April, 2025

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Universal Design Principles: The Importance of Equitable Use for Everyone

Perficient

Universal Design is about creating spaces, systems, and services that can be used by all people, regardless of age, ability, or background. Among its key principles, Equitable Use stands out as a cornerstone for fostering inclusivity. It ensures that everyone has access to the same opportunities without discrimination or exclusion, emphasizing fairness and dignity for all.

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Unlocking Efficiency: Our GPT-4.1 Prompting Guide

InnovationM

In todays fast-paced work environments, artificial intelligence isnt just a buzzword it’s becoming a vital partner in everyday tasks. At our company, we’ve been exploring ways to make our workflows more intelligent, more productive, and a lot more efficient. One of the game-changers for us has been GPT-4.1 , OpenAIs latest large language model.

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UV: The Engineering Secrets Behind Python’s Speed King

Xebia

UV: The Engineering Secrets Behind Pythons Speed King Python packaging has long been a bottleneck for developers. Slow installations, complex dependency resolution, and fragmented tools. UV, the new package manager from Astral (creators of Ruff ), changes this by completely rethinking Python packaging from the ground up. Understanding Traditional Python Package Managers Python package managers like pip perform three core functions: 1.

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Speed Up Your Startup with Hidden Ruby on Rails 8 Features

MagmaLabs

Reading Time: 3 minutes Introduction In the fast-moving world of startups, speed can make or break your products success. Thats why choosing the right tech stack is crucial. Ruby on Rails has long been a favorite for building scalable applications quicklyand with the release of Rails 8, its even more powerful. Ruby on Rails 8 introduces a range of hidden features that dramatically reduce development time while improving performance and flexibility.

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Struggling to Scale Test Coverage Under Pressure?

When test coverage falls behind release velocity, quality suffers, and your team feels the consequences. This guide outlines when it makes sense to outsource quality assurance (QA), the risks to watch for, and how to scale testing without increasing headcount or slowing down engineering. You will learn how leading teams are leveraging external QA partners to expand coverage, enhance defect detection, and remain aligned with CI/CD timelines.

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Reduce ML training costs with Amazon SageMaker HyperPod

AWS Machine Learning - AI

Training a frontier model is highly compute-intensive, requiring a distributed system of hundreds, or thousands, of accelerated instances running for several weeks or months to complete a single job. For example, pre-training the Llama 3 70B model with 15 trillion training tokens took 6.5 million H100 GPU hours. On 256 Amazon EC2 P5 instances (p5.48xlarge, each with 8 NVIDIA H100 GPUs), this would take approximately 132 days.

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How MCP can revolutionize the way DevOps teams use AI

CIO

Traditionally, the main benefit that generative AI technology offered DevOps teams was the ability to produce things, such as code, quickly and automatically. But not all DevOps work involves generating things. Much of it centers on performing actions, like modifying cloud service configurations, deploying applications or merging log files, to name just a handful of examples.

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Scaling Startups: The Ultimate Guide For Founders

Luis Goncalves

In today’s fast-paced digital environment, scaling represents both the greatest opportunity and challenge for startup founders. While launching a startup is difficult, successfully scaling requires an entirely different skillset, strategy framework, and operational systems. This guide explores essential frameworks, common pitfalls, and proven strategies to transform your promising venture into a market leader.

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The AI Future According to Google Cloud Next ’25: My Interesting Finds

Xebia

Google Cloud Next 2025 was a showcase of groundbreaking AI advancements. In this post, I’m excited to share some of my personal highlights and key takeaways from the conference. Gemini 2.5 and the Live API Google continues to push the boundaries of AI with their latest “thinking model” Gemini 2.5. Thinking refers to an internal reasoning process using the first output tokens, allowing it to solve more complex tasks.

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Vibe Coding: Shaping the Future of Software

Hacker Earth Developers Blog

A New Era of Code Vibe coding is a new method of using natural language prompts and AI tools to generate code. I have seen firsthand that this change makes software more accessible to everyone. In the past, being able to produce functional code was a strong advantage for developers. Today, when code is produced quickly through AI, the true value lies in designing, refining, and optimizing systems.

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Subscription Management in the SaaS World: Challenges and Solutions

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Multi-LLM routing strategies for generative AI applications on AWS

AWS Machine Learning - AI

Organizations are increasingly using multiple large language models (LLMs) when building generative AI applications. Although an individual LLM can be highly capable, it might not optimally address a wide range of use cases or meet diverse performance requirements. The multi-LLM approach enables organizations to effectively choose the right model for each task, adapt to different domains, and optimize for specific cost, latency, or quality needs.

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Building TMT Mirror Visualization with LLM

Martin Fowler

Creating a user interface that visualizes a real-world structure — like the Thirty Meter Telescope's mirror — might seem like a task that demands deep knowledge of geometry, D3.js, and SVG graphics. But with a Large Language Model (LLM) like Claude or ChatGPT, you don't need to know everything upfront. Unmesh Joshi describes how working with an LLM gave him a working prototype even when he's unfamiliar with the underlying tech.

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How IT leaders use agentic AI for business workflows

CIO

Were not just automating a handful of manual tasks and processes across a department or two, says Kellie Romack, CDIO at ServiceNow. Wereinfusing AI agents everywhereto reimagine how we work and drive measurable value. Agentic AI is the new frontier in AI evolution, taking center stage in todays enterprise discussion. AI agents topped Forresters 2024 trend list, and Salesforce expects one billion in use by the end of fiscal year 2026.

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The Collaboration Checklist for Leaders: Five Questions to Guide Better Decisions

Let's Grow Leaders

This Quick Gut Check That Can Save Your Team Hours of Rework You move fast. Decisions pile up. Calendars fill. But in the rush to deliver, its easy to overlook the moments that make or break real collaborationthe ones where people feel included, respected, and clear on whats happening and why. This simple collaboration checklist for leaders gives you a pause-and-reset moment before the next big move.

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How to Achieve High-Accuracy Results When Using LLMs

Speaker: Ben Epstein, Stealth Founder & CTO | Tony Karrer, Founder & CTO, Aggregage

When tasked with building a fundamentally new product line with deeper insights than previously achievable for a high-value client, Ben Epstein and his team faced a significant challenge: how to harness LLMs to produce consistent, high-accuracy outputs at scale. In this new session, Ben will share how he and his team engineered a system (based on proven software engineering approaches) that employs reproducible test variations (via temperature 0 and fixed seeds), and enables non-LLM evaluation m

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GitHub Copilot – Change the Narrative

Xebia

TL;DR: Chancing the narrative on GitHub Copilot from focus on engineers to focus on a sturdy (DevOps) foundation to be able to go faster. Next frontier: the rest of our organization Premise: current narrative is not helping In my opinion we need to shift the narrative on enabling engineers to use GitHub Copilot. Currently there is a lot of focus on the engineers that can produce code easier and faster using GitHub Copilot.

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Copyright-Aware AI: Let’s Make It So

O'Reilly Media - Ideas

On April 22, 2022, I received an out-of-the-blue text from Sam Altman inquiring about the possibility of training GPT-4 on OReilly books. We had a call a few days later to discuss the possibility. As I recall our conversation, I told Sam I was intrigued, but with reservations. I explained to him that we could only license our data if they had some mechanism for tracking usage and compensating authors.

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3 Ways AI Is Transforming Venture Capital Investment

Crunchbase News

By Ivan Nikkhoo Over the past year, every investment opportunity weve evaluated has incorporated artificial intelligence in some capacity. This isnt just a passing trend it represents a fundamental shift in the venture capital ecosystem. Like the disruptive emergence of the internet three decades ago, AI is reshaping the very foundation of how we source, assess and support innovation.

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New Frontier of GenAI Threats: A Comprehensive Guide to Prompt Attacks

Palo Alto Networks

Generative AI (GenAI) and large language models (LLMs) are becoming ubiquitous in businesses across sectors, increasing productivity, driving competitiveness and positively impacting companies bottom lines. However, as LLMs and GenAI become deeply integrated into your critical operations and decision-making processes, adversaries can exploit subtle vulnerabilities to manipulate your model outputs to coerce unauthorized behaviors or compromise sensitive information.

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Zero Trust Mandate: The Realities, Requirements and Roadmap

The DHS compliance audit clock is ticking on Zero Trust. Government agencies can no longer ignore or delay their Zero Trust initiatives. During this virtual panel discussion—featuring Kelly Fuller Gordon, Founder and CEO of RisX, Chris Wild, Zero Trust subject matter expert at Zermount, Inc., and Principal of Cybersecurity Practice at Eliassen Group, Trey Gannon—you’ll gain a detailed understanding of the Federal Zero Trust mandate, its requirements, milestones, and deadlines.

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CIOs must mind their own data confidence gap

CIO

As far as many C-suite business and IT executives are concerned, their company data is in great shape, capable of fueling data-driven decision-making and delivering AI-powered solutions. But the closer an IT leader is to that data, the less confidence they have in its quality, according to a recent survey from IT consulting firm Softserve, which found that nearly half of C-level execs at large enterprises, including C-level IT leaders, believe their organizations data is fully mature, while just

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Harness the power of MCP servers with Amazon Bedrock Agents

AWS Machine Learning - AI

AI agents extend large language models (LLMs) by interacting with external systems, executing complex workflows, and maintaining contextual awareness across operations. Amazon Bedrock Agents enables this functionality by orchestrating foundation models (FMs) with data sources, applications, and user inputs to complete goal-oriented tasks through API integration and knowledge base augmentation.

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Scala returning to its origins: A tale of 4 chapters

Xebia

This is my personal review of a talk given by Martin Odersky at Scalar Conf 2025. If you would like to watch Martin’s talk, here you have it. Evolving Scala by Martin Odersky 1. The Retrospective When Scala emerged as a new programming language, it offered two main components in its value proposition. On one hand, it provided a unified paradigm that harmoniously merged object-oriented and functional programming.

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The Impact of April 2 Tariffs on IT Spending

IDC

The wave of new tariffs introduced by the US administration will drive up technology prices, disrupt supply chains, and weaken global IT spending in 2025. Not only will these tariffs have a direct inflationary effect on technology prices in the US, but growing concerns about a broader economic slowdown will lead to weaker investment by [.

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Maximizing Profit and Productivity: The New Era of AI-Powered Accounting

Speaker: Yohan Lobo and Dennis Street

In the accounting world, staying ahead means embracing the tools that allow you to work smarter, not harder. Outdated processes and disconnected systems can hold your organization back, but the right technologies can help you streamline operations, boost productivity, and improve client delivery. Dive into the strategies and innovations transforming accounting practices.

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These 11 Charts Show The State Of Startup Investing At The Beginning Of 2025

Crunchbase News

In Q1 2025, we again saw investment in late-stage startups surge, while venture capitalists spent less money on seed- and early-stage startups globally. That continues a clear trend that has emerged from the Crunchbase dataset in recent quarters: Large, established startups are landing outsized deals and more money, while the youngest companies struggle with fewer investment dollars.

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Vibe Coding, Vibe Checking, and Vibe Blogging

O'Reilly Media - Ideas

For the past decade and a half, I’ve been exploring the intersection of technology, education, and design as a professor of cognitive science and design at UC San Diego. Some of you might have read my recent piece for O’Reilly Radar where I detailed my journey adding AI chat capabilities to Python Tutor , the free visualization tool that’s helped millions of programming students understand how code executes.

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What makes a true AI agent? CIOs struggle with the definition as hype blurs lines

CIO

Agentic AI has replaced generative AI at the top of the technology hype cycle, but theres one major problem: A standard definition of an AI agent doesnt yet exist. With dozens, if not hundreds, of vendors touting their agentic AI products, a lack of definition could lead to confusion as CIOs and other IT leaders seek to purchase and deploy the emerging technology.

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Amazon Bedrock Model Distillation: Boost function calling accuracy while reducing cost and latency

AWS Machine Learning - AI

Amazon Bedrock Model Distillation is generally available, and it addresses the fundamental challenge many organizations face when deploying generative AI : how to maintain high performance while reducing costs and latency. This technique transfers knowledge from larger, more capable foundation models (FMs) that act as teachers to smaller, more efficient models (students), creating specialized models that excel at specific tasks.

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Enterprise ABM Marketing Tools: A Marketers Guide

Savvy B2B marketers know that a great account-based marketing (ABM) strategy leads to higher ROI and sustainable growth. In this guide, we’ll cover: What makes for a successful ABM strategy? What are the key elements and capabilities of ABM that can make a real difference? How is AI changing workflows and driving functionality? This Martech Intelligence Report on Enterprise Account-Based Marketing examines the state of ABM in 2024 and what to consider when implementing ABM software.

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How to improve your planning and forecasting using some math and AI – part 2

Xebia

Intro In the previous article , we analyzed how bad people are at their estimates and checked if probabilistic methods work for solving complex problems. Now, let’s try to use this knowledge with AI! Large Language models & Math LLMs are not designed to make complicated calculations; their role, in simple words, is to predict the most suitable, most probable order of words as their answer.

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How Much Should I Be Spending On Observability?

Honeycomb

Part 2: Observability cost drivers and levers of control I recently wrote an update to my old piece on the cost of observability , on how much you should spend on observability tooling. The answer, of course, is its complicated. Really, really complicated. Some observability platforms are approaching AWS levels of pricing complexity these days. In last weeks piece, we talked about some of the factors that are driving costs up , both good and bad, and about whether your observability bill is (or

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Stealing Ghibli: How AI Has Crossed The Line Into Creative Theft

Crunchbase News

This, from her Instagram on Saturday, is Jaqueline Cristian, the top-ranked Romanian womens professional tennis player and the 61st ranked woman player in the world. This, a fan creation that Cristian uploaded to her Instagram , is also, evidently, Jaqueline Cristian, which is deeply problematic. Last week, the Studio Ghibli AI controversy entered our timelines, disgusting its founder and raising deep concerns about the state of intellectual property law and how it applies to the rapidly advanci

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