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For organizations introducing AI agents into employee workflows and customer experiences, data risk cannot be an afterthought. Here are seven practices to ensure your enterprise data is ready for AI.

By Isaac Sacolick

Dec 2, 2025 12 mins

Business IntelligenceGenerative AIMachine Learning

analysis

It’s the end of vibe coding, already

As genAI takes hold in the enterprise, improvisation is giving way to engineering. Can organizations build the guardrails needed to turn clever prompts into dependable systems?

By Josh Fruhlinger

Nov 21, 2025 3 mins

Artificial IntelligenceMachine LearningTechnology Industry

opinion

Improving annotation quality with machine learning

Treating annotation as a data understanding problem, rather than a labeling workflow challenge, can systematically drive down error rates and reduce the time and cost of producing high-quality data sets.

By Nick Lotz

Nov 20, 2025 9 mins

Data EngineeringGenerative AIMachine Learning

brandpostSponsored by Intel

Noname Security Builds Scalable and Cost-Effective API Security Solution

Noname API security optimized for greater performance and lower business costs with 3rd Gen Intel® Xeon® Scalable processors.

By David Thomason, Director of Alliances

Feb 21, 2023 2 mins

Artificial IntelligenceMachine Learning

analysis

How to automate the testing of AI agents

Is it reasonable to develop and deploy AI agents without a continuous testing strategy? Consider these test-driven approaches to ensure the release readiness of AI agents.

By Isaac Sacolick

Nov 18, 2025 10 mins

App TestingDevopsGenerative AI

feature

10 JavaScript-based tools and frameworks for AI and machine learning

Unlock the power of AI and machine learning without ever leaving the JavaScript sandbox. Big names include TensorFlow.js, LangChain, and Angular, but we’ve found a few smaller gems, too.

By Peter Wayner

Nov 17, 2025 6 mins

Development ToolsJavaScriptTypeScript

analysis

Running managed Ray on Azure Kubernetes Service

Microsoft is working with Anyscale to help you build, train, and run your own ML models with PyTorch on AKS.

By Simon Bisson

Nov 13, 2025 7 mins

KubernetesMicrosoft AzurePyTorch

feature

What is generative AI? How artificial intelligence creates content

Generative AI models can carry on conversations, answer questions, write stories, produce source code, and create images and videos of almost any description. Here's how generative AI works, how it's being used, and why it’s more limited than you might think.

By Josh Fruhlinger

Nov 7, 2025 13 mins

Data ScienceGenerative AITechnology Industry

feature

AI and machine learning outside of Python

Python might be the default for most AI and machine learning development, but what about other popular languages? Here’s what you need to know about using Java, Rust, Go, or C#/.Net for AI/ML.

TypeScript rises to the top on GitHub

The strongly-typed language recently overtook both JavaScript and Python as the most used language on GitHub, with the rise is attributed to demand for AI-assisted development.

By Paul Krill

Oct 28, 2025 3 mins

JavaScriptPythonTypeScript

news

Meta releases PyTorch inference framework for edge devices

ExecuTorch 1.0 allows developers to deploy PyTorch models directly to edge devices, including iOS and Android devices, PCs, and embedded systems, with CPU, GPU, and NPU hardware acceleration.

By Paul Krill

Oct 27, 2025 2 mins

Generative AILibraries and FrameworksMobile Development

feature

Do programming certifications still matter?

The explosion of AI tools means fewer programming jobs and more competition. Here’s why experts say some programming certifications are still worth your time.

By Bob Violino

Oct 27, 2025 10 mins

CertificationsDevopsGenerative AI

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Resources

whitepaper

‘An AI-powered defense is no longer optional’ Navigating the new application and API protection paradigm with a platform approach

Putting together a winning AI strategy often means figuring out how to tie together the many disparate systems that comprise a modern enterprise into a navigable landscape amenable to the demands of Artificial Intelligence.

The post ‘An AI-powered defense is no longer optional’ Navigating the new application and API protection paradigm with a platform approach appeared first on Whitepaper Repository -.

By F5 Inc.

26 Jun 2026

Application SecurityGenerative AISecurity

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whitepaper