InfoQ Homepage Agile Content on InfoQ
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Testing Machine Learning: Insight and Experience from Using Simulators to Test Trained Functionality
When testing machine learning systems, we must apply existing test processes and methods differently. Machine Learning applications consist of a few lines of code, with complex networks of weighted data points that form the implementation. The data used in training is where the functionality is ultimately defined, and that is where you will find your issues and bugs.
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Advice for Engineering Managers: Enabling Developers to Become (More) Creative
As an engineering manager, it is your responsibility to help facilitate creative thinking skills among the development team, but that's easier said than done. This article provides advice on how can you help amplify the creative thinking skills of your software development colleagues. We examine how different levels of creativity influence creativity and strategies to encourage creativity.
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Four Steps to Achieving Operational Flow and Improving Quality in Tech Teams
No matter the team or organisation size, there’s always more to do than is possible to get done. That’s why it’s so important for work to flow effectively. This article discusses four steps to achieving operational flow and improving quality in tech teams.
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Multiplying Engineering Productivity in the Face of Constant Change
Leaders know that they need to support organizational efficiency, but how they do that can vary based on the situation and context of the organization. Learning how to utilize a few key leadership frameworks in certain environments can help maintain the appropriate level of support, urgency, and independence when situations shift.
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How Platform and Site Reliability Engineering Are Evolving DevOps
Companies are now looking to grow and more effectively manage DevOps with platform engineering and site reliability engineering roles. No one has these roles perfectly carved out right now — there’s just too much to do and not enough people to do it — but knowing where these three disciplines do and don’t overlap will help organizations evolve and take advantage when they are ready.
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How to Deal with Complexity in Product Development by Using Solution-Focused Coaching
In this article, you will discover how and which parts of coaching and nuanced language can help you leverage your interactions to yield better results in product management. Integrating specific coaching principles can enhance the quality of your conversations by guiding dialogue to uncover actionable insights, foster trust, boost collaboration, and drive clarity in your objectives.
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Generative AI and Organizational Resilience
Generative AI will profoundly transform communication and information sharing over the next decade, but the change will be uneven across industries and roles. Organizations should empower workers to use AI augmentation thoughtfully, while building literacy on capabilities and limits. A balanced, conscientious integration, using iterations and customer feedback, will produce the best outcomes.
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Beyond API Compatibility: Understanding the Full Impact of Breaking Changes
In this article, we address the most contentious and misinterpreted parts of the SemVer standard, i.e backward compatibility and breaking changes. With the proliferation of SaaS APIs for Generative AI continuing, now is a good time for a retrospection on what constitutes a breaking change and how you can trade off backward compatibility and upgradability with modernization and iterability.
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Tips on How Staff Engineers Can Impact Incidents
Staff engineers can influence behaviors during and after incidents by modeling transparency and questioning assumptions to strengthen engineering culture. As incident commanders, they can coordinate workstreams, communicate with stakeholders, and prevent responder burnout. In retrospectives, staff engineers can improve model root cause analysis to improve underlying cultural issues.
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Leadership & Effective Communication - Panel Discussion
InfoQ spoke to several technical leaders to understand how they adapt their communication strategies for the current challenges in the distributed and technology-driven workplaces.
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Navigating Complex Interpersonal Relationships: Co-Creating Deliberate Workplace Connection
As an employee or leader, you are in a relationship with each other and with the organization. You face the tension of traditional ways of working vs new ways of working in the call for more work-from-home policies, and more work/life balance. This article outlines the mindset and actions that can be taken to better navigate complex relationships leading to a more humanistic way of working.
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Adopting Asynchronous Collaboration in Distributed Software Teams
Meetings can be a major time-sink for distributed teams. While they can be valuable, if we reach for them as a default way of working, we inadvertently create a fragmented team calendar. This can be a drain on productivity, especially for knowledge workers who need time to focus on deep work. This article discusses the benefits of asynchronous collaboration and how to implement it on your team.