Tag

MLOps

50 articles

Latest in MLOps

Blogs

DevOps Dozen 2026 Nominations Are Open: Recognizing the People and Technology Moving DevOps Forward

When we launched the DevOps Dozen in 2015, we wanted to recognize the people, projects and companies helping this community move forward. We saw the work happening across DevOps every day at DevOps.com. The awards gave our readers…

Oct 1, 20263 min

All MLOps Articles

Showing 1–24 of 50

Sep16

Blogs

Why MLOps Pipelines Need Security Audits

A practical SecMLOps experiment shows how Apache Airflow ML pipelines can adopt DevSecOps controls for secrets, validation, artifact integrity and auditable security evidence.

3 min

Aug25

CI/CD for AI-Enabled Applications: Why Traditional Deployment Pipelines Need to Evolve

Traditional CI/CD pipelines are optimized around a familiar assumption: source code changes, automated tests validate the change, a build artifact is produced, and the application…

3 min

Jul15

Blogs

From AI Hype to AI Assurance: How Engineering Teams Can Safely Ship AI-Enabled Software

AI has moved very quickly from experimentation to production. A few years ago, many organizations were still asking whether AI could improve their products or internal workflows. T…

3 min

Feb20

Why AI Makes Requirements a Runtime Artifact

In traditional software, requirements are static design-time artifacts. In AI-enabled systems, they must be continuously observed and enforced in production. Learn how AI collapses…

3 min

Feb03

Contributed Content

Top 15 DevOps Trends to Watch in 2026

Launched in 2008, the audio streaming platform Spotify has more than 200 million active users worldwide. Initially, Spotify relied on a homegrown container orchestration system cal…

3 min

Jan27

The Four Knobs of AI Agent Reliability: A DevOps Perspective

AI agents aren’t chatbots—they’re systems that act. This guide cuts through the hype to show how DevOps teams can configure, trust, and run AI agents reliably in production.

3 min

Jan09

Ready or Not, AI is Rewriting the Rules for Software Testing

Discover how the emergence of autonomous AI agents is revolutionizing software quality assurance, emphasizing behavior validation, MLOps, and dynamic testing frameworks.

3 min

Dec17

Contributed Content

DevOps for GenAI Toronto Edition Hackathon: Unlocking New Opportunities

This week in Toronto, at the DevOps for GenAI Hackathon, something remarkable occurred: Industry professionals, academic leaders and learners representing top academic institutions…

3 min

Nov19

SRE in the Age of AI: What Reliability Looks Like When Systems Learn

As AI and ML become core production components, SRE is evolving from managing deterministic systems to ensuring the reliability of dynamic, learning systems. New metrics, workflows…

3 min

Nov17

Contributed Content

DevOps for GenAI Toronto Edition Hackathon: Unlocking New AI Market Opportunities

Toronto’s vibrant tech community is abuzz as the DevOps for GenAI Hackathon returns with John Willis, this time with ambitious new themes that reflect both global trends and unique…

3 min

Nov13

Blogs

JFrog Adds Ability to Track Usage of AI Coding Tools

JFrog introduces AI-Generated Code Detection and Shadow AI Detection tools to identify AI-created code, track model usage, and enhance DevSecOps governance across software supply c…

3 min

Nov06

From Code to Confidence: Building AI Apps That Earn User Trust

As 65% of users report issues with AI applications, trust has become the new UX battleground. Learn how developers can build fair, transparent, and reliable AI systems through huma…

3 min

Oct09

Whose Ops is it Anyway? How IDPs, AI and Security are Evolving Developer Culture

It was only a few years ago that perhaps the biggest hurdle for DevOps advocates was convincing leadership that it was worth the investment. That conversation has since shifted. In…

3 min

Sep26

Video Interviews

MLOps at Scale: How Community Is Driving AI Into Production

At swampUP 2025, Alan caught up with Demetrios Brinkmann, founder of the MLOps Community, to discuss the growing gap between AI research and real-world production deployments. Brin…

3 min

Jul28

AI‑First DevOps is Becoming the Default

AI-first DevOps is fast becoming the firm default and is now seen as the operational baseline rather than an experimental trend.

3 min

Apr15

MLOps for Green AI: Building Sustainable Machine Learning in the Cloud

Enter MLOps for Green AI: A fusion of machine learning operations (MLOps) and sustainable DevOps practices that promise to make AI not just smarter, but greener.

3 min

Aug07

Blogs

Focus on Basics or Innovation? DevOps Success Requires Both

DevOps teams are experiencing a chasm between traditionalists and innovators — a rift that grows as pressure mounts for teams to leverage the latest advancements. Traditionalists a…

3 min

Jul24

DevOps for Machine Learning and Artiﬁcial Intelligence

DevOps for machine learning and artiﬁcial intelligence, known as MLOps, evolves to meet the demands of the AI landscape.

3 min

Jun25

Blogs

JFrog Acquires Qwak to Meld MLOps and DevOps Workflows

JFrog today revealed it has acquired Qwak to add a machine learning operations (MLOps) platform to its existing portfolio of DevOps tools and platforms.

3 min

Mar22

Blogs

Edge Computing Requires DevOps at Scale

The rise of edge computing will drive a long-overdue convergence of DevOps, data engineering, security, networking, OT and MLOps best practices.

3 min

Mar04

Blogs

Five Great DevOps Job Opportunities

Looking for a great new DevOps job? Check out these available opportunities at New York City’s MTA, Mayo Clinic and more!

3 min

Feb28

JFrog Extends MLOps Integration Efforts via Qwak Alliance

JFrog’s integration with Qwak’s MLOps platform will advance collaboration between teams building and deploying multiple classes of software artifacts.

3 min

Feb19

6 Transformative Mainframe Predictions for 2024

The success of organizations in today’s digital economy demands speed — the ability to quickly respond to market trends with new applications and services, instant access to critic…

3 min