It was the talk title that caught my eye – “Developer Insights: ML and Analytics on src/”. I was intrigued. I had a few ideas of how machine learning techniques could be used on source code, but I was curious to see what the state of the art looked like now. I attended the session at DevConf.cz 2020 by Christoph Görn and Francesco Murdaca of the AI and ML Center of Excellence in Red Hat to hear more.
The first question I had was “where did they come up with the project name Thoth?” My initial guess was that “Thoth” was an ice moon from the Star Wars universe, or maybe a demon from Buffy the Vampire Slayer. It turns out that Thoth is the Ancient Egyptian god of writing, magic, wisdom, and the moon. The Egyptian deity theme runs through the project, with components called Thamos, Kebechet, Amun, and Nepthys, among others.
The set of problems that Thoth aims to solve is an important one. Can we help developers identify the best library to use, by looking at what everyone else is using for a similar job? Can we help identify the source of common performance issues, and suggest speed-ups? Can we create a framework that can enforce compliance, and help minimize risk, as applications grow?
Continue reading “Using machine learning and analytics to help developers”
A well-known tactic for figuring out how to identify the root cause of a problem that has caused an outage in a production environment is to go back and see what the environment has been doing so far. Through the analysis of logs, developers and operators alike can determine usage information that ideally reveal what’s wrong with a given application or how it can be improved to work better.
In the early days of logging, there wasn’t a great deal of activity going on, so it was possible for a human being (or two) to examine such logs and figure out what was up. It didn’t hurt that the logs were not only sparse in content, but also not terribly complicated in terms of what they reported. Alerts such as “Help, my processor is melting” really didn’t take a lot to figure out how to fix. Applications now are more distributed and that further complicates the situation. But over time, logs got far more voluminous and more detailed in what they were reporting.
Continue reading “Diagnosing apps with AI”
Digital transformation is more than just a fancy buzzword. With 85 percent of Global 2000 CEOs believing in digital innovation as a driver of business success, it is estimated that nearly $2.1 trillion will be invested in digital transformation technologies in 2019.
According to Mary Johnston Turner, Director, Management Software BU Evangelism, the drivers to digital transformation are going to play a significant role in driving IT decision-making for the near-term future. Turner outlined the significant driving factors in her 2018 Summit breakout session “Transforming IT Ops: The future of IT automation & management.”
Continue reading “Transforming IT Operations: A Roadmap”
It’s no secret that to do their jobs well, developers often need to use as many tools as they can get their hands on to build the best application they can. For them, the right tools for the right job may consist of this version of component X and that version of component Y. But for another tool, entirely different versions of the same components might be needed.
For coders, this is usually just a matter of grabbing the different version of software they need off the internet, installing it, and using it to their heart’s content. No problem, right? Perhaps not for the developer, but from a systems administrator’s point of view, such installations can create systems that are very difficult to manage, particularly on the server side, where having software in packages that are supported and auditable is very much the preferred option.
Continue reading “Modularity: Establishing Balance Between Devs and Ops”
In this video from the Red Hat Summit 2018, Chief Security Architect Mike Bursell takes an enthusiastic look at three open source security technologies: DevSecOps, serverless computing, and Trusted Execution Environments.
These technologies are examples of where Red Hat’s longview is aimed for the security realm.
Continue reading “Getting Strategic About Security”
When we look to the future of applications and platforms, we need to keep an eye on the solutions of the past.
That is one of the main theses of Stephanos Bacon, Sr. Director of Portfolio Strategy at Red Hat, in this video from Red Hat Summit 2018, “Clouds Today, Serverless Tomorrow: Your Future Apps and Platforms”:
In order to understand the present situation around the many choices of languages and platforms a developer faces, Stephanos briefly walks through a 25 year year journey of enterprise software development. This journey is one of a “continuous-though-forward-moving cycle”.
This cycle looks back at itself to learn and adapt from the past while moving forward in response to changing market imperatives. While we may need new solutions, we also reach back in time to find seemingly old solutions that address new classes of problems.
Continue reading “Clouds Today, Serverless Tomorrow: Your Future Apps and Platforms”
In this video, Director of Product Management for Developer Tools Brad Micklea talks through ten trends Red Hat is investing in that are already reshaping the developer experience.
The idea of software development as a major creative source for innovation has emerged in recent decades. During most of that time for the people writing code and running it in production, instead of being deep in the act of painting a masterpiece, they have had to spend too much time building and cleaning brushes.
Continue reading “10 Trends Reshaping the Developer Experience”