From high-powered monitoring solutions to full workflow automation, these tools can raise the bar for speed and accuracy in DevOps
One of the core tenets of DevOps is a commitment to constant improvement. Great teams are always picking over code, workflows, and tools for ways to increase efficiency. It’s only natural they would consider adding artificial intelligence to their stack.
AI DevOps tools present a world of opportunity. During coding, they can suggest improvements that accelerate and streamline writing. When that code is ready for testing, they can examine it line by line at incredible speeds for errors and vulnerabilities. And once that code is deployed, they can monitor the entire environment for optimal resource allocation.
No matter where you look in the DevOps workflow, there’s likely an AI tool to streamline your efforts. Here are some standouts making waves across the sector.
Leading AI DevOps Tools to Boost Efficiency
DuploCloud
At DuploCloud, we help teams and organizations accelerate the DevOps workflow. But that’s not all – our platform can also help shepherd AI deployments, such as large language models (LLMs).
These AI bots can be vulnerable to manipulation by bad actors. They’ve also been shown to “hallucinate,” producing incorrect and nonsensical results. That’s why the DuploCloud platform includes security guardrails specifically designed for LLM Kubernetes solutions to help you avoid these pitfalls.
Working with AI and its many automations is a skill in itself — and it’s one DevOps teams around the world are still learning. Read our free white paper, 7 Essential DevOps Automation Best Practices, to help get your bearings.
Amazon CodeGuru
Having another engineer looking over your shoulder while you work is a great way to improve your code, as they can point out places to simplify and raise app efficiency. Yet it’s also resource-intensive, requiring the full attention of both a junior and senior developer on a single piece of code.
With Amazon CodeGuru, engineers can get constant, constructive feedback while freeing up mentors’ time for more high-impact feedback. CodeGuru uses program analysis and machine learning to tackle complex problems such as inefficient algorithms. Amazon trained it on millions of lines of Java and Python from its own code bases, which gives the AI knowledge to suggest practical alternatives based on real deployments. That leads to faster, cleaner, and more reliable code, less debugging time, and improved app performance.
CodeGuru can also scan existing code repositories to highlight areas for improvement. That helps equip DevOps teams to set priorities, allocate resources, and streamline development.
Sysdig
In general, the more containers you have, the harder it is to watch them all for security vulnerabilities. As a leading cloud security platform, Sysdig comes chock full of AI DevOps tools that make monitoring easier.
For one, it uses machine learning and advanced analytics to bring comprehensive visibility and monitoring to a single dashboard. It then automatically detects, analyzes, and highlights potential security threats. These threats are automatically prioritized so that engineers can start patching the biggest holes first. Sysdig can also reveal overlapping vulnerabilities by visualizing the path an attack would take from its entry point all the way to sensitive data.
Sysdig can analyze for more than container security. It can also dig into each container, microservice, and infrastructure component with an eye to resource efficiency. When it finds overuse or underuse, it can highlight that for engineers to tighten up as they see fit.
Automate more with DuploCloud
Looking for more ways to cut the repetition out of your DevOps workflows? DuploCloud is here to help. Our platform uses no-code/low-code interfaces that speak directly to cloud provider APIs, which makes it easy to manage and scale your development environment. Plus, our AI-powered real-time monitoring helps you keep system performance and security operating at peak efficiency.
Learn more about how DuploCloud can benefit your business — AI or otherwise — by setting up a demo today.
