# alert fatigue

Published articles for alert fatigue.

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

## The only perfect Endpoint Prevention and Response (EPR) score in 2026 belongs to Elastic

DevFeed: [The only perfect Endpoint Prevention and Response (EPR) score in 2026 belongs to Elastic](<https://devfeed.tech/articles/the-only-perfect-endpoint-prevention-and-response-epr-score-in-2026-belongs-to-elastic-26916.md>)

Original publisher: [Read original article](<https://www.elastic.co/blog/av-comparatives-epr-test-2026>)

Author: Mia LaVada

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

Content type: article

Language: en

Sources: [Elastic Blog - Elasticsearch, Kibana, and ELK Stack](<https://devfeed.tech/sources/elastic-blog-elasticsearch-kibana-and-elk-stack.md>)

Topics: [Endpoint Security & XDR](<https://devfeed.tech/topics/endpoint-security-xdr.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [Security](<https://devfeed.tech/topics/security.md>), [SOC](<https://devfeed.tech/topics/soc.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [alert-fatigue](<https://devfeed.tech/tags/alert-fatigue.md>), [analysts](<https://devfeed.tech/tags/analysts.md>), [investigation-incident-response-security-compliance-security-analytics-xdr](<https://devfeed.tech/tags/investigation-incident-response-security-compliance-security-analytics-xdr.md>), [obfuscation](<https://devfeed.tech/tags/obfuscation.md>), [persistence](<https://devfeed.tech/tags/persistence.md>), [protection](<https://devfeed.tech/tags/protection.md>), [security](<https://devfeed.tech/tags/security.md>), [security-endpoint-security](<https://devfeed.tech/tags/security-endpoint-security.md>), [soc](<https://devfeed.tech/tags/soc.md>), [techniques](<https://devfeed.tech/tags/techniques.md>), [testing](<https://devfeed.tech/tags/testing.md>), [tooling](<https://devfeed.tech/tags/tooling.md>), [usb](<https://devfeed.tech/tags/usb.md>)

### AI overview

Elastic describes its results in the 2026 AV-Comparatives Endpoint Prevention and Response test, reporting 100% protection scores, zero false alerts, and the lowest modeled operational footprint among tested products. The article explains that Elastic stopped all 50 attack scenarios at the initial phase.

### Source excerpt

Elastic sits at the very top of this year's AV-Comparatives' CyberRisk Quadrant within the 2026 Endpoint Prevention and Response (EPR) test with the highest protection scores at 100%. Learn more.

## Approval fatigue is agent governance's next attack surface

DevFeed: [Approval fatigue is agent governance's next attack surface](<https://devfeed.tech/articles/approval-fatigue-is-agent-governance-s-next-attack-surface-16000.md>)

Original publisher: [Read original article](<https://workos.com/blog/approval-fatigue-agent-governance>)

Author: WorkOS

Published: 2026-08-05T00:00:00Z

Content type: opinion

Language: en

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

Topics: [Security](<https://devfeed.tech/topics/security.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [agentic](<https://devfeed.tech/tags/agentic.md>), [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [alert-fatigue](<https://devfeed.tech/tags/alert-fatigue.md>), [false-positives](<https://devfeed.tech/tags/false-positives.md>), [governance](<https://devfeed.tech/tags/governance.md>)

### AI overview

The article argues that repeated approval prompts can create approval fatigue in agentic AI systems. As requests accumulate, people may skim or approve them reflexively, weakening the intended safety control. It connects this pattern to alert fatigue and consent fatigue and discusses how attackers could intentionally trigger it through prompts.

### Source excerpt

Security teams have studied alert fatigue for a decade. In 2026, attackers started writing prompts designed to trigger it in agents on purpose.

## How to Connect Prometheus Alerts to an Event-Driven AI Agent for Initial Investigation

DevFeed: [How to Connect Prometheus Alerts to an Event-Driven AI Agent for Initial Investigation](<https://devfeed.tech/articles/event-driven-ai-agents-with-prometheus-alerts-from-page-to-root-cause-17482.md>)

Original publisher: [Read original article](<https://kodekloud.com/blog/event-driven-ai-agents-prometheus-alerts/>)

Author: Pramodh Kumar M

Published: 2026-07-23T15:00:31Z

Content type: tutorial

Language: en

Sources: [Kubernetes - KodeKloud Blog | DevOps, Cloud, Kubernetes, AI Tutorials & More](<https://devfeed.tech/sources/kubernetes-kodekloud-blog-devops-cloud-kubernetes-ai-tutorials-more.md>)

Topics: [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [Prometheus](<https://devfeed.tech/topics/prometheus.md>), [event driven](<https://devfeed.tech/topics/event-driven.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Slack](<https://devfeed.tech/topics/slack.md>), [Deployment](<https://devfeed.tech/topics/deployment.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>), [aiops](<https://devfeed.tech/tags/aiops.md>), [alert-fatigue](<https://devfeed.tech/tags/alert-fatigue.md>), [alert-manager](<https://devfeed.tech/tags/alert-manager.md>), [alert-triage](<https://devfeed.tech/tags/alert-triage.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [auto-remediation](<https://devfeed.tech/tags/auto-remediation.md>), [automated-incident-response](<https://devfeed.tech/tags/automated-incident-response.md>), [automation](<https://devfeed.tech/tags/automation.md>), [devaiops](<https://devfeed.tech/tags/devaiops.md>), [event-driven](<https://devfeed.tech/tags/event-driven.md>), [event-driven-ai-agents-with-prometheus-alerts](<https://devfeed.tech/tags/event-driven-ai-agents-with-prometheus-alerts.md>), [guide](<https://devfeed.tech/tags/guide.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [kubernetes-ai-agent](<https://devfeed.tech/tags/kubernetes-ai-agent.md>), [prometheus](<https://devfeed.tech/tags/prometheus.md>), [prometheus-alert-rules](<https://devfeed.tech/tags/prometheus-alert-rules.md>), [prometheus-alertmanager-webhook](<https://devfeed.tech/tags/prometheus-alertmanager-webhook.md>), [root-cause-analysis](<https://devfeed.tech/tags/root-cause-analysis.md>), [slack](<https://devfeed.tech/tags/slack.md>), [sre](<https://devfeed.tech/tags/sre.md>), [sre-automation](<https://devfeed.tech/tags/sre-automation.md>)

### AI overview

This guide explains how to connect Prometheus and Alertmanager to an event-driven AI agent that investigates alerts before a human responds. It covers the architecture, read-only investigation tools, alert-rule annotations, safety guardrails, and a progression toward guarded remediation.

### Source excerpt

Every page interrupts a human, yet most alerts end in the same ten investigation steps. Here is how event driven AI agents catch Prometheus alerts and do that first pass before you even look at your phone.

## Using SLOs and OpenTelemetry to reduce alert fatigue

DevFeed: [Using SLOs and OpenTelemetry to reduce alert fatigue](<https://devfeed.tech/articles/how-to-make-your-customers-happy-and-your-engineers-even-happier-33272.md>)

Original publisher: [Read original article](<https://8thlight.com/insights/how-to-make-your-customers-happy-and-your-engineers-even-happier>)

Author: Andy Smith

Published: 2025-08-18T19:03:00Z

Content type: tutorial

Language: en

Sources: [8th Light Insights](<https://devfeed.tech/sources/8th-light-insights.md>)

Topics: [observability](<https://devfeed.tech/topics/observability.md>), [site-reliability-engineering](<https://devfeed.tech/topics/site-reliability-engineering.md>), [Prometheus](<https://devfeed.tech/topics/prometheus.md>), [OpenTelemetry](<https://devfeed.tech/topics/opentelemetry.md>), [incident](<https://devfeed.tech/topics/incident.md>)

Tags: [alert-fatigue](<https://devfeed.tech/tags/alert-fatigue.md>), [delivery-and-practice](<https://devfeed.tech/tags/delivery-and-practice.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [observability](<https://devfeed.tech/tags/observability.md>), [prometheus](<https://devfeed.tech/tags/prometheus.md>)

### AI overview

The article describes how frequent, non-customer-impacting alerts can cause alert fatigue and delay detection of production incidents. It presents Service Level Objectives and increased observability with OpenTelemetry as changes intended to focus engineers on user-impacting failures.

### Source excerpt

How to make your customers happy and your engineers even happier It's common for monitoring and alerting solutions on production services to be quite chatty, sometimes producing hundreds of notifications per day. There's a scene in the classic film The Matrix where one of the characters (Cypher) is looking at a screen with green unintelligible code. He's asked: "Do you always look at it encoded?" He responds by telling Neo he doesn't see code, just what it represents. After some time in The Matrix like Cypher, in the sea of notifications you understand what they mean and know what is important. Unfortunately, for your new team members they have to learn what they mean and may have no idea what customer impact these alerts have. If too many of these notifications are not customer impacting and just informational what follows is "alert fatigue", you begin to tune out from them because of the volume. This becomes "dangerous" when you miss something in the noise that IS important. You can bet that the notification you missed will lead to a 3AM support call from an irate customer which is SLO not fun! Scenario I joined an eight person team for a large enterprise client that had a few production incidents. There were two in July which were high stress problems, the team worked impeccably to resolve them. However, users of the website noticed them first, called Customer Support, then it was "all hands on deck" to try and resolve. This is known internally as a "Major Incident"*. The team fixed the issues and everyone was happy but of course the damage was already done, reputation was harmed. We were in reactive fire fighting mode. It doesn't have to be like this. It was not the case that there was no monitoring, there were SLO many Prometheus alerts firing, and that's the problem. Due to the frequency of these alerts, a lot of them were ignored. They didn't tell the engineers specifically that a key feature of the site was not working. Just because a pod has crashed with "o

## CNAScorecard.org Measures CVE Data Quality and Completeness

DevFeed: [CNAScorecard.org Measures CVE Data Quality and Completeness](<https://devfeed.tech/articles/a-new-era-of-transparency-for-cve-data-quality-27474.md>)

Original publisher: [Read original article](<https://jerrygamblin.com/2025/08/14/a-new-era-of-transparency-for-cve-data-quality/>)

Author: jgamblin

Published: 2025-08-14T00:43:12Z

Content type: opinion

Language: en

Sources: [Jerry Gamblin](<https://devfeed.tech/sources/jerry-gamblin.md>)

Topics: [Data Quality](<https://devfeed.tech/topics/data-quality.md>), [Vulnerabilities](<https://devfeed.tech/topics/vulnerabilities.md>), [NVD](<https://devfeed.tech/topics/nvd.md>)

Tags: [alert-fatigue](<https://devfeed.tech/tags/alert-fatigue.md>), [cve](<https://devfeed.tech/tags/cve.md>), [cve-data](<https://devfeed.tech/tags/cve-data.md>), [data-quality](<https://devfeed.tech/tags/data-quality.md>), [nvd](<https://devfeed.tech/tags/nvd.md>), [uncategorized](<https://devfeed.tech/tags/uncategorized.md>), [vulnerabilities](<https://devfeed.tech/tags/vulnerabilities.md>)

### AI overview

The article introduces CNAScorecard.org, a public scorecard intended to measure the quality and completeness of CVE data supplied by CVE Numbering Authorities. It describes missing or incomplete weakness, product, severity, and fix information as a practical vulnerability-management problem, and connects the effort to the NVD backlog.

### Source excerpt

I'm incredibly excited to finally share something I've been pouring my heart into at RogoLabs. For those of you who caught my talk at BSidesLV, you got a sneak peek, but today it's official: CNAScorecard.org is live! For years, the CVE program has been our shared language for identifying vulnerabilities. But lately, we've all felt ... Read more

## Know your tools: The full range of Elastic Security's detection engineering capabilities

DevFeed: [Know your tools: The full range of Elastic Security's detection engineering capabilities](<https://devfeed.tech/articles/know-your-tools-the-full-range-of-elastic-security-s-detection-engineering-capabilities-21083.md>)

Original publisher: [Read original article](<https://www.elastic.co/blog/elastic-security-detection-engineering>)

Author: Kseniia Ignatovych

Published: 2024-11-12T05:00:00Z

Content type: article

Language: en

Sources: [Elastic Blog - Elasticsearch, Kibana, and ELK Stack](<https://devfeed.tech/sources/elastic-blog-elasticsearch-kibana-and-elk-stack.md>)

Topics: [Detection engineering](<https://devfeed.tech/topics/detection-engineering.md>), [Security](<https://devfeed.tech/topics/security.md>), [SIEM, Security](<https://devfeed.tech/topics/siem-security.md>), [threat detection](<https://devfeed.tech/topics/threat-detection.md>), [alert triage](<https://devfeed.tech/topics/alert-triage.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>)

Tags: [alert-fatigue](<https://devfeed.tech/tags/alert-fatigue.md>), [alert-triage](<https://devfeed.tech/tags/alert-triage.md>), [automated](<https://devfeed.tech/tags/automated.md>), [automated-threat-protection-cybersecurity-defense-security-compliance](<https://devfeed.tech/tags/automated-threat-protection-cybersecurity-defense-security-compliance.md>), [blog](<https://devfeed.tech/tags/blog.md>), [detection-engineering](<https://devfeed.tech/tags/detection-engineering.md>), [elastic](<https://devfeed.tech/tags/elastic.md>), [features](<https://devfeed.tech/tags/features.md>), [latest-features](<https://devfeed.tech/tags/latest-features.md>), [quality](<https://devfeed.tech/tags/quality.md>), [security](<https://devfeed.tech/tags/security.md>), [security-siem](<https://devfeed.tech/tags/security-siem.md>), [siem](<https://devfeed.tech/tags/siem.md>), [threat-detection](<https://devfeed.tech/tags/threat-detection.md>), [tools](<https://devfeed.tech/tags/tools.md>), [workflows](<https://devfeed.tech/tags/workflows.md>)

### AI overview

This Elastic Security blog provides an overview of detection engineering capabilities, including customizable prebuilt rules, alert suppression, manual rule runs, automated case creation, and machine learning jobs.

### Source excerpt

This blog provides a comprehensive overview of the detection capabilities available in Elastic Security. Learn about the latest features and get useful tips and tricks for your detection practice!