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The latest AI news, analysis and insights from DevOps.com.

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AI

Automatic Right-Sizing is Magical Thinking

Some months ago, AWS evangelist Corey Quinn wrote a short blog post titled “Right Sizing Your Instances Is Nonsense.” As usual, Corey was spot-on in his takedown of cost-reduction-magic-AI industry hype. But his piece only scratches the surface. I would take the argument a step farther and say that anyone who tells you they can […]

Avishai Ish-Shalom · Jun 21, 2021
AI

WSO2 Applies AI to API Management

WSO2 today unfurled a Choreo cloud platform through which DevOps teams can create and manage application programming interfaces (APIs) more efficiently by leveraging machine learning algorithms and other forms of artificial intelligence (AI). Eric Newcomer, WSO2 CTO, said the integration platform-as-a-service (iPaaS) eliminates all the tasks associated with setting up a platform for and managing […]

Mike Vizard · Jun 16, 2021
AI

Harness Employs ML to Streamline DevOps Workflows

At the online {Unscripted} 2021 conference, Harness today announced an update to its namesake DevOps platform that includes support for feature flags that expose new capabilities to a select number of users for testing purposes along with the ability to prioritize the running of those tests based on the likelihood an application is likely to […]

Mike Vizard · Jun 16, 2021
AI

How Low-Code is Anchoring the Digital-First Enterprise

When the pandemic hit, digital transformation was accelerated, and many companies turned to low-code development in the hopes of winning in the new agile world. Technology aficionados have heard the phrase, “Faster, better, cheaper — pick two.” Fortunately, low-code gives you all three and then some, adding “flexible” to the mix. It’s no surprise that […]

Jon Knisley · Jun 15, 2021
AI

Leveraging AI in DevOps for Non-Linear Scaleup

With technology evolving in leaps and bounds, AI is shaping the future of digital transformation for every business seeking speed, scalability, quality and flexibility. Since DevOps is on the verge of delivering exceptional software development environments, DevOps in AI is undeniably the next breakthrough in technology. We’ve witnessed every industry racing toward the adoption of […]

Deepak Gupta · Jun 9, 2021
AI

Why AIOps Is Critical for Pandemic Business Recovery

As businesses worked to stay afloat over the last year, innovation in many areas fell behind. Business leaders struggled to understand the short-term and long-term impact the COVID-19 pandemic would have on their business, while employees worried about losing their jobs and customers scrambled to rearrange budgets. As we near the end and can finally […]

Sean McDermott · Jun 4, 2021
AI

GitLab Acquires UnReview to Further AI Ambitions

GitLab announced this week it has acquired UnReview, a provider of a tool that employs machine learning algorithms to identify which expert code reviewers to assign to a project based on both the quality of their previous efforts and current workloads. David DeSanto, senior director for product management at GitLab, said the acquisition of UnReview […]

Mike Vizard · Jun 3, 2021
AI

How IT Can Use AI To Prepare For Uncertainty

The past year has been unpredictable for businesses – from migrating to remote work to planning for a return to offices to keeping pace with shifting government guidelines. With so much in flux, it was and is a good reminder that organizations must be prepared for the unexpected and have contingency plans in place. From […]

Bob Friday · Jun 1, 2021
AI

IT Ops Takes Center Stage

When people talk about the last 18 months, most will remember it as a disruptive time when nothing felt certain. Yet, for many IT Ops and network operation center (NOC) leaders, it was the year they stepped out of the darkness and into the spotlight. Suddenly, it mattered deeply who was maintaining those services we […]

Bryan Dell · May 25, 2021
AI

Automation is Needed for Reliable Cloud Platforms

From six to 1,400 microservices in less than five years? At first glance, that sounds like overwhelming complexity. Can you actually see the entire system across all of the microservices? This is the key to highly available and reliable SaaS cloud platforms. But what does this mean, and how can SaaS providers achieve it? Over […]

Mike Tria · May 24, 2021
AI

Three Ways Machine Learning Can Change Incident Management

Incident management for important applications has many connotations, many of them negative. Most are well-deserved. Stress, panic, hurry, urgent, drop-everything, all-hands-on-deck, emergency, to name a few. Typically, there is a critical problem, ranging from complete failure to loss of certain functionality or performance. The problem or outage potentially means loss of revenue, loss of customers, […]

Ajay Singh · May 21, 2021
AI

OpsRamp Extends AIOps Reach to Embrace Prometheus

OpsRamp today announced it has added the ability to ingest data captured via the open source Prometheus monitoring software into its namesake IT operations platform infused with machine learning algorithms. In addition, the company is adding support for customizable dashboards using the Prometheus Query Language to create visualizations of hybrid infrastructure performance. Also, a set […]

Mike Vizard · May 11, 2021
AI

CircleCI Acquires Vamp to Apply AI to CD

CircleCI today announced it has acquired Vamp, a provider of an orchestration platform for automating application releases. CircleCI at the same time revealed it has garnered an additional $100 million in financing to attain a $1.7 billion valuation. Jim Rose, CircleCI CEO, said Vamp will play a significant role in advancing the capabilities of the […]

Mike Vizard · May 11, 2021
AI

Why You Must Lead With AI

AI will soon be a necessary part of doing business. Every company will have an AI strategy in the same way that they have a social media strategy, branding strategy, talent strategy, etc. So if you want to stand out from the competition and gain an edge, you can’t just use AI; you must lead […]

Alyssa Rochwerger · May 7, 2021
AI

Why Real-Time Asset Intelligence is a Must

Complexity breaks correlation. Intelligence brings cohesion. This simple principle is what makes real-time asset intelligence a must-have for AIOps that is meant to diffuse complexity. To further create a context for the user, it is critical to understand service dependencies and correlate alerts across the stack to resolve incidents. Why not just CMDB? CMDB systems […]

Srinivas Miriyala · May 3, 2021
AI

Three Manual Accessibility Testing Pain Points

According to industry research, the vast majority of IT leaders view test automation as the single most important factor in accelerating software innovation. This also applies to automated accessibility testing – a great first step for making websites accessible to persons with disabilities. The new breed of automated tools can catch nearly 83% of all […]

Sachin Gupta · Apr 23, 2021
AI

AI Reimagines Computation and Improves Software Development

While modern business software solutions unlock organizational efficiencies, agility and the ability to deliver new value to customers, such tools were not available when applications deployed on mainframe systems were being developed. Today, many of the Fortune 500 companies, the world’s largest banks and insurance companies and several of the largest retailers in the U.S. […]

Steve Brothers · Apr 20, 2021
AI

Do You Need a Cloud AI Engineer?

For all the technological advancements we are witnessing in AI and machine learning, the practical benefits remain elusive in the non-tech business world, frustrating decision-makers as AI investment climbs. For example, over the past several years, many Fortune 500 companies have invested in strong data science teams and AI labs, but still struggle when it comes […]

Sandeep Dutta · Apr 15, 2021
AI

Key NoOps Insights From DevOps Leaders

NoOps is coming, in some form or another. Whether you have homegrown DevOps or outsourced DevOps, it’s time to realize that a simpler way is coming: NoOps automation. We spoke with a group of IT pros to get their perspective and insights, including James Rutt, CIO, The Dana Foundation; Rahul Subramaniam, CEO, DevFactory; and Mark […]

Darren Broemmer · Mar 31, 2021
AI

Solvo Automatically Crafts Cloud Security Policies

Solvo today announced general availability of a namesake tool that automatically creates a least-privilege policy and applies it to application workloads deployed in the cloud. Previously available only as a private beta, Solvo will also continually analyze a workload after it’s been deployed to enable IT teams to adjust security policies as additional updates to […]

Mike Vizard · Mar 29, 2021
AI

5 Best Machine Learning Use Cases

Many industries are struggling with the ongoing COVID-19 pandemic, and the IT industry itself and the broader trend of transition to remote work over the last year revealed many areas where traditional approaches to managing businesses created unnecessary waste. Data science and its counterpart, machine learning, revealed that expansion in the ways technology can facilitate […]

Vyacheslav Gorlov · Mar 15, 2021
AI

How AI Will Drive Digital Twin 3.0

Testing is a critical task for digital twins, and AI will increase the efficacy of the testing model moving forward Physics calculations may work perfectly well in theory. On a blackboard, academic science is pretty predictable (outside of the quantum realm, perhaps). Yet, nothing is manufactured in a complete vacuum, is it? When it comes […]

Bill Doerrfeld · Mar 15, 2021
AI

The Promise of AI for DevOps in 2021

DevOps is a natural target for AI-driven efficiencies, as it involves frequently repeated processes that generate mountains of data. It seems reasonable to expect that, like other domains that require decisions to be made based on large volumes of data, AI will play an important role in DevOps, too. Definitions of AI vary considerably, so […]

Matt Dickens · Mar 5, 2021