Almost two years after the infamous Equifax breach, many organizations still struggle to identify and manage open source risk across their application portfolios. Meanwhile, the latest report tracking open source security shows a 40 percent rise in the average number of open source components detected in each codebase analyzed. The scanned software includes commercial applications.

Google announced a host of new services, features and partners at Google Cloud Next '19 Day 2 in San Francisco. The new unveilings followed its announcement of Anthos, an open source platform powered by Kubernetes, on Day 1. Anthos is "a single platform for developers and operations; it is for on-premise and multicloud installations," said Google SVP Urs Hölzle.

Time-tracking software records the time you spend on tasks. The time-tracking helps you create billing reports, prepare invoices, and analyze your workflow for better efficiency. This week's Linux Picks and Pans product review highlights some of the best free time-tracking applications for Linux. The apps included in this roundup are not rated or presented in any quality order.

The artificial intelligence revolution has been going on for a while, but that does not mean all of software research and development is part of it. It is, nonetheless, an interesting example of what pushes the software industry forward. The ideas and techniques that brought machine learning into existence were developed over the span of several decades.

If you need a task manager application to run on your Linux operating system, tap into a software category filled with options that go far beyond the to-do list app you have stuffed into your smartphone. Keeping up to date with multiple daily activity calendars, tons of information, and never-ending must-do lists can become a never-ending challenge.

Salesforce has announced the addition of IoT Insights to Field Service Lightning. The new tool permits signals from IoT devices to show up directly on Salesforce Service Cloud and Field Service Lightning mobile app consoles, alongside CRM data. Service organizations can draw on those IoT signals to anticipate and diagnose issues remotely, determine the source of the problem.

Today's Linux platform accommodates a number of really good financial applications that are more than capable of handling both personal and small-business accounting operations. That was not always the case, however. Not quite 10 years ago, I scoured Linux repositories in a quest for replacement applications for popular Microsoft Windows tools. Back then, the pickings were mighty slim.

Amazon recently disclosed its 2015 decision to scrap a recruitment tool used to hire talent, after finding that it had a bias against women. While this story has been covered sufficiently, there is a much greater story still to tell: A substantial amount of the AI technology that currently is used for recruitment and human resources purposes has been acting independently for some time.

For all of the dazzle of its rapidly evolving software portfolio, which includes a self-monitoring and self-patching database that also configures itself, as well as numerous cloud applications, Oracle has begun showing its credibility as a hardware vendor. Hardware has commoditized and will not return to the prominence it had in the early days of the tech era.

The cloud computing landscape may look much different to enterprise users following the announcement earlier this week of IBM's agreement to acquire Red Hat. IBM plans to purchase Red Hat, a major provider of open source cloud software, for $34 billion. IBM will acquire all of the issued and outstanding common shares of Red Hat for $190 per share in cash, under terms of the deal.

Linux apps now can run in a Chromebook's Chrome OS environment. However, the process can be tricky, and it depends on your hardware's design and Google's whims. It is somewhat similar to running Android apps on your Chromebook, but the Linux connection is far less forgiving. If it works in your Chromebook's flavor, though, the computer becomes much more useful with more flexible options.

The Document Foundation has announced the availability of its second major release this year, LibreOffice Fresh 6.1, with enhanced editing on Desktop, Cloud and Mobile platforms. One of its most significant new features is Notebookbar, an experimental UI option that resembles the ribbon interface popular with Microsoft Office users. The Fresh release targets both early adopters and power users.

IBM and currency trading utility CLS have announced a new platform that enables financial institutions to deploy, share and consume services on a hosted blockchain network. Nine financial institutions have agreed to participate in the initial launch of the platform, which is sort of an app store for solutions that use distributed ledger technology, also known as "blockchain."

SoftMaker's FreeOffice 2018 Linux office suite is a high-end product that provides performance and compatibility with Microsoft Office and other office suites. FreeOffice 2018 is a free version that is nearly identical to the features and UI of Softmaker's commercial flagship office suite, SoftMaker Office 2018. The FreeOffice 2018 suite is a capable alternative to its commercial upgrade.

Ascensio System SIA recently released its free office suite upgrade -- OnlyOffice Desktop Editors -- with a ribbon and tab interface plus numerous updated features. The refresh makes version 5.1 a potential alternative to Web versions of the Microsoft Office suite and Google Docs for Linux users. The three-module set of OnlyOffice Desktop Editors has an impressive collection of tools.

A group of data, technology, digital services and other organizations have launched the AI Global Marketplace, an app store that will host more than 2,000 high-value AI assets focused on customer engagement and process intelligence problems for the banking, insurance, healthcare and digital commerce markets. Software assets will be based on the Cognitive Agent Modeling and Execution Language.

Apple on Monday gave the world a peek at macOS Mojave, the next version of its operating system for Macintosh laptop and desktop computers. The preview took place at the company's Worldwide Developers Conference held at the McEnery Convention Center in San Jose, California. Mojave has a mix of new features that add to its good looks and utility as a productivity tool.

SalesHero has introduced Robin, a new AI-based sales assistant. Built for the sales rep, Robin can learn from a user's actions and automate processes to help improve daily sales productivity. Robin can access data from CRM systems, customer interactions, and SaleHero's own proprietary database of 45 million global company records to carry out the most tedious sales tasks.

Anyone who has attempted to adopt Salesforce cloud solutions in an enterprise environment knows that it may not be as easy as expected because of the additional effort typically required to integrate data sources. This is a common problem that has plagued the enterprise application industry since its inception. In fact, it spawned an entire subsegment of integration vendors and service providers.

"Blockchain" is on everyone's lips in the tech industry, with vendors pushing it for everything from banking and finance to retail and apparel. "We're going to continue to see tech vendors trying to push blockchain as the solution to problems that may exist," said Rebecca Wettemann, VP of research at Nucleus Research. However, it may not be "a privacy-effective or cost-effective solution."

Oracle has demonstrated artificial intelligence and machine learning advances in the Oracle Cloud Platform at Oracle CloudWorld in New York. Autonomous capabilities for application development, mobile and bots, integration, analytics, security and system management are scheduled for availability in the first half of this year. Oracle announced a slew of new PaaS features and capabilities.

Quest Software on Monday announced a series of updates to its Toad open source database software applications, including new versions of its Toad Edge, Toad Data Point and Toad Intelligence Central products. After launching the first version of Toad Edge last summer, the company began seeing an uptick in downloads of freeware that supported MySQL on its Toad World community site.

Microsoft has announced new AI features and functionality for several of its flagship products and services. Harry Shum, EVP of Microsoft AI and Research, recently demonstrated some of the new capabilities. Building on the progress the company has made in integrating AI over the past year, the new enhancements are designed to help users perform increasingly complex and complicated tasks.

CoreOS on Tuesday announced the release of Tectonic 1.8, a Kubernetes container management platform. Tectonic enables enterprises to deploy key automation infrastructure components that function like managed cloud services without cloud vendor lock-in. The CoreOS Open Cloud Services Catalog offers an alternative to cloud vendors' proprietary services and APIs.

Four big tech players this week moved to improve their handling of open source software licensing violations. Red Hat, Google, Facebook and IBM said they would apply error standards in GNU GPLv3 to all of their open source licensing, even licenses granted under older GPL agreements. "This will make everything consistent with GPLv3," said IP attorney Lawrence Rosen.

AWS has announced Amazon Sumerian, a new Web-based platform to help developers quickly design and deploy VR, AR and 3D applications. The platform lets developers build realistic VR, AR or 3D environments, populate them with animated characters and 3D objects, and create scripts to determine how they interact with users of a particular application and with each other.

Corporate executives know that if they don't transform their companies into digital enterprises they're going to be at a significant competitive disadvantage. Yet many corporate leaders have been unable to make significant progress transforming their organizations. Many executives have found that changing their corporate cultures is a lot harder than adopting cloud-based applications and services.

We often talk about hybrid cloud business models, but virtually always in the context of traditional processor-bound applications. What if deep learning developers and service operators could run their GPU-accelerated model training or inference delivery service anywhere they wanted? What if they could do so without having to worry about which Nvidia graphics processor unit they were using?

IBM has announced IBM Cloud Private, a software platform that allows enterprise customers to run applications and store critical data in an on-premises, private cloud environment. The new service employs a Kubernetes-based container architecture that supports both Docker containers and Cloud Foundry. IBM also introduced new container-optimized versions of core enterprise software.

Many software developers and enterprise users have been lax or oblivious to the need to properly manage open source software. A new report highlights the consequences of failure to establish open source acquisition and usage policies, and to follow best practices. Flexera polled more than 400 commercial software suppliers and in-house software development teams within enterprises.