# Critical Infrastructure

Published articles for Critical Infrastructure.

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

## Rail Network Modernization: FRMCS, Sovereignty and the AI Edge

DevFeed: [Rail Network Modernization: FRMCS, Sovereignty and the AI Edge](<https://devfeed.tech/articles/rail-network-modernization-frmcs-sovereignty-and-the-ai-edge-26717.md>)

Original publisher: [Read original article](<https://blogs.cisco.com/industries/rail-network-modernization-frmcs-sovereignty-and-the-ai-edge>)

Author: Steve Payne

Published: 2026-09-15T13:31:46Z

Content type: article

Language: en

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

Topics: [Network](<https://devfeed.tech/topics/network.md>), [Critical Infrastructure](<https://devfeed.tech/topics/critical-infrastructure.md>), [digital sovereignty](<https://devfeed.tech/topics/digital-sovereignty.md>), [Resilience](<https://devfeed.tech/topics/resilience.md>), [Availability](<https://devfeed.tech/topics/availability.md>), [Cybersecurity](<https://devfeed.tech/topics/cybersecurity.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [availability](<https://devfeed.tech/tags/availability.md>), [cisco](<https://devfeed.tech/tags/cisco.md>), [cisco-industrial-iot-iiot](<https://devfeed.tech/tags/cisco-industrial-iot-iiot.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [digital-sovereignty](<https://devfeed.tech/tags/digital-sovereignty.md>), [end-of-life](<https://devfeed.tech/tags/end-of-life.md>), [eu](<https://devfeed.tech/tags/eu.md>), [europe](<https://devfeed.tech/tags/europe.md>), [industries](<https://devfeed.tech/tags/industries.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [internet-of-things-iot](<https://devfeed.tech/tags/internet-of-things-iot.md>), [latency](<https://devfeed.tech/tags/latency.md>), [modernization](<https://devfeed.tech/tags/modernization.md>), [network](<https://devfeed.tech/tags/network.md>), [networks](<https://devfeed.tech/tags/networks.md>), [nis2](<https://devfeed.tech/tags/nis2.md>), [resilience](<https://devfeed.tech/tags/resilience.md>), [systems](<https://devfeed.tech/tags/systems.md>), [transportation](<https://devfeed.tech/tags/transportation.md>), [unified-edge](<https://devfeed.tech/tags/unified-edge.md>)

### AI overview

Cisco's pre-InnoTrans 2026 perspective examines the modernization of European rail communications from GSM-R to FRMCS. It argues that the transition requires changes to the underlying IP network, including high availability, deterministic latency, cybersecurity, and large-scale automation, while operators address resilience, digital sovereignty, investment, and regulatory requirements.

### Source excerpt

Join Cisco at InnoTrans 2026 to explore the next generation of rail networks. Discover how FRMCS, AI edge computing, and digital sovereignty are transforming critical infrastructure into secure, automated systems.

## Solana: Building, Proving and Earning Trust in Public

DevFeed: [Solana: Building, Proving and Earning Trust in Public](<https://devfeed.tech/articles/solana-building-proving-and-earning-trust-in-public-17467.md>)

Original publisher: [Read original article](<https://solana.com/news/solana-building-trust-in-public>)

Author: Jacob Creech

Published: 2026-09-14T11:00:00Z

Content type: article

Language: en

Sources: [Solana News Feed](<https://devfeed.tech/sources/solana-news-feed.md>)

Topics: [Network](<https://devfeed.tech/topics/network.md>), [Critical Infrastructure](<https://devfeed.tech/topics/critical-infrastructure.md>), [incident](<https://devfeed.tech/topics/incident.md>), [networking](<https://devfeed.tech/topics/networking.md>), [Transactions](<https://devfeed.tech/topics/transactions.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [aws](<https://devfeed.tech/tags/aws.md>), [blockchain](<https://devfeed.tech/tags/blockchain.md>), [blockchain-technology](<https://devfeed.tech/tags/blockchain-technology.md>), [building](<https://devfeed.tech/tags/building.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [crypto](<https://devfeed.tech/tags/crypto.md>), [crypto-news](<https://devfeed.tech/tags/crypto-news.md>), [cryptocurrency](<https://devfeed.tech/tags/cryptocurrency.md>), [defi](<https://devfeed.tech/tags/defi.md>), [ecosystem](<https://devfeed.tech/tags/ecosystem.md>), [incident](<https://devfeed.tech/tags/incident.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [network](<https://devfeed.tech/tags/network.md>), [nfts](<https://devfeed.tech/tags/nfts.md>), [outages](<https://devfeed.tech/tags/outages.md>), [podcasts](<https://devfeed.tech/tags/podcasts.md>), [routing](<https://devfeed.tech/tags/routing.md>), [solana](<https://devfeed.tech/tags/solana.md>), [solana-ecosystem](<https://devfeed.tech/tags/solana-ecosystem.md>), [technology](<https://devfeed.tech/tags/technology.md>), [transactions](<https://devfeed.tech/tags/transactions.md>), [uptime](<https://devfeed.tech/tags/uptime.md>), [web3](<https://devfeed.tech/tags/web3.md>)

### AI overview

Solana describes how repeated public testing, transparent incident reporting, and corrective engineering have strengthened trust in the network. It highlights a 2026 routing failure that took nearly 29% of network stake offline while blocks and transactions continued, followed by recovery of the infrastructure provider in just over 30 minutes. The article also cites validator capacity improvements, stake-weighted quality of service, and a redesigned transaction scheduler as examples of resilience work.

### Source excerpt

Solana has maintained 100% uptime since February 2024, including when a routing failure took nearly 29% of network stake offline.

## Deploying AI You Control Doesn't Need to be So Hard

DevFeed: [Deploying AI You Control Doesn't Need to be So Hard](<https://devfeed.tech/articles/deploying-ai-you-control-doesn-t-need-to-be-so-hard-10936.md>)

Original publisher: [Read original article](<https://blogs.cisco.com/news/deploying-ai-you-control-doesnt-need-to-be-so-hard>)

Author: Jeetu Patel

Published: 2026-09-10T09:00:50Z

Content type: news

Language: en

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

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [AI Platforms/Deployment](<https://devfeed.tech/topics/ai-platforms-deployment.md>), [AI Factory](<https://devfeed.tech/topics/ai-factory.md>), [Nvidia](<https://devfeed.tech/topics/nvidia.md>), [Critical Infrastructure](<https://devfeed.tech/topics/critical-infrastructure.md>), [post-training](<https://devfeed.tech/topics/post-training.md>), [data](<https://devfeed.tech/topics/data.md>), [Nemotron](<https://devfeed.tech/topics/nemotron.md>), [on-prem](<https://devfeed.tech/topics/on-prem.md>), [Fine-tuning](<https://devfeed.tech/topics/fine-tuning.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [Benchmark](<https://devfeed.tech/topics/benchmark.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-factory](<https://devfeed.tech/tags/ai-factory.md>), [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [ai-strategy](<https://devfeed.tech/tags/ai-strategy.md>), [cisco-cloud-control-framework](<https://devfeed.tech/tags/cisco-cloud-control-framework.md>), [cisco-secure-ai-factory](<https://devfeed.tech/tags/cisco-secure-ai-factory.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [data](<https://devfeed.tech/tags/data.md>), [executive-platform](<https://devfeed.tech/tags/executive-platform.md>), [fine-tuning](<https://devfeed.tech/tags/fine-tuning.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [model](<https://devfeed.tech/tags/model.md>), [models](<https://devfeed.tech/tags/models.md>), [nemotron](<https://devfeed.tech/tags/nemotron.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [on-prem](<https://devfeed.tech/tags/on-prem.md>), [post-training](<https://devfeed.tech/tags/post-training.md>)

### AI overview

Cisco announces a collaboration with Palantir to deliver Palantir's Ontology for Cybersecurity through Cisco's Secure AI Factory, using NVIDIA as a preferred full-stack foundation for Palantir's Sovereign AI OS. The article argues that enterprise AI decisions should balance intelligence, cost, and control, including custom evaluations, post-training with proprietary data, and deployment in the cloud, at the edge, or on-premises.

### Source excerpt

Announcing a collaboration with Palantir to deliver Cisco's Secure AI Factory with NVIDIA as a preferred full-stack foundation for Palantir's Sovereign AI OS.

## Cloud Native Computing Foundation Announces Karmada Graduation

DevFeed: [Cloud Native Computing Foundation Announces Karmada Graduation](<https://devfeed.tech/articles/cloud-native-computing-foundation-announces-karmada-graduation-4595.md>)

Original publisher: [Read original article](<https://www.cncf.io/announcements/2026/09/07/cloud-native-computing-foundation-announces-karmada-graduation/>)

Author: Haley White

Published: 2026-09-08T02:06:17Z

Content type: news

Language: en

Sources: [Cloud Native Computing Foundation](<https://devfeed.tech/sources/cloud-native-computing-foundation.md>)

Topics: [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Orchestration](<https://devfeed.tech/topics/orchestration.md>), [Cloud Native Ecosystem](<https://devfeed.tech/topics/cloud-native-ecosystem.md>), [Inference](<https://devfeed.tech/topics/inference.md>), [autoscaling](<https://devfeed.tech/topics/autoscaling.md>), [GPU](<https://devfeed.tech/topics/gpu.md>), [cloud-infrastructure](<https://devfeed.tech/topics/cloud-infrastructure.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [announcements](<https://devfeed.tech/tags/announcements.md>), [autoscaling](<https://devfeed.tech/tags/autoscaling.md>), [china](<https://devfeed.tech/tags/china.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [ecosystem](<https://devfeed.tech/tags/ecosystem.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [global](<https://devfeed.tech/tags/global.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [inference](<https://devfeed.tech/tags/inference.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [orchestration](<https://devfeed.tech/tags/orchestration.md>), [production](<https://devfeed.tech/tags/production.md>), [pytorch](<https://devfeed.tech/tags/pytorch.md>), [release](<https://devfeed.tech/tags/release.md>), [resilience](<https://devfeed.tech/tags/resilience.md>), [scale](<https://devfeed.tech/tags/scale.md>)

### AI overview

Karmada has graduated from the CNCF after reaching production maturity as an open-source engine for orchestrating applications across multiple Kubernetes clusters, clouds, and regions. Its v1.19 release adds multi-component scheduling for distributed AI training jobs, while the project supports hybrid-cloud capacity, multi-region resilience, and multi-cluster AI infrastructure.

### Source excerpt

Multi-cluster, multi-cloud Kubernetes orchestration project reaches production maturity as global enterprises scale AI training and inference across hybrid infrastructure Key Highlights SHANGHAI, China - KubeCon + CloudNativeCon + OpenInfra Summit + PyTorch Conference China 2026 -...

## Daybreak for Frontline Defenders: $1B to protect essential services

DevFeed: [Daybreak for Frontline Defenders: $1B to protect essential services](<https://devfeed.tech/articles/daybreak-for-frontline-defenders-1b-to-protect-essential-services-6369.md>)

Original publisher: [Read original article](<https://openai.com/index/daybreak-for-frontline-defenders>)

Published: 2026-09-03T13:15:00Z

Content type: article

Language: en

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

Topics: [Cybersecurity](<https://devfeed.tech/topics/cybersecurity.md>), [Security Attacks](<https://devfeed.tech/topics/security-attacks.md>), [Security & Privacy](<https://devfeed.tech/topics/security-privacy.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [defender](<https://devfeed.tech/tags/defender.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [frontier-ai](<https://devfeed.tech/tags/frontier-ai.md>), [openai](<https://devfeed.tech/tags/openai.md>), [security](<https://devfeed.tech/tags/security.md>), [training](<https://devfeed.tech/tags/training.md>)

### AI overview

OpenAI introduces Daybreak for Frontline Defenders, a $1 billion initiative providing subsidized cyber AI access, training, support, and partnerships to help defenders protect essential services.

### Source excerpt

OpenAI introduces Daybreak for Frontline Defenders. A $1 billion commitment expands access to frontier cyber AI, training, and support for essential services.

## Proactive cyber defense for governments and enterprises

DevFeed: [Proactive cyber defense for governments and enterprises](<https://devfeed.tech/articles/proactive-cyber-defense-for-governments-and-enterprises-6231.md>)

Original publisher: [Read original article](<https://deepmind.google/blog/proactive-cyber-defense-for-governments-and-enterprises/>)

Author: Four Flynn

Published: 2026-09-02T16:24:24Z

Content type: release

Language: en

Sources: [Google DeepMind News](<https://devfeed.tech/sources/google-deepmind-news.md>)

Topics: [Cybersecurity](<https://devfeed.tech/topics/cybersecurity.md>), [Vulnerabilities](<https://devfeed.tech/topics/vulnerabilities.md>), [Google](<https://devfeed.tech/topics/google.md>), [Code](<https://devfeed.tech/topics/code.md>), [cloud-infrastructure](<https://devfeed.tech/topics/cloud-infrastructure.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [ai](<https://devfeed.tech/tags/ai.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [gemini](<https://devfeed.tech/tags/gemini.md>), [government](<https://devfeed.tech/tags/government.md>), [none](<https://devfeed.tech/tags/none.md>), [vulnerabilities](<https://devfeed.tech/tags/vulnerabilities.md>)

### AI overview

Google announces the Fairwind Program, which provides a trusted group of government, cloud, and cybersecurity partners early access to Gemini cyber models and the CodeMender harness to find, verify, and fix vulnerabilities.

### Source excerpt

The Fairwind Program is a limited access program for governments and trusted partners to use our cyber defense tools.

## The invisible heartbeat of our networks

DevFeed: [The invisible heartbeat of our networks](<https://devfeed.tech/articles/the-invisible-heartbeat-of-our-networks-10855.md>)

Original publisher: [Read original article](<https://blog.apnic.net/2026/09/01/the-invisible-heartbeat-of-our-networks/>)

Author: Luca Cicchelli

Published: 2026-08-31T23:03:47Z

Content type: article

Language: en

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

Topics: [Networks](<https://devfeed.tech/topics/networks.md>), [distributed-systems](<https://devfeed.tech/topics/distributed-systems.md>), [Critical Infrastructure](<https://devfeed.tech/topics/critical-infrastructure.md>), [Security](<https://devfeed.tech/topics/security.md>), [5G](<https://devfeed.tech/topics/5g.md>), [Cybersecurity](<https://devfeed.tech/topics/cybersecurity.md>), [cloud-infrastructure](<https://devfeed.tech/topics/cloud-infrastructure.md>), [AI Infrastructure](<https://devfeed.tech/topics/ai-infrastructure.md>)

Tags: [5g](<https://devfeed.tech/tags/5g.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [data](<https://devfeed.tech/tags/data.md>), [distributed-systems](<https://devfeed.tech/tags/distributed-systems.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [gnss](<https://devfeed.tech/tags/gnss.md>), [gps](<https://devfeed.tech/tags/gps.md>), [guest-post](<https://devfeed.tech/tags/guest-post.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [network](<https://devfeed.tech/tags/network.md>), [networking](<https://devfeed.tech/tags/networking.md>), [networks](<https://devfeed.tech/tags/networks.md>), [outage](<https://devfeed.tech/tags/outage.md>), [outages](<https://devfeed.tech/tags/outages.md>), [post](<https://devfeed.tech/tags/post.md>), [servers](<https://devfeed.tech/tags/servers.md>), [systems](<https://devfeed.tech/tags/systems.md>), [tech-matters](<https://devfeed.tech/tags/tech-matters.md>), [time](<https://devfeed.tech/tags/time.md>), [transactions](<https://devfeed.tech/tags/transactions.md>)

### AI overview

The article examines how accurate time synchronization underpins modern networks and distributed systems. It uses the Telstra outage to show how misaligned time servers can disrupt communications and rail services, and discusses resilient time sources, terrestrial backups, local atomic clocks, and synchronization requirements for finance, 5G, cloud, and AI infrastructure.

### Source excerpt

Guest Post: The recent Telstra outage highlighted a critical but often overlooked dependency in modern networks: Accurate time synchronization.

## This month in security with Tony Anscombe - August 2026 edition

DevFeed: [This month in security with Tony Anscombe - August 2026 edition](<https://devfeed.tech/articles/this-month-in-security-with-tony-anscombe-august-2026-edition-8418.md>)

Original publisher: [Read original article](<https://www.welivesecurity.com/en/videos/month-security-tony-anscombe-august-2026/>)

Author: Editor

Published: 2026-08-31T08:55:00Z

Content type: news

Language: en

Sources: [WeLiveSecurity](<https://devfeed.tech/sources/welivesecurity.md>)

Topics: [Cybersecurity](<https://devfeed.tech/topics/cybersecurity.md>), [Critical Infrastructure](<https://devfeed.tech/topics/critical-infrastructure.md>), [hugging face](<https://devfeed.tech/topics/hugging-face.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [OpenAI](<https://devfeed.tech/topics/openai.md>), [Flight](<https://devfeed.tech/topics/flight.md>), [Network](<https://devfeed.tech/topics/network.md>), [spoofing](<https://devfeed.tech/topics/spoofing.md>), [incident](<https://devfeed.tech/topics/incident.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [airline](<https://devfeed.tech/tags/airline.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [hugging-face](<https://devfeed.tech/tags/hugging-face.md>), [incident](<https://devfeed.tech/tags/incident.md>), [network](<https://devfeed.tech/tags/network.md>), [openai](<https://devfeed.tech/tags/openai.md>), [spoof](<https://devfeed.tech/tags/spoof.md>), [video](<https://devfeed.tech/tags/video.md>)

### AI overview

Tony Anscombe reviews major cybersecurity stories from August 2026, including the Hugging Face hack involving OpenAI agents, attacks on critical infrastructure, a spoofed airline Wi-Fi network, and the shutdown of fraudulent call centers in Ukraine.

### Source excerpt

Details about the Hugging Face hack, critical infrastructure under attack, a spoofed in-flight Wi-Fi network, and more of this month's cybersecurity news

## Fast Track ISM-ready cloud environments and IRAP Assessments with Landing Zone Accelerator on AWS

DevFeed: [Fast Track ISM-ready cloud environments and IRAP Assessments with Landing Zone Accelerator on AWS](<https://devfeed.tech/articles/fast-track-ism-ready-cloud-environments-and-irap-assessments-with-landing-zone-accelerator-on-aws-4681.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/security/fast-track-ism-ready-cloud-environments-and-irap-assessments-with-landing-zone-accelerator-on-aws/>)

Author: Kevin Donohue

Published: 2026-08-25T21:53:49Z

Content type: article

Language: en

Sources: [AWS Security Blog](<https://devfeed.tech/sources/aws-security-blog.md>)

Topics: [Security & compliance, Cloud security](<https://devfeed.tech/topics/security-compliance-cloud-security.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [Security](<https://devfeed.tech/topics/security.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [Critical Infrastructure](<https://devfeed.tech/topics/critical-infrastructure.md>)

Tags: [announcements](<https://devfeed.tech/tags/announcements.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [australia](<https://devfeed.tech/tags/australia.md>), [aws](<https://devfeed.tech/tags/aws.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [cloud-security](<https://devfeed.tech/tags/cloud-security.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [foundational-100](<https://devfeed.tech/tags/foundational-100.md>), [governance](<https://devfeed.tech/tags/governance.md>), [government](<https://devfeed.tech/tags/government.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [irap](<https://devfeed.tech/tags/irap.md>), [public-sector](<https://devfeed.tech/tags/public-sector.md>), [security](<https://devfeed.tech/tags/security.md>), [security-best-practices](<https://devfeed.tech/tags/security-best-practices.md>), [security-blog](<https://devfeed.tech/tags/security-blog.md>), [security-identity-compliance](<https://devfeed.tech/tags/security-identity-compliance.md>)

### AI overview

This AWS security post announces an independent assessment report on Landing Zone Accelerator on AWS (LZA). It explains how LZA can automatically deploy multi-account AWS environments with coverage for Australian Government Information Security Manual (ISM) security controls, and describes configuration-drift testing and compliance documentation intended to support IRAP assessment readiness.

### Source excerpt

This post announces the availability of a new independent assessment report available on AWS Artifact analyzing how Landing Zone Accelerator on AWS (LZA) can automatically deploy multi-account environments in Amazon Web Services (AWS) with Australian Government Information Security Manual (ISM) security controls coverage at scale. The report includes findings from an independent third-party analysis conducted [...]

## Generating scenarios for extreme events, without extreme data

DevFeed: [Generating scenarios for extreme events, without extreme data](<https://devfeed.tech/articles/generating-scenarios-for-extreme-events-without-extreme-data-37953.md>)

Original publisher: [Read original article](<https://news.mit.edu/2026/generating-scenarios-extreme-events-without-extreme-data-0824>)

Author: Jennifer Chu | MIT News

Published: 2026-08-24T18:00:00Z

Content type: news

Language: en

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

Topics: [Machine learning](<https://devfeed.tech/topics/machine-learning.md>), [Algorithms](<https://devfeed.tech/topics/algorithms.md>), [Critical Infrastructure](<https://devfeed.tech/topics/critical-infrastructure.md>), [data](<https://devfeed.tech/topics/data.md>)

Tags: [algorithm](<https://devfeed.tech/tags/algorithm.md>), [algorithms](<https://devfeed.tech/tags/algorithms.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [center-for-computational-science-and-engineering](<https://devfeed.tech/tags/center-for-computational-science-and-engineering.md>), [climate](<https://devfeed.tech/tags/climate.md>), [climate-risk-assessment](<https://devfeed.tech/tags/climate-risk-assessment.md>), [computer-modeling](<https://devfeed.tech/tags/computer-modeling.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [data](<https://devfeed.tech/tags/data.md>), [extreme-event-aware](<https://devfeed.tech/tags/extreme-event-aware.md>), [extreme-weather](<https://devfeed.tech/tags/extreme-weather.md>), [fire](<https://devfeed.tech/tags/fire.md>), [heat](<https://devfeed.tech/tags/heat.md>), [idss](<https://devfeed.tech/tags/idss.md>), [kai-chang](<https://devfeed.tech/tags/kai-chang.md>), [learning-fefb62e9fa83](<https://devfeed.tech/tags/learning-fefb62e9fa83.md>), [machine-learning](<https://devfeed.tech/tags/machine-learning.md>), [mechanical-engineering](<https://devfeed.tech/tags/mechanical-engineering.md>), [mit-meche](<https://devfeed.tech/tags/mit-meche.md>), [mit-schwarzman-college-of-computing](<https://devfeed.tech/tags/mit-schwarzman-college-of-computing.md>), [natural-disasters](<https://devfeed.tech/tags/natural-disasters.md>), [research](<https://devfeed.tech/tags/research.md>), [risk](<https://devfeed.tech/tags/risk.md>), [school-of-engineering](<https://devfeed.tech/tags/school-of-engineering.md>), [storm](<https://devfeed.tech/tags/storm.md>), [sustainability](<https://devfeed.tech/tags/sustainability.md>), [themis-sapsis](<https://devfeed.tech/tags/themis-sapsis.md>), [weather](<https://devfeed.tech/tags/weather.md>), [weather-prediction](<https://devfeed.tech/tags/weather-prediction.md>)

### AI overview

MIT engineers developed a machine-learning algorithm that generates plausible future extreme-event scenarios without requiring past extreme events in the training data. It learns from available records, filters out implausible weather scenarios, and estimates events' frequency, size, intensity, duration, and area of impact to help planners prepare.

### Source excerpt

A new algorithm learns to anticipate the unprecedented scenarios that critical infrastructure and global supply chains are least prepared for.

## Frequently asked questions about the active threat to Siemens S7 Series PLCs

DevFeed: [Frequently asked questions about the active threat to Siemens S7 Series PLCs](<https://devfeed.tech/articles/frequently-asked-questions-about-the-active-threat-to-siemens-s7-series-plcs-8263.md>)

Original publisher: [Read original article](<https://www.tenable.com/blog/frequently-asked-questions-about-the-active-threat-to-siemens-s7-series-plcs>)

Author: Research Special Operations

Published: 2026-08-20T14:01:58Z

Content type: article

Language: en

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

Topics: [Cybersecurity](<https://devfeed.tech/topics/cybersecurity.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Critical Infrastructure](<https://devfeed.tech/topics/critical-infrastructure.md>), [Reconnaissance](<https://devfeed.tech/topics/recon.md>), [Script](<https://devfeed.tech/topics/script.md>), [Networks](<https://devfeed.tech/topics/networks.md>), [Threat Research](<https://devfeed.tech/topics/threat-research.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [attacks](<https://devfeed.tech/tags/attacks.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [networks](<https://devfeed.tech/tags/networks.md>), [research](<https://devfeed.tech/tags/research.md>), [security](<https://devfeed.tech/tags/security.md>), [techniques](<https://devfeed.tech/tags/techniques.md>)

### AI overview

This FAQ explains an active threat targeting internet-exposed or insufficiently segmented Siemens S7 Series PLCs. It describes how threat actors use AI-generated exploitation scripts for reconnaissance and capability building, and outlines mitigations including removing direct internet exposure, segmenting OT from IT networks, and hardening access controls.

### Source excerpt

A joint cybersecurity advisory released by multiple U.S. government agencies warns that threat actors are using AI-generated exploitation scripts to target exposed Siemens S7 Series PLCs across critical infrastructure sectors. Key Takeaways Unattributed threat actors are exploiting known weaknesses and unnecessary internet exposure to conduct reconnaissance and possible pre-positioning for future disruptive attacks against Siemens S7 Series PLCs. The attackers are leveraging AI to build and refine exploit scripts faster than manual development would allow. AI use lowers the technical bar for ICS attacks in a way defenders haven't had to plan for before. There is no single patch, because there is no single flaw. Mitigation depends on removing Siemens S7 Series PLCs from direct internet exposure, segmenting OT from IT networks and hardening access controls. Background On August 19, 2026, the National Security Agency (NSA), the Cybersecurity and Infrastructure Security Agency (CISA), the Federal Bureau of Investigation (FBI), the Department of Energy (DOE) and the Environmental Protection Agency (EPA) released a joint Cybersecurity Advisory (AA26-231A) warning that threat actors are actively targeting Siemens S7 Series programmable logic controllers (PLCs) that are exposed to the internet or insufficiently segmented from it. The activity spans the S7-200, S7-300, S7-400, S7-1200 and S7-1500 series and most heavily affects the Critical Manufacturing, Energy, Water and Wastewater, Chemical, Food and Agriculture and Commercial Facilities sectors, with potential exposure in the Defense Industrial Base as well. According to the authoring agencies, threat actors are using AI-generated exploitation scripts, disguised as legitimate operational technology (OT) monitoring tools, to conduct reconnaissance and build capability against exposed PLCs. The Tenable Research Special Operations Team (RSO) has put together this frequently asked questions (FAQ) blog to help security and OT

## Run agentic software delivery inside the boundaries you already trust

DevFeed: [Run agentic software delivery inside the boundaries you already trust](<https://devfeed.tech/articles/run-agentic-software-delivery-inside-the-boundaries-you-already-trust-90.md>)

Original publisher: [Read original article](<https://about.gitlab.com/blog/gitlab-dedicated-ai-gateway/>)

Author: Ozer Dondurmacioglu

Published: 2026-08-20T00:00:00Z

Content type: article

Language: en

Sources: [GitLab](<https://devfeed.tech/sources/gitlab.md>)

Topics: [GitHub](<https://devfeed.tech/topics/github.md>), [Amazon Bedrock](<https://devfeed.tech/topics/amazon-bedrock.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Inference](<https://devfeed.tech/topics/inference.md>), [Software as a service](<https://devfeed.tech/topics/saas.md>), [AI Development](<https://devfeed.tech/topics/ai-development.md>), [Critical Infrastructure](<https://devfeed.tech/topics/critical-infrastructure.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [ai](<https://devfeed.tech/tags/ai.md>), [amazon-bedrock](<https://devfeed.tech/tags/amazon-bedrock.md>), [aws](<https://devfeed.tech/tags/aws.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [inference](<https://devfeed.tech/tags/inference.md>), [product](<https://devfeed.tech/tags/product.md>), [software](<https://devfeed.tech/tags/software.md>), [software-delivery](<https://devfeed.tech/tags/software-delivery.md>), [software-development](<https://devfeed.tech/tags/software-development.md>)

### AI overview

GitLab introduces AI Gateway for GitLab Dedicated, enabling customers to run AI processing within their single-tenant environment and selected AWS region. The gateway supports Amazon Bedrock and other preferred model providers, while GitLab maintains the managed infrastructure, availability, and disaster recovery. GitLab Duo Agent Platform capabilities such as code review automation, failed-pipeline fixes, and security analysis can use customer-selected models.

### Source excerpt

Many enterprises choose GitLab Dedicated for a clear reason: a single-tenant instance, managed by GitLab, in a cloud region they select. That isolation already covers source code, project data, and the software development lifecycle they run on GitLab. GitLab Dedicated customers can now deploy the AI Gateway for the GitLab Duo Agent Platform inside their single-tenant SaaS infrastructure, so AI-processed data stays in their environment and chosen region. GitLab Dedicated as the critical infrastructure for software delivery GitLab Dedicated is deployed in your preferred AWS region, and hosted and maintained by GitLab. You can bring your own encryption keys. No private cloud installation required. GitLab operates the instance, including high availability and disaster recovery, and maintains 99.9% monthly availability for core services. Updates to GitLab Dedicated follow a stability-first cadence, with instances on the previous minor version (N-1) relative to the current GitLab release. That is the infrastructure organizations already trust when they scale software delivery under audit: guardrails you can take to a regulator, SaaS operations you do not staff, and an availability target that holds when the platform is in the critical path. Trust should travel with every agent Agentic workflows demand more from your software development lifecycle beyond the AI coding: increased pipeline volume, greater risk for vulnerabilities introduced, context that needs to travel with every agent and flow, among others. The isolation, residency, and service-level requirements that already apply to GitLab Dedicated should apply to that inference path too, especially with growing adoption of agentic software development. Adopt AI while staying compliant Here is what's new with the introduction of AI Gateway for GitLab Dedicated: Keep AI processing in the tenancy. The AI Gateway runs in the Dedicated single-tenant environment, aligned with data residency. Bring your own models. Connect

## Preview ESC Changes with Environment Overrides

DevFeed: [Preview ESC Changes with Environment Overrides](<https://devfeed.tech/articles/preview-esc-changes-with-environment-overrides-19020.md>)

Original publisher: [Read original article](<https://www.pulumi.com/blog/preview-esc-environment-changes-with-draft-references/>)

Author: Sean Yeh

Published: 2026-07-23T00:00:00Z

Content type: release

Language: en

Sources: [Pulumi](<https://devfeed.tech/sources/pulumi.md>)

Topics: [Command-line interface](<https://devfeed.tech/topics/cli.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [Testing](<https://devfeed.tech/topics/testing.md>)

Tags: [cli](<https://devfeed.tech/tags/cli.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [configuration-management](<https://devfeed.tech/tags/configuration-management.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [esc](<https://devfeed.tech/tags/esc.md>), [features](<https://devfeed.tech/tags/features.md>), [product](<https://devfeed.tech/tags/product.md>), [production](<https://devfeed.tech/tags/production.md>), [pulumi-cli](<https://devfeed.tech/tags/pulumi-cli.md>), [pulumi-esc](<https://devfeed.tech/tags/pulumi-esc.md>), [release](<https://devfeed.tech/tags/release.md>), [secrets](<https://devfeed.tech/tags/secrets.md>), [upgrade](<https://devfeed.tech/tags/upgrade.md>)

### AI overview

Pulumi introduces the --override-env flag for the Pulumi CLI, allowing teams to preview draft or alternate ESC environments during operations such as preview, up, refresh, and destroy. The feature helps reviewers validate configuration changes before approval and supports overrides through imported environment chains.

### Source excerpt

Pulumi ESC makes it easy to store configuration and secrets for your Pulumi programs, and with Approvals for ESC you can review and approve changes before they go live. The new --override-env flag lets you preview any environment change, including an unapproved draft, to see exactly how it would affect your stack before it becomes the latest version. Example scenario Your team stores production app configuration in ESC and has enabled Approvals to keep bad values out of critical infrastructure. But one important question remains: how can reviewers properly validate a configuration change before approving it? Introducing: draft references and the -override-env flag We are introducing a new --override-env flag to the Pulumi CLI that works with every Pulumi operation that can consume ESC environments: preview, up, refresh, and destroy. This makes it easy to test configuration changes on the fly, giving your team the confidence to validate them as part of the review process. Example usages The basic usage is --override-env <env>=<replacement>, and you can override multiple environments at once! In this example, we are running a pulumi preview with environments app/myenv and app/myenv2 replaced by their draft versions (denoted by @draft:<draft-id>). pulumi preview \ --override-env "app/myenv=app/myenv@draft:123e4567-e89b-12d3-a456-426614174000" \ --override-env "app/myenv2=app/myenv2@draft:123e4567-e89b-12d3-a456-426614174000" The --override-env flag not only works with draft references, but for any environment too! Here is an example of deploying your stack with your AWS test environment: pulumi up --override-env "aws-login/prod=aws-login/testing" Note: --override-env can also override environments that are imported (directly or indirectly) from the ESC environment in your stack config. This allows you to override any environment in the import chain for full flexibility. Ways to use it Validate a draft ESC environment with your stack before approving One-off debugging w

## Athena's free vulnerability intelligence model and the economics of security clearinghouses

DevFeed: [Athena's free vulnerability intelligence model and the economics of security clearinghouses](<https://devfeed.tech/articles/follow-the-money-13047.md>)

Original publisher: [Read original article](<https://www.chainguard.dev/unchained/follow-the-money>)

Published: 2026-07-15T00:00:00Z

Content type: opinion

Language: en

Sources: [Chainguard: Unchained](<https://devfeed.tech/sources/chainguard-unchained.md>)

Topics: [Security](<https://devfeed.tech/topics/security.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [Critical Infrastructure](<https://devfeed.tech/topics/critical-infrastructure.md>), [Network](<https://devfeed.tech/topics/network.md>)

Tags: [akrites](<https://devfeed.tech/tags/akrites.md>), [chainguard-athena](<https://devfeed.tech/tags/chainguard-athena.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [fable](<https://devfeed.tech/tags/fable.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [money](<https://devfeed.tech/tags/money.md>), [mythos](<https://devfeed.tech/tags/mythos.md>), [network](<https://devfeed.tech/tags/network.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [security](<https://devfeed.tech/tags/security.md>), [software-supply-chain-security](<https://devfeed.tech/tags/software-supply-chain-security.md>), [trust](<https://devfeed.tech/tags/trust.md>), [vulnerability-clearninghouse](<https://devfeed.tech/tags/vulnerability-clearninghouse.md>)

### AI overview

The article explains why Athena provides pre-disclosure vulnerability findings to infrastructure and network partners for free. It argues that allowing partners to commercialize services built on advance security information can align incentives, trust, and broader defensive value, while distinguishing government programs from commercial clearinghouses.

### Source excerpt

Why give away the most valuable data in security? Learn how Athena's business model aligns trust, incentives, and open source defense.

## Develop like you deploy: closing the Kubernetes local-to-cluster gap

DevFeed: [Develop like you deploy: closing the Kubernetes local-to-cluster gap](<https://devfeed.tech/articles/develop-like-you-deploy-closing-the-kubernetes-local-to-cluster-gap-17624.md>)

Original publisher: [Read original article](<https://thenewstack.io/krumware-epinio-kubernetes-mcp/>)

Author: Katie Tincello

Published: 2026-07-09T15:00:00Z

Content type: opinion

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Platform Engineering](<https://devfeed.tech/topics/platform-engineering.md>), [MCP Server](<https://devfeed.tech/topics/mcp-server.md>), [Application Development](<https://devfeed.tech/topics/application-development.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [application-development](<https://devfeed.tech/tags/application-development.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [krumware](<https://devfeed.tech/tags/krumware.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [mcp-server](<https://devfeed.tech/tags/mcp-server.md>), [model-context-protocol-mcp](<https://devfeed.tech/tags/model-context-protocol-mcp.md>), [observability](<https://devfeed.tech/tags/observability.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [post](<https://devfeed.tech/tags/post.md>), [sponsor-krumware](<https://devfeed.tech/tags/sponsor-krumware.md>), [sponsored-post](<https://devfeed.tech/tags/sponsored-post.md>)

### AI overview

The article argues that platform engineering should close the gap between local Kubernetes development and cluster deployment. It presents Krumware's open-source Epinio application development engine and Epinio MCP server as ways to reduce tool fragmentation, support enterprise guardrails, and improve Kubernetes workflows.

### Source excerpt

Despite significant investments and technological developments in platform engineering over the past decade, most developers still face the same problem The post Develop like you deploy: closing the Kubernetes local-to-cluster gap appeared first on The New Stack.

## Our approach to government and national security partnerships

DevFeed: [Our approach to government and national security partnerships](<https://devfeed.tech/articles/our-approach-to-government-and-national-security-partnerships-6414.md>)

Original publisher: [Read original article](<https://openai.com/index/government-national-security-partnerships>)

Published: 2026-07-08T13:30:00Z

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>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [evaluation](<https://devfeed.tech/tags/evaluation.md>), [frontier-ai](<https://devfeed.tech/tags/frontier-ai.md>), [global-affairs](<https://devfeed.tech/tags/global-affairs.md>), [government](<https://devfeed.tech/tags/government.md>), [gpt](<https://devfeed.tech/tags/gpt.md>), [openai](<https://devfeed.tech/tags/openai.md>), [partnerships](<https://devfeed.tech/tags/partnerships.md>), [policy](<https://devfeed.tech/tags/policy.md>), [responsible-ai](<https://devfeed.tech/tags/responsible-ai.md>), [safety](<https://devfeed.tech/tags/safety.md>), [security](<https://devfeed.tech/tags/security.md>)

### AI overview

OpenAI outlines principles for government and national-security partnerships using frontier AI, emphasizing responsible use, democratic accountability, human judgment, and the rule of law.

### Source excerpt

Learn how OpenAI approaches government and national security partnerships, with principles for responsible AI use, democratic accountability, and public safety.

## This Shit is Hard: Getting software to run on robots (and then getting the robots to work)

DevFeed: [This Shit is Hard: Getting software to run on robots (and then getting the robots to work)](<https://devfeed.tech/articles/this-shit-is-hard-getting-software-to-run-on-robots-and-then-getting-the-robots-to-work-13280.md>)

Original publisher: [Read original article](<https://www.chainguard.dev/unchained/this-shit-is-hard-getting-software-to-run-on-robots>)

Published: 2026-07-01T00:00:00Z

Content type: article

Language: en

Sources: [Chainguard: Unchained](<https://devfeed.tech/sources/chainguard-unchained.md>)

Topics: [Robotics](<https://devfeed.tech/topics/robotics.md>), [Software](<https://devfeed.tech/topics/software.md>), [Embedded Software Dev](<https://devfeed.tech/topics/embedded-software-dev.md>), [cloud-infrastructure](<https://devfeed.tech/topics/cloud-infrastructure.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [Security](<https://devfeed.tech/topics/security.md>)

Tags: [asylon-robotics](<https://devfeed.tech/tags/asylon-robotics.md>), [autonomous](<https://devfeed.tech/tags/autonomous.md>), [chainguard-containers](<https://devfeed.tech/tags/chainguard-containers.md>), [chainguard-customer](<https://devfeed.tech/tags/chainguard-customer.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [cloud-infrastructure](<https://devfeed.tech/tags/cloud-infrastructure.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [drone](<https://devfeed.tech/tags/drone.md>), [embedded](<https://devfeed.tech/tags/embedded.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [firewalls](<https://devfeed.tech/tags/firewalls.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [robot-dogs](<https://devfeed.tech/tags/robot-dogs.md>), [robot-drones](<https://devfeed.tech/tags/robot-drones.md>), [robotics](<https://devfeed.tech/tags/robotics.md>), [robots](<https://devfeed.tech/tags/robots.md>), [software](<https://devfeed.tech/tags/software.md>), [this-shit-is-hard](<https://devfeed.tech/tags/this-shit-is-hard.md>)

### AI overview

Asylon Robotics Chief Engineer Eric Timmons explains the engineering challenges of deploying software on robotic dogs and drones, where embedded systems, hardware dependencies, CI/CD, cloud infrastructure, and real-world operating conditions interact.

### Source excerpt

Asylon Robotics Chief Engineer Eric Timmons shares lessons from building autonomous robots, where software, hardware, and real-world constraints collide.

## This month in security with Tony Anscombe - June 2026 edition

DevFeed: [This month in security with Tony Anscombe - June 2026 edition](<https://devfeed.tech/articles/this-month-in-security-with-tony-anscombe-june-2026-edition-8425.md>)

Original publisher: [Read original article](<https://www.welivesecurity.com/en/videos/month-security-tony-anscombe-june-2026/>)

Author: Editor

Published: 2026-06-30T14:39:37Z

Content type: news

Language: en

Sources: [WeLiveSecurity](<https://devfeed.tech/sources/welivesecurity.md>)

Topics: [Vulnerabilities](<https://devfeed.tech/topics/vulnerabilities.md>)

Tags: [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [fraud](<https://devfeed.tech/tags/fraud.md>), [government](<https://devfeed.tech/tags/government.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [insights](<https://devfeed.tech/tags/insights.md>), [media](<https://devfeed.tech/tags/media.md>), [news](<https://devfeed.tech/tags/news.md>), [policy](<https://devfeed.tech/tags/policy.md>), [scams](<https://devfeed.tech/tags/scams.md>), [security](<https://devfeed.tech/tags/security.md>), [social-media](<https://devfeed.tech/tags/social-media.md>), [systems](<https://devfeed.tech/tags/systems.md>), [us](<https://devfeed.tech/tags/us.md>), [video](<https://devfeed.tech/tags/video.md>), [vulnerabilities](<https://devfeed.tech/tags/vulnerabilities.md>), [vulnerability](<https://devfeed.tech/tags/vulnerability.md>)

### AI overview

A June 2026 security-news video roundup covers three-day vulnerability patching rules, attacks on exposed tank-gauge systems, imposter scams, and proposed social-media bans for children.

### Source excerpt

Three-day patching deadlines, exposed fuel-tank systems, scams costing billions of dollars, and social media bans for children all gave Tony plenty to unpack in June 2026

## Protecting legacy OT systems against modern cyberthreats

DevFeed: [Protecting legacy OT systems against modern cyberthreats](<https://devfeed.tech/articles/protecting-legacy-ot-systems-against-modern-cyberthreats-8346.md>)

Original publisher: [Read original article](<https://www.welivesecurity.com/en/critical-infrastructure/protecting-legacy-ot-systems-modern-threats/>)

Author: Tomáš Foltýn

Published: 2026-06-17T08:45:00Z

Content type: article

Language: en

Sources: [WeLiveSecurity](<https://devfeed.tech/sources/welivesecurity.md>)

Topics: [High Profile Threats](<https://devfeed.tech/topics/high-profile-threats.md>), [incident](<https://devfeed.tech/topics/incident.md>)

Tags: [attacks](<https://devfeed.tech/tags/attacks.md>), [authentication](<https://devfeed.tech/tags/authentication.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [incident](<https://devfeed.tech/tags/incident.md>), [logging](<https://devfeed.tech/tags/logging.md>), [manufacturing](<https://devfeed.tech/tags/manufacturing.md>), [networks](<https://devfeed.tech/tags/networks.md>), [production](<https://devfeed.tech/tags/production.md>), [security](<https://devfeed.tech/tags/security.md>), [update](<https://devfeed.tech/tags/update.md>)

### AI overview

Legacy operational technology in manufacturing can become a cybersecurity blind spot as industrial control systems connect to enterprise networks. The article highlights weak authentication, limited logging, insecure defaults, and difficult updates as risks that can lead to operational disruption.

### Source excerpt

Many manufacturing plants depend on OT systems that stay in service for many years. That long run can hide significant cybersecurity risks.

## Google joins the Eclipse Foundation as a strategic member to accelerate AI-integrated developer tools

DevFeed: [Google joins the Eclipse Foundation as a strategic member to accelerate AI-integrated developer tools](<https://devfeed.tech/articles/google-joins-the-eclipse-foundation-as-a-strategic-member-to-accelerate-ai-integrated-developer-tools-34309.md>)

Original publisher: [Read original article](<http://opensource.googleblog.com/2026/06/google-joins-the-eclipse-foundation-as-a-strategic-member-to-accelerate-ai-integrated-developer-tools.html>)

Author: Google Open Source (noreply@blogger.com)

Published: 2026-06-10T18:30:00Z

Content type: news

Language: en

Sources: [Google Open Source Blog](<https://devfeed.tech/sources/google-open-source-blog.md>)

Topics: [Google](<https://devfeed.tech/topics/google.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [dev-tools](<https://devfeed.tech/topics/dev-tools.md>), [google-antigravity](<https://devfeed.tech/topics/google-antigravity.md>), [Extension](<https://devfeed.tech/topics/extension.md>), [Critical Infrastructure](<https://devfeed.tech/topics/critical-infrastructure.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-integrated](<https://devfeed.tech/tags/ai-integrated.md>), [antigravity](<https://devfeed.tech/tags/antigravity.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [developer-tools](<https://devfeed.tech/tags/developer-tools.md>), [eclipse-foundation](<https://devfeed.tech/tags/eclipse-foundation.md>), [google](<https://devfeed.tech/tags/google.md>), [google-ospo](<https://devfeed.tech/tags/google-ospo.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [open-source-security](<https://devfeed.tech/tags/open-source-security.md>)

### AI overview

Google joined the Eclipse Foundation as a Strategic Member in April 2026. It will sponsor Open VSX, participate in the foundation's governance, and support open infrastructure for AI-integrated developer platforms, along with open source security and regulatory compliance initiatives.

### Source excerpt

by amanda casari & Mike Bufano, Google Open Source Collaboration with the Eclipse Foundation will support open infrastructure for AI-integrated developer platforms like Google Antigravity, while advancing broader open source security and regulatory compliance initiatives As of April 2026, Google has joined the Eclipse Foundation as a Strategic Member, reflecting the company's continued investment in open source technologies and modern developer infrastructure. As part of this collaboration, Google will additionally sponsor Open VSX and is among the first adopters of the recently announced Open VSX Managed Registry service. Open VSX is the open source, vendor-neutral extension registry for tools built on the VS Code™ extension API. It powers a rapidly growing ecosystem of AI-integrated IDEs, cloud development environments, and developer platforms, including Google Antigravity, AWS's Kiro, Cursor, and, Windsurf among many others. As a Strategic Member, Google will participate in the Eclipse Foundation's Board of Directors and Technical Advisory Council, helping guide the technical and strategic direction of one of the world's leading open source software foundations. "The industry is feeling the massive turning point as AI continues to change how developers write, deploy, and maintain software," said amanda casari of Google's Open Source Programs Office and new Eclipse Board member. "Joining The Eclipse Foundation as a Strategic Member ensures that the next generation of AI-integrated developer experiences--including platforms like Google Antigravity--are built in partnership with transparent, vendor-neutral foundations. Open registries, like Open VSX, are critical infrastructure which keep the global developer ecosystem open to everyone." Google and the Eclipse Foundation share a deep history, having collaborated across numerous initiatives since 2006. This Strategic Membership elevates the relationship and support critical to modern initiatives like Open VSX, Open Reg

## Audit trails are a feature, not a compliance tax

DevFeed: [Audit trails are a feature, not a compliance tax](<https://devfeed.tech/articles/audit-trails-are-a-feature-not-a-compliance-tax-9179.md>)

Original publisher: [Read original article](<https://webflowmarketingmain.com/blog/audit-trails-not-a-compliance-tax>)

Author: Mohit Bansal

Published: 2026-06-04T00:00:00Z

Content type: article

Language: en

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

Topics: [Logging](<https://devfeed.tech/topics/logging.md>), [log management](<https://devfeed.tech/topics/log-management.md>), [SIEM, Security](<https://devfeed.tech/topics/siem-security.md>), [Security](<https://devfeed.tech/topics/security.md>)

Tags: [compliance](<https://devfeed.tech/tags/compliance.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [logging](<https://devfeed.tech/tags/logging.md>), [logs](<https://devfeed.tech/tags/logs.md>), [nis2](<https://devfeed.tech/tags/nis2.md>), [security](<https://devfeed.tech/tags/security.md>), [siem](<https://devfeed.tech/tags/siem.md>), [soc-2](<https://devfeed.tech/tags/soc-2.md>)

### AI overview

The article argues that audit logging has evolved from an overlooked compliance requirement into a product capability. Queryable, timestamped logs can support sales, vendor evaluations, accountability for AI agents, and more complete breach reconstruction.

### Source excerpt

Logging used to satisfy auditors. Now it closes deals, holds AI agents accountable, and decides whether you can reconstruct a breach.

## AI-driven zero-day combinations are challenging software security and open-source consumption

DevFeed: [AI-driven zero-day combinations are challenging software security and open-source consumption](<https://devfeed.tech/articles/the-hardest-fork-13253.md>)

Original publisher: [Read original article](<https://www.chainguard.dev/unchained/the-hardest-fork>)

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

Content type: opinion

Language: en

Sources: [Chainguard: Unchained](<https://devfeed.tech/sources/chainguard-unchained.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [open-source-security](<https://devfeed.tech/topics/open-source-security.md>), [Security](<https://devfeed.tech/topics/security.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [Machine Learning, Security Attacks](<https://devfeed.tech/topics/machine-learning-security-attacks.md>), [Critical Infrastructure](<https://devfeed.tech/topics/critical-infrastructure.md>), [openssf](<https://devfeed.tech/topics/openssf.md>), [sigstore](<https://devfeed.tech/topics/sigstore.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [anthropic-mythos](<https://devfeed.tech/tags/anthropic-mythos.md>), [chainguard-containers](<https://devfeed.tech/tags/chainguard-containers.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [fork](<https://devfeed.tech/tags/fork.md>), [mfa](<https://devfeed.tech/tags/mfa.md>), [mythos](<https://devfeed.tech/tags/mythos.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [open-source-security](<https://devfeed.tech/tags/open-source-security.md>), [openssf](<https://devfeed.tech/tags/openssf.md>), [oss](<https://devfeed.tech/tags/oss.md>), [project-glasswing](<https://devfeed.tech/tags/project-glasswing.md>), [rust](<https://devfeed.tech/tags/rust.md>), [sast](<https://devfeed.tech/tags/sast.md>), [secure-open-source](<https://devfeed.tech/tags/secure-open-source.md>), [security](<https://devfeed.tech/tags/security.md>), [sigstore](<https://devfeed.tech/tags/sigstore.md>)

### AI overview

The article argues that Mythos represents a potential new class of software-security threat: AI-driven combinations of existing issues that can produce more serious attacks than individual scanner findings. It discusses the limits of government regulation and calls for stronger trust infrastructure, coordinated disclosure, and safer open-source consumption.

### Source excerpt

Mythos is changing software security fast. AI-driven zero-days demand new trust infrastructure, coordinated disclosure, and secure open source consumption.

## Canada's CPCSC and Bill C-8 are coming. Here's what you need to do.

DevFeed: [Canada's CPCSC and Bill C-8 are coming. Here's what you need to do.](<https://devfeed.tech/articles/canada-s-cpcsc-and-bill-c-8-are-coming-here-s-what-you-need-to-do-12917.md>)

Original publisher: [Read original article](<https://www.chainguard.dev/unchained/canadas-cpcsc-and-bill-c-8-are-coming-heres-what-you-need-to-do>)

Published: 2026-05-14T00:00:00Z

Content type: article

Language: en

Sources: [Chainguard: Unchained](<https://devfeed.tech/sources/chainguard-unchained.md>)

Topics: [chainguard](<https://devfeed.tech/topics/chainguard.md>), [Cybersecurity](<https://devfeed.tech/topics/cybersecurity.md>), [Critical Infrastructure](<https://devfeed.tech/topics/critical-infrastructure.md>), [Security](<https://devfeed.tech/topics/security.md>), [Containers](<https://devfeed.tech/topics/containers.md>), [Cloud Native Ecosystem](<https://devfeed.tech/topics/cloud-native-ecosystem.md>)

Tags: [bill-c-8](<https://devfeed.tech/tags/bill-c-8.md>), [canada-cmmc](<https://devfeed.tech/tags/canada-cmmc.md>), [canadian-program-for-cyber-security-certification](<https://devfeed.tech/tags/canadian-program-for-cyber-security-certification.md>), [chainguard](<https://devfeed.tech/tags/chainguard.md>), [chainguard-containers](<https://devfeed.tech/tags/chainguard-containers.md>), [chainguard-libraries](<https://devfeed.tech/tags/chainguard-libraries.md>), [cmmc](<https://devfeed.tech/tags/cmmc.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [containers](<https://devfeed.tech/tags/containers.md>), [cpcsc](<https://devfeed.tech/tags/cpcsc.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [federal-compliance](<https://devfeed.tech/tags/federal-compliance.md>), [fedramp](<https://devfeed.tech/tags/fedramp.md>), [nist](<https://devfeed.tech/tags/nist.md>), [zero-cve-containers](<https://devfeed.tech/tags/zero-cve-containers.md>)

### AI overview

This article explains Canada's Canadian Program for Cyber Security Certification (CPCSC) and Bill C-8, focusing on the implications for defence suppliers and organizations in critical infrastructure. It describes the CPCSC as a mandatory cybersecurity certification regime, compares its technical basis with CMMC and NIST Special Publications 800-171 and 800-172, and outlines why organizations should prepare for Level 1 requirements. The article also describes how Chainguard can help Canadian defence suppliers meet those requirements with secure, zero-CVE containers.

### Source excerpt

CPCSC compliance is coming fast. Learn how Chainguard helps Canadian defence suppliers meet Level 1 requirements with secure, zero-CVE containers.

## Chainguard brings first-party RHEL 9 and RHEL 10 RPM support to Chainguard OS, joins FINOS

DevFeed: [Chainguard brings first-party RHEL 9 and RHEL 10 RPM support to Chainguard OS, joins FINOS](<https://devfeed.tech/articles/chainguard-brings-first-party-rhel-9-and-rhel-10-rpm-support-to-chainguard-os-joins-finos-12933.md>)

Original publisher: [Read original article](<https://www.chainguard.dev/unchained/chainguard-brings-first-party-rhel-9-and-rhel-10-rpm-support-to-chainguard-os-joins-finos>)

Published: 2026-05-11T00:00:00Z

Content type: news

Language: en

Sources: [Chainguard: Unchained](<https://devfeed.tech/sources/chainguard-unchained.md>)

Topics: [chainguard](<https://devfeed.tech/topics/chainguard.md>), [chainguard os](<https://devfeed.tech/topics/chainguard-os.md>), [chainguard containers](<https://devfeed.tech/topics/chainguard-containers.md>), [Security](<https://devfeed.tech/topics/security.md>), [Critical Infrastructure](<https://devfeed.tech/topics/critical-infrastructure.md>), [Package Management](<https://devfeed.tech/topics/package-management.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [Cloud Native Ecosystem](<https://devfeed.tech/topics/cloud-native-ecosystem.md>), [Resilience](<https://devfeed.tech/topics/resilience.md>), [APK](<https://devfeed.tech/topics/apk.md>), [Linux](<https://devfeed.tech/topics/linux.md>)

Tags: [chainguard](<https://devfeed.tech/tags/chainguard.md>), [chainguard-containers](<https://devfeed.tech/tags/chainguard-containers.md>), [chainguard-finserv](<https://devfeed.tech/tags/chainguard-finserv.md>), [chainguard-os](<https://devfeed.tech/tags/chainguard-os.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [cloud-native](<https://devfeed.tech/tags/cloud-native.md>), [compatibility](<https://devfeed.tech/tags/compatibility.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [container](<https://devfeed.tech/tags/container.md>), [container-images](<https://devfeed.tech/tags/container-images.md>), [containers](<https://devfeed.tech/tags/containers.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [cve](<https://devfeed.tech/tags/cve.md>), [dependencies](<https://devfeed.tech/tags/dependencies.md>), [hardening](<https://devfeed.tech/tags/hardening.md>), [images](<https://devfeed.tech/tags/images.md>), [linux](<https://devfeed.tech/tags/linux.md>), [make](<https://devfeed.tech/tags/make.md>), [mythos](<https://devfeed.tech/tags/mythos.md>), [open](<https://devfeed.tech/tags/open.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [project-glasswing](<https://devfeed.tech/tags/project-glasswing.md>), [rhel](<https://devfeed.tech/tags/rhel.md>), [rhel-10](<https://devfeed.tech/tags/rhel-10.md>), [rhel-9](<https://devfeed.tech/tags/rhel-9.md>)

### AI overview

Chainguard announces first-party RHEL 9 and RHEL 10 RPM compatibility for packages in Chainguard Containers built on Chainguard OS. The company also announces that it is joining FINOS to support open source collaboration in financial infrastructure.

### Source excerpt

Chainguard adds first-party RHEL 9/10 RPM compatibility and joins FINOS, helping financial institutions modernize securely for the AI-driven threat era.

[Next page](<https://devfeed.tech/tags/critical-infrastructure.md?cursor=WyIyMDI2LTA1LTExVDAwOjAwOjAwKzAwOjAwIiwgImZhMzhkNGZmLWJiZWQtNDFiYy1iZDljLTRiYzE0YTQ5MjhkMSJd>)