-cppcon-2026/>)

Author: Augustin Popa

Published: 2026-09-14T00:16:42Z

Content type: news

Language: en

Sources: [C++ Team Blog](<https://devfeed.tech/sources/c-team-blog.md>)

Topics: [C++](<https://devfeed.tech/topics/c-plus-plus.md>), [Microsoft](<https://devfeed.tech/topics/microsoft.md>), [Visual Studio](<https://devfeed.tech/topics/visual-studio.md>), [Visual Studio 2026](<https://devfeed.tech/topics/visual-studio-2026.md>), [GitHub Copilot](<https://devfeed.tech/topics/github-copilot.md>), [MSVC](<https://devfeed.tech/topics/msvc.md>), [Visual Studio Code](<https://devfeed.tech/topics/visual-studio-code.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Optimization](<https://devfeed.tech/topics/optimization.md>), [CMake](<https://devfeed.tech/topics/cmake.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [c-plus-plus](<https://devfeed.tech/tags/c-plus-plus.md>), [cmake](<https://devfeed.tech/tags/cmake.md>), [copilot](<https://devfeed.tech/tags/copilot.md>), [cppcon](<https://devfeed.tech/tags/cppcon.md>), [github-copilot](<https://devfeed.tech/tags/github-copilot.md>), [microsoft](<https://devfeed.tech/tags/microsoft.md>), [msvc](<https://devfeed.tech/tags/msvc.md>), [optimization](<https://devfeed.tech/tags/optimization.md>), [safety](<https://devfeed.tech/tags/safety.md>), [survey](<https://devfeed.tech/tags/survey.md>), [visual-studio](<https://devfeed.tech/tags/visual-studio.md>), [visual-studio-2026](<https://devfeed.tech/tags/visual-studio-2026.md>)

### AI overview

Microsoft's CppCon 2026 sessions cover modern C++ development, including AI-assisted workflows, MSVC, Visual Studio, Visual Studio Code, compiler optimization, C++ safety, and stricter compiler warnings. The article also provides conference logistics, speaker sessions, and a survey invitation.

### Source excerpt

Microsoft will be at CppCon 2026 in Aurora, Colorado, which is taking place from September 14 through 18. Join us for talks from Microsoft speakers and colleagues across the C++ community and visit the Microsoft booth Monday through Thursday to meet the team and discuss the tools, technologies, and challenges that matter to you. If [...] The post Microsoft at CppCon 2026 appeared first on C++ Team Blog.

## Jacob Coxon warns AI could kill us all. Anthropic's own report exposes safety gaps.

DevFeed: [Jacob Coxon warns AI could kill us all. Anthropic's own report exposes safety gaps.](<https://devfeed.tech/articles/jacob-coxon-warns-ai-could-kill-us-all-anthropic-s-own-report-exposes-safety-gaps-8475.md>)

Original publisher: [Read original article](<https://thenewstack.io/coxon-anthropic-ai-monitoring-failures/>)

Author: Matthew Burns

Published: 2026-09-12T11:00:00Z

Content type: opinion

Language: en

Sources: [The New Stack](<https://devfeed.tech/sources/the-new-stack.md>)

Topics: [ai observability](<https://devfeed.tech/topics/ai-observability.md>), [AI Bots](<https://devfeed.tech/topics/ai-bots.md>), [incident](<https://devfeed.tech/topics/incident.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [anthropic](<https://devfeed.tech/tags/anthropic.md>), [chain-of-thought](<https://devfeed.tech/tags/chain-of-thought.md>), [incident](<https://devfeed.tech/tags/incident.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [observability](<https://devfeed.tech/tags/observability.md>), [openai](<https://devfeed.tech/tags/openai.md>), [safety](<https://devfeed.tech/tags/safety.md>), [security](<https://devfeed.tech/tags/security.md>)

### AI overview

The article argues that AI safety monitoring should be tested for cases where a model's written reasoning persuades the monitor to overlook harmful behavior. It contrasts that concrete concern with broader warnings about self-improving superintelligence.

### Source excerpt

I'm Matt Burns, Chief Content Officer at Insight Media Group. Each week, I round up the most important AI developments, The post Jacob Coxon warns AI could kill us all. Anthropic's own report exposes safety gaps. appeared first on The New Stack.

## OpenAI's safety system is already cutting off API responses mid-task

DevFeed: [OpenAI's safety system is already cutting off API responses mid-task](<https://devfeed.tech/articles/openai-s-safety-system-is-already-cutting-off-api-responses-mid-task-8485.md>)

Original publisher: [Read original article](<https://thenewstack.io/openai-slowing-ai-development/>)

Author: Amanda Caswell

Published: 2026-09-11T17:52:56Z

Content type: news

Language: en

Sources: [The New Stack](<https://devfeed.tech/sources/the-new-stack.md>)

Topics: [releases](<https://devfeed.tech/topics/releases.md>), [AI Bots](<https://devfeed.tech/topics/ai-bots.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-models](<https://devfeed.tech/tags/ai-models.md>), [ai-strategy](<https://devfeed.tech/tags/ai-strategy.md>), [api](<https://devfeed.tech/tags/api.md>), [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [developers](<https://devfeed.tech/tags/developers.md>), [model-development](<https://devfeed.tech/tags/model-development.md>), [models](<https://devfeed.tech/tags/models.md>), [openai](<https://devfeed.tech/tags/openai.md>), [reinforcement-learning](<https://devfeed.tech/tags/reinforcement-learning.md>), [release](<https://devfeed.tech/tags/release.md>), [responses](<https://devfeed.tech/tags/responses.md>), [safety](<https://devfeed.tech/tags/safety.md>), [software-development](<https://devfeed.tech/tags/software-development.md>)

### AI overview

OpenAI is reportedly considering slower development of its most advanced AI systems as safety concerns could delay releases and limit access. The article cites pauses in model work and restrictions following cybersecurity evaluations and an AI-agent containment incident.

### Source excerpt

AI companies have spent the last few years competing to build the best models, faster than the other, with each The post OpenAI's safety system is already cutting off API responses mid-task appeared first on The New Stack.

## AI models don't kill people - people kill people

DevFeed: [AI models don't kill people - people kill people](<https://devfeed.tech/articles/ai-models-don-t-kill-people-people-kill-people-8526.md>)

Original publisher: [Read original article](<https://www.theregister.com/ai-and-ml/2026/09/09/ai-models-dont-kill-people-people-kill-people/5295368>)

Author: Thomas Claburn

Published: 2026-09-09T20:44:06Z

Content type: opinion

Language: en

Sources: [www.theregister.com - Articles](<https://devfeed.tech/sources/www-theregister-com-articles.md>)

Topics: [AI Chat](<https://devfeed.tech/topics/ai-chat.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-and-ml](<https://devfeed.tech/tags/ai-and-ml.md>), [ai-models](<https://devfeed.tech/tags/ai-models.md>), [ai-regulation](<https://devfeed.tech/tags/ai-regulation.md>), [ai-safety](<https://devfeed.tech/tags/ai-safety.md>), [anthropic](<https://devfeed.tech/tags/anthropic.md>), [claude](<https://devfeed.tech/tags/claude.md>), [opinion](<https://devfeed.tech/tags/opinion.md>), [safety](<https://devfeed.tech/tags/safety.md>), [superintelligence](<https://devfeed.tech/tags/superintelligence.md>)

### AI overview

An opinion piece argues that accountability for AI-related harms should focus on technology executives and model safety rather than treating AI models as independently culpable.

### Source excerpt

AI fearmongers forget we could just jail tech execs until morale and model safety improve

## Evolving With Agentic Risk: Updating Our Integrated AI Security & Safety Framework

DevFeed: [Evolving With Agentic Risk: Updating Our Integrated AI Security & Safety Framework](<https://devfeed.tech/articles/evolving-with-agentic-risk-updating-our-integrated-ai-security-safety-framework-10932.md>)

Original publisher: [Read original article](<https://blogs.cisco.com/ai/security-framework-v2>)

Author: Amy Chang

Published: 2026-09-09T17:59:22Z

Content type: article

Language: en

Sources: [Cisco Blogs](<https://devfeed.tech/sources/cisco-blogs.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Securing AI](<https://devfeed.tech/topics/securing-ai.md>), [ai security](<https://devfeed.tech/topics/ai-security.md>), [prompt injection](<https://devfeed.tech/topics/prompt-injection.md>), [Responsibility & Safety](<https://devfeed.tech/topics/responsibility-safety.md>), [Jailbreak](<https://devfeed.tech/topics/jailbreak.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-security](<https://devfeed.tech/tags/ai-security.md>), [artificial-intelligence-ai](<https://devfeed.tech/tags/artificial-intelligence-ai.md>), [governance](<https://devfeed.tech/tags/governance.md>), [jailbreak](<https://devfeed.tech/tags/jailbreak.md>), [policy](<https://devfeed.tech/tags/policy.md>), [prompt-injection](<https://devfeed.tech/tags/prompt-injection.md>), [safety](<https://devfeed.tech/tags/safety.md>), [security](<https://devfeed.tech/tags/security.md>)

### AI overview

The article announces v2 of an integrated AI safety and security taxonomy. It introduces Agentic Autonomy Failures to address risks arising when agents plan, use tools, run code, move money, delegate work, expand permissions, replace goals, or manipulate success metrics. It also merges prompt injection and jailbreak into a unified treatment because their classification and defenses substantially overlap.

### Source excerpt

Nine months ago, we introduced the Integrated AI Safety and Security Framework as a unified and comprehensive taxonomy to help organizations identify and mitigate the security and safety risks unique to AI systems. Existing frameworks remained.....

## Paul Christiano joins OpenAI Foundation Board

DevFeed: [Paul Christiano joins OpenAI Foundation Board](<https://devfeed.tech/articles/paul-christiano-joins-openai-foundation-board-6604.md>)

Original publisher: [Read original article](<https://openai.com/index/paul-christiano-joins-openai-foundation-board>)

Published: 2026-09-09T17:00:00Z

Content type: news

Language: en

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

Topics: [Responsibility & Safety](<https://devfeed.tech/topics/responsibility-safety.md>), [human feedback](<https://devfeed.tech/topics/human-feedback.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-alignment](<https://devfeed.tech/tags/ai-alignment.md>), [company](<https://devfeed.tech/tags/company.md>), [government](<https://devfeed.tech/tags/government.md>), [openai](<https://devfeed.tech/tags/openai.md>), [research](<https://devfeed.tech/tags/research.md>), [rlhf](<https://devfeed.tech/tags/rlhf.md>), [safety](<https://devfeed.tech/tags/safety.md>), [security](<https://devfeed.tech/tags/security.md>)

### AI overview

OpenAI announces Paul Christiano's appointment to the OpenAI Foundation Board and its Safety and Security Committee. The article highlights his experience in AI alignment, frontier AI model evaluation, safety and security risk mitigation, governance, and reinforcement learning from human feedback.

### Source excerpt

Paul Christiano joins the OpenAI Foundation Board and its Safety and Security Committee, bringing experience in AI alignment, safety, and standards.

## Deploy NeMo Guardrails on Red Hat OpenShift AI

DevFeed: [Deploy NeMo Guardrails on Red Hat OpenShift AI](<https://devfeed.tech/articles/deploy-nemo-guardrails-on-red-hat-openshift-ai-12349.md>)

Original publisher: [Read original article](<https://developers.redhat.com/articles/2026/09/09/deploy-nemo-guardrails-on-red-hat-openshift-ai>)

Author: Rob Geada

Published: 2026-09-09T15:05:01Z

Content type: tutorial

Language: en

Sources: [Red Hat](<https://devfeed.tech/sources/red-hat.md>), [Red Hat Developer](<https://devfeed.tech/sources/red-hat-developer.md>)

Topics: [NeMo](<https://devfeed.tech/topics/nemo.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [ai safety](<https://devfeed.tech/topics/ai-safety.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [prompt injection](<https://devfeed.tech/topics/prompt-injection.md>)

Tags: [article](<https://devfeed.tech/tags/article.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [developer](<https://devfeed.tech/tags/developer.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [nemo](<https://devfeed.tech/tags/nemo.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [operator](<https://devfeed.tech/tags/operator.md>), [platform](<https://devfeed.tech/tags/platform.md>), [prompt-injection](<https://devfeed.tech/tags/prompt-injection.md>), [red-hat](<https://devfeed.tech/tags/red-hat.md>), [safety](<https://devfeed.tech/tags/safety.md>), [security](<https://devfeed.tech/tags/security.md>)

### AI overview

This tutorial explains how to deploy an evaluated NeMo Guardrails configuration on a Red Hat OpenShift AI cluster. It covers prerequisites, creating a ConfigMap from the configuration files, and creating a NeMoGuardrails custom resource for a managed deployment.

### Source excerpt

This is part 3 in a 3-part series on local guardrail development and evaluation. In the 1st article, I looked at how to design and develop a guardrail configuration on a local machine, and then tried some manual testing. In the 2nd article, I explored how to rigorously test a guardrail against popular large-scale risk datasets. The post Deploy NeMo Guardrails on Red Hat OpenShift AI appeared first on Red Hat Developer.

## The AI policy window is open. We need to act.

DevFeed: [The AI policy window is open. We need to act.](<https://devfeed.tech/articles/the-ai-policy-window-is-open-we-need-to-act-6292.md>)

Original publisher: [Read original article](<https://openai.com/index/ai-policy-window>)

Published: 2026-09-09T13:00:00Z

Content type: article

Language: en

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

Topics: [Responsibility & Safety](<https://devfeed.tech/topics/responsibility-safety.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-safety](<https://devfeed.tech/tags/ai-safety.md>), [frontier-ai](<https://devfeed.tech/tags/frontier-ai.md>), [global](<https://devfeed.tech/tags/global.md>), [global-affairs](<https://devfeed.tech/tags/global-affairs.md>), [government](<https://devfeed.tech/tags/government.md>), [industry](<https://devfeed.tech/tags/industry.md>), [machine-intelligence](<https://devfeed.tech/tags/machine-intelligence.md>), [models](<https://devfeed.tech/tags/models.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [openai](<https://devfeed.tech/tags/openai.md>), [policy](<https://devfeed.tech/tags/policy.md>), [safety](<https://devfeed.tech/tags/safety.md>)

### AI overview

The article calls for stronger AI safety regulation, shared industry and international standards, and technical alignment and monitoring as advanced AI capabilities accelerate.

### Source excerpt

Chris Lehane argues that stronger AI capabilities require stronger safety evidence, shared standards, and durable policy action while the policy window remains open.

## Safety for Whom? Refusing the Right Subset of a Topic, Not the Whole Topic

DevFeed: [Safety for Whom? Refusing the Right Subset of a Topic, Not the Whole Topic](<https://devfeed.tech/articles/safety-for-whom-refusing-the-right-subset-of-a-topic-not-the-whole-topic-7025.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/MultiverseComputingCAI/safety-for-whom>)

Author: Antonio Tiene; Alejo Lopez Avila; Iker García-Ferrero

Published: 2026-09-08T14:23:07Z

Content type: article

Language: en

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

Topics: [AI Chat](<https://devfeed.tech/topics/ai-chat.md>)

Tags: [blog](<https://devfeed.tech/tags/blog.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [experiments](<https://devfeed.tech/tags/experiments.md>), [hugging-face](<https://devfeed.tech/tags/hugging-face.md>), [llm](<https://devfeed.tech/tags/llm.md>), [model](<https://devfeed.tech/tags/model.md>), [policy](<https://devfeed.tech/tags/policy.md>), [safety](<https://devfeed.tech/tags/safety.md>), [training](<https://devfeed.tech/tags/training.md>)

### AI overview

The article examines LLM safety policies that refuse harmful requests within a topic while continuing to answer benign requests in that same topic.

### Source excerpt

A Blog post by Multiverse Computing on Hugging Face

## Funding grants for new research into AI and teen development

DevFeed: [Funding grants for new research into AI and teen development](<https://devfeed.tech/articles/funding-grants-for-new-research-into-ai-and-teen-development-6677.md>)

Original publisher: [Read original article](<https://openai.com/index/teen-development-research-grants>)

Published: 2026-09-08T09:00:00Z

Content type: article

Language: en

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

Topics: [AI Chat](<https://devfeed.tech/topics/ai-chat.md>), [Responsibility & Safety](<https://devfeed.tech/topics/responsibility-safety.md>), [Human-Computer Interaction and Visualization](<https://devfeed.tech/topics/human-computer-interaction-and-visualization.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [generative-ai](<https://devfeed.tech/tags/generative-ai.md>), [openai](<https://devfeed.tech/tags/openai.md>), [research](<https://devfeed.tech/tags/research.md>), [safety](<https://devfeed.tech/tags/safety.md>)

### AI overview

OpenAI is committing $5 million for independent research into how generative AI affects teenagers' development, well-being, and safety. The program invites interdisciplinary studies of AI use, developmental outcomes, and safeguards.

### Source excerpt

Apply now for OpenAI's $5 million grant program supporting independent research on how generative AI affects teen development, well-being, and safety.

## Jakub Pachocki Calls for Caution and Stronger Safeguards as AI Capabilities Advance

DevFeed: [Jakub Pachocki Calls for Caution and Stronger Safeguards as AI Capabilities Advance](<https://devfeed.tech/articles/an-alien-mind-6295.md>)

Original publisher: [Read original article](<https://openai.com/index/an-alien-mind>)

Published: 2026-09-06T09:00:00Z

Content type: opinion

Language: en

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

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Machine Intelligence](<https://devfeed.tech/topics/machine-intelligence.md>), [Language models](<https://devfeed.tech/topics/language-models.md>), [OpenAI](<https://devfeed.tech/topics/openai.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-research](<https://devfeed.tech/tags/ai-research.md>), [alignment](<https://devfeed.tech/tags/alignment.md>), [language-models](<https://devfeed.tech/tags/language-models.md>), [machine-intelligence](<https://devfeed.tech/tags/machine-intelligence.md>), [openai](<https://devfeed.tech/tags/openai.md>), [research](<https://devfeed.tech/tags/research.md>), [safety](<https://devfeed.tech/tags/safety.md>)

### AI overview

Jakub Pachocki reflects on the rapid growth of reasoning language models and the possibility of continued capability advances through recursive self-improvement. He urges extreme caution, stronger alignment and monitoring efforts, defensive systems, and broader international interventions.

### Source excerpt

Jakub Pachocki reflects on increasingly capable AI and the challenge of keeping it aligned. He calls for stronger safeguards and international coordination.

## GPT-6 Astra: A new generation of intelligence

DevFeed: [GPT-6 Astra: A new generation of intelligence](<https://devfeed.tech/articles/gpt-6-astra-a-new-generation-of-intelligence-6439.md>)

Original publisher: [Read original article](<https://openai.com/index/gpt-6-astra>)

Published: 2026-09-03T11:00:00Z

Content type: release

Language: en

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

Topics: [computer-use](<https://devfeed.tech/topics/computer-use.md>), [coding](<https://devfeed.tech/topics/coding.md>), [Software Engineering](<https://devfeed.tech/topics/software-engineering.md>), [Cybersecurity](<https://devfeed.tech/topics/cybersecurity.md>), [Amazon Bedrock](<https://devfeed.tech/topics/amazon-bedrock.md>), [hugging face](<https://devfeed.tech/topics/hugging-face.md>)

Tags: [api](<https://devfeed.tech/tags/api.md>), [aws](<https://devfeed.tech/tags/aws.md>), [azure](<https://devfeed.tech/tags/azure.md>), [bedrock](<https://devfeed.tech/tags/bedrock.md>), [browser](<https://devfeed.tech/tags/browser.md>), [chatgpt](<https://devfeed.tech/tags/chatgpt.md>), [coding](<https://devfeed.tech/tags/coding.md>), [computer-use](<https://devfeed.tech/tags/computer-use.md>), [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [evaluation](<https://devfeed.tech/tags/evaluation.md>), [gpt](<https://devfeed.tech/tags/gpt.md>), [latency](<https://devfeed.tech/tags/latency.md>), [model](<https://devfeed.tech/tags/model.md>), [openai](<https://devfeed.tech/tags/openai.md>), [reinforcement-learning](<https://devfeed.tech/tags/reinforcement-learning.md>), [research](<https://devfeed.tech/tags/research.md>), [safety](<https://devfeed.tech/tags/safety.md>), [software-engineering](<https://devfeed.tech/tags/software-engineering.md>)

### AI overview

OpenAI introduces GPT-6 Astra, a model positioned for computer use, coding, cybersecurity, science, and professional work. The article highlights alignment evaluations, benchmark results, availability through ChatGPT and cloud/API channels, and simulated computer-use performance versus GPT-5.6 Sol.

### Source excerpt

Introducing GPT-6 Astra, our most intelligent and aligned model yet, with state-of-the-art capabilities across computer use, coding, cybersecurity, and science.

## Safety overview: GPT-6 Astra

DevFeed: [Safety overview: GPT-6 Astra](<https://devfeed.tech/articles/safety-overview-gpt-6-astra-6636.md>)

Original publisher: [Read original article](<https://openai.com/index/safety-overview-gpt-6-astra>)

Published: 2026-09-03T00:00:00Z

Content type: article

Language: en

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

Topics: [AI Chat](<https://devfeed.tech/topics/ai-chat.md>), [Vulnerabilities](<https://devfeed.tech/topics/vulnerabilities.md>), [Training AI Models](<https://devfeed.tech/topics/training-ai-models.md>), [ai observability](<https://devfeed.tech/topics/ai-observability.md>), [Cryptography](<https://devfeed.tech/topics/cryptography.md>)

Tags: [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [encryption](<https://devfeed.tech/tags/encryption.md>), [evaluation](<https://devfeed.tech/tags/evaluation.md>), [gpt](<https://devfeed.tech/tags/gpt.md>), [jailbreak](<https://devfeed.tech/tags/jailbreak.md>), [model](<https://devfeed.tech/tags/model.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [safety](<https://devfeed.tech/tags/safety.md>), [training](<https://devfeed.tech/tags/training.md>)

### AI overview

GPT-6 Astra is presented as a broadly deployed model with Critical cybersecurity capability. The article outlines protections against harmful cyber actions, stronger jailbreak resistance, alignment improvements, evaluations, and monitoring.

### Source excerpt

GPT-6 Astra is our most capable broadly deployed model and our first to reach the Critical level of cybersecurity capability under our Preparedness Framework.

## System helps humans predict when self-driving cars will make mistakes

DevFeed: [System helps humans predict when self-driving cars will make mistakes](<https://devfeed.tech/articles/system-helps-humans-predict-when-self-driving-cars-will-make-mistakes-37982.md>)

Original publisher: [Read original article](<https://news.mit.edu/2026/system-helps-humans-predict-when-self-driving-cars-will-make-mistakes-0902>)

Author: Adam Zewe | MIT News

Published: 2026-09-02T15:00:00Z

Content type: news

Language: en

Sources: [MIT AI News](<https://devfeed.tech/sources/mit-ai-news.md>)

Topics: [autonomous vehicles](<https://devfeed.tech/topics/autonomous-vehicles.md>), [Deep learning](<https://devfeed.tech/topics/deep-learning.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Robotics](<https://devfeed.tech/topics/robotics.md>), [Simulation](<https://devfeed.tech/topics/simulation.md>), [Computer science](<https://devfeed.tech/topics/computer-science.md>)

Tags: [aeronautical-and-astronautical-engineering](<https://devfeed.tech/tags/aeronautical-and-astronautical-engineering.md>), [ai](<https://devfeed.tech/tags/ai.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [autonomous-vehicles](<https://devfeed.tech/tags/autonomous-vehicles.md>), [computer-science-and-artificial-intelligence-laboratory-csail](<https://devfeed.tech/tags/computer-science-and-artificial-intelligence-laboratory-csail.md>), [computer-science-and-technology](<https://devfeed.tech/tags/computer-science-and-technology.md>), [concept-wrapper-network](<https://devfeed.tech/tags/concept-wrapper-network.md>), [cw-net](<https://devfeed.tech/tags/cw-net.md>), [deep](<https://devfeed.tech/tags/deep.md>), [electrical-engineering-and-computer-science-eecs](<https://devfeed.tech/tags/electrical-engineering-and-computer-science-eecs.md>), [eoin-kenny](<https://devfeed.tech/tags/eoin-kenny.md>), [human-computer-interaction](<https://devfeed.tech/tags/human-computer-interaction.md>), [julie-shah](<https://devfeed.tech/tags/julie-shah.md>), [laura-major](<https://devfeed.tech/tags/laura-major.md>), [machine-learning](<https://devfeed.tech/tags/machine-learning.md>), [mit-schwarzman-college-of-computing](<https://devfeed.tech/tags/mit-schwarzman-college-of-computing.md>), [momchil-tomov](<https://devfeed.tech/tags/momchil-tomov.md>), [motional](<https://devfeed.tech/tags/motional.md>), [research](<https://devfeed.tech/tags/research.md>), [robotics](<https://devfeed.tech/tags/robotics.md>), [safety](<https://devfeed.tech/tags/safety.md>), [school-of-engineering](<https://devfeed.tech/tags/school-of-engineering.md>), [self-driving](<https://devfeed.tech/tags/self-driving.md>), [self-driving-cars](<https://devfeed.tech/tags/self-driving-cars.md>), [simulation](<https://devfeed.tech/tags/simulation.md>), [transparency](<https://devfeed.tech/tags/transparency.md>)

### AI overview

MIT and Motional researchers developed CW-Net, a method that translates an autonomous vehicle's deep-learning decisions into understandable concepts. Tests found that the explanations helped safety drivers and nonexpert users better predict vehicle behavior.

### Source excerpt

A new method, called CW-Net, translates the reasoning process of an autonomous vehicle's AI system into understandable concepts that explain its behavior.

[Next page](<https://devfeed.tech/tags/safety.md?cursor=WyIyMDI2LTA5LTAyVDE1OjAwOjAwKzAwOjAwIiwgIjk0OTcwNzYwLThjMDYtNGJkNy05YjMwLWM1YTNjYmNjNjI1ZCJd>)