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Guiding an LLM for Robust Java ByteBuffer Code

Martin Fowler

AI editors like Cursor can generate code with remarkable speed using LLMs, handling boilerplate and providing functional snippets for various tasks. However, when building robust systems, functional correctness is only the starting point. Code must also be safe, predictable, maintainable, and free from subtle side effects. Unmesh Joshi demonstrates, through a dialogue between a developer and an LLM , how expert guidance is crucial to transform an initial, potentially unsafe code snippet into a r

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10 most used gen AI tools in the enterprise

CIO

Gen AI has entered the enterprise in a big way since OpenAI first launched ChatGPT in 2022. According to Precedence Research, the global gen AI market was over $25 billion in 2024 and is forecast to reach a staggering $803 billion by 2033. And AI at Wharton, part of the Wharton AI and Analytics Initiative at the UPenns Wharton School, together with consultancy GBK Collective, also found in a study of senior decision-makers that enterprises with 1,000 or more employees invested on average more th

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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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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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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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Trade routes of the digital age: How data gravity shapes cloud strategy

CIO

Throughout history, the movement of goods, knowledge and influence has been shaped by gravitational forces not those of planets, but of human civilization. One of the most striking examples is the Silk Road , a vast network of trade routes that connected the East and West for centuries. Cities like Samarkand, Constantinople and Alexandria became gravitational hubs, attracting merchants, culture and commerce due to their strategic locations.

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How Much Should I Be Spending On Observability?

Honeycomb

Part 1: Is your observability a cost or an investment? In 2018, I dashed off a punchy little blog post in which I observed that teams with good observability seemed to spend around ~20-30% of their infra bill to get it. I also noted this was based on absolutely no data, only my own experiences and a bunch of anecdotes, heavily weighted towards startups and the mid-market tech sector.

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What a 500-Year-Old Brewery Can Teach Us About Modern IT Architecture

Xebia

Scaling enterprise applications often brings the same challenges faced by legacy systems in other industries. On a recent visit to De Halve Maan Brewery in Bruges, I saw firsthand how this 500-year-old beer producer adapted to modern growth while preserving its historic roots. Once centralized under a single roof, the brewery eventually hit physical and operational limits as global demand surgedespecially with the launch of a new (and delicious) blond beer.

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MITRE CVE Program Funding Set To Expire

Tenable

MITREs CVE program has been an important pillar in cybersecurity for over two decades. The lack of certainty surrounding the future of the CVE program creates great uncertainty about how newly discovered vulnerabilities will be cataloged. Background On April 15, reports circulated that the contract for funding the Common Vulnerabilities and Exposures (CVE) program along with other related programs, such as Common Weakness Enumeration (CWE), would be expiring on April 16.

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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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Infinite Reality Buys Touchcast For $500M As M&A Spree Continues

Crunchbase News

Spacial computing and AI unicorn Infinite Reality announced today that it will acquire agentic AI company Touchcast in a cash and stock deal valued at $500 million. The purchase is the latest in a long spree of acquisitions by 6-year-old Infinite Reality. Per Crunchbase data, the company has made 10 acquisitions to date, including eight since last April.

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Judgment Day is coming… for AI

CIO

Artificial intelligence has great potential in predicting outcomes. While AI can predict the likelihood of precipitation, it most likely wont help you dress or prepare for inclement weather. That preparation involves more than the probability of rain or snow. Humans make extremely subtle judgment calls on what to wear based on their preferences, intuition, or life experiences.

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Normal boyhood is ADHD

David Heinemeier Hansson

Nearly a quarter of seventeen-year-old boys in America have an ADHD diagnosis. That's crazy. But worse than the diagnosis is that the majority of them end up on amphetamines, like Adderall or Ritalin. These drugs allow especially teenage boys (diagnosed at 2-3x the rate of girls) to do what their mind would otherwise resist: Study subjects they find boring for long stretches of time.

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6 tips for onboarding juniors into Scala

Xebia

Have you ever onboard new members into your Scala code base? Scalable Onboarding: Easing New Members into a Scala Codebase Piotr Zawia-Niedwiecki In this talk, Piotr Zawia-Niedwiecki, a senior AI engineer, shares insights from his experience onboarding over ten university graduates, focusing on the challenges and strategies to make the transition smoother.

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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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The Art of Facilitation: A Deepening Approach with Neuroscience, Trust, Interaction, and Tools

Agile42

Facilitation is much more than managing an event. This process is a social art that organizes people’s interactions, facilitates learning, deepens participation, and makes achieving goals possible. An effective facilitator is not just someone who manages time but also a guide who skilfully directs the group’s energy, dynamics, and emotional climate.

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Exaforce Lands $75M To Bring AI Agents To Security

Crunchbase News

Funding to venture-backed cybersecurity startups has trended up so far this year , and Thursday saw another sign of that. Exaforce locked up a $75 million Series A funding led by Khosla Ventures , Mayfield Fund 1 and Thomvest Ventures. The San Jose, California-based startup is helping bring artificial intelligence agents to security operations centers, or SOC.

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Google’s AI innovations at Cloud Next 2025: What CIOs need to know

CIO

At Cloud Next 2025, Google announced several updates that could help CIOs adopt and scale agents while reducing integration complexity and costs. The event focused on providing enterprises with an AI-optimized platform and open frameworks that make agents interoperable. During his one hour forty minute-keynote, Thomas Kurian, CEO of Google Cloud showcased updates around most of the companys offerings, including new large language models (LLMs) , a new AI accelerator chip, new open source framewo

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Agile takeaways from building a multi-brand digital umbrella

Agile Alliance

Detailing the challenges, solutions, and outcomes of a project that sought to unify diverse brands under one digital umbrella. The post Agile takeaways from building a multi-brand digital umbrella first appeared on Agile Alliance.

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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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Faster, Better, Cheaper: How to Measure the Business Impact of LLMs

Xebia

Understanding the Value Proposition of LLMs Large Language Models (LLMs) have quickly become a powerful tool for businesses, but their true impact depends on how they are implemented. Organizations must assess whether LLMs will bring meaningful improvements in speed, quality, and cost efficiency before committing to their deployment. In the whitepaper How to Prioritize LLM Use Cases , we show that LLMs may not always outperform human expertise, but they offer a competitive advantage when tasks

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America’s New Technology Policy Announced

Ooda Loop

Michael Kratsios was confirmed by the U.S. Senate on March 25, 2025, as the 13th Director of the White House Office of Science and Technology Policy (OSTP) in a bipartisan 7425 vote. In this role, he also serves as the President’s Science Advisor, guiding national strategies on emerging technologies, innovation, and scientific research. He has just […] The post America’s New Technology Policy Announced appeared first on OODAloop.

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March Mints 11 New Unicorns, As $200B Is Added Through Up Rounds And Board Posts Strong Exits 

Crunchbase News

Eleven new companies joined The Crunchbase Unicorn Board in March, adding around $16 billion in value to the board. Another $200 billion in value was added via up rounds for companies already on the board, and March was a strong exit month for unicorn companies. Let’s dive in. Exits In total, seven companies collectively valued at around $48 billion as private companies left the board last month via IPOs or M&A deals.

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CIOs are overspending on the cloud — but still think it’s worth it

CIO

Major unanticipated increases in cloud spending, driven largely by increased use, arent spurring CIOs to rethink IT strategies beyond tactical shifts in how they attempt to rein in costs in the cloud. According to a survey from Java platform provider Azul , 83% of CIOs say theyre currently spending more on the cloud than anticipated, with nearly half of those CIOs experiencing overages of 26% or more.

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Revolutionize QA: GAPs AI-Driven Accelerators for Smarter, Faster Testing

GAP's AI-Driven QA Accelerators revolutionize software testing by automating repetitive tasks and enhancing test coverage. From generating test cases and Cypress code to AI-powered code reviews and detailed defect reports, our platform streamlines QA processes, saving time and resources. Accelerate API testing with Pytest-based cases and boost accuracy while reducing human error.

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Answer the Seven So-Whats?

thoughtLEADERS, LLC

A great tool for thinking through the consequences of an action is the Seven So-Whats. Good critical thinking processes don’t just look at causes, they look at consequences as well. A great tool for thinking through the consequences of an action is the Seven So-Whats. The Seven So-Whats force you to go from an early answer to think through all the possible implications and future consequences of your action.

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The new Framework 13 HX370

David Heinemeier Hansson

The new AMD HX370 option in the Framework 13 is a good step forward in performance for developers. It runs our HEY test suite in 2m7s, compared to 2m43s for the 7840U (and 2m49s for a M4 Pro!). It's also about 20% faster in most single-core tasks than the 7840U. But is that enough to warrant the jump in price? AMD's latest, best chips have suddenly gotten pretty expensive.

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OpenAI’s new GPT-4.1 AI models focus on coding

Ooda Loop

OpenAI on Monday launched a new family of models called GPT-4.1. Yes, 4.1 as if the companys nomenclature wasnt confusing enough already. Theres GPT-4.1, GPT-4.1 mini, and GPT-4.1 nano, all of which OpenAI says excel at coding and instruction following. Available through OpenAIs API but not ChatGPT, the multimodal models have a 1-million-token context […] The post OpenAIs new GPT-4.1 AI models focus on coding appeared first on OODAloop.

ChatGPT 71
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The Longer IPOs Delay, The Less Likely Debuts Will Happen

Crunchbase News

Going public is not a decision any company takes lightly. For complex, high-revenue businesses in particular, an IPO filing reliably requires years of preparation and hefty investment. Likewise, postponing or canceling a planned debut is never a flippant choice. Sometimes theres a positive reason, like an acquirer swooping in with an attractive offer.

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4 AI Hacks to Make Sales Teams More Efficient

Over the last two years, there’s been a 76 percent increase in AI adoption across sales organizations. The reason for its rise? AI increases teams’ productivity by predicting and automating actions that require manual effort. In other words, the research that takes reps hours, AI can do in seconds. For sales teams, AI opens up a world of new possibilities, including automating outreach, identifying best-fit buyers, and keeping CRMs flush with fresh data.

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How today’s enterprise architect juggles strategy, tech and innovation

CIO

In todays rapidly evolving business landscape, the role of the enterprise architect has become more crucial than ever, beyond the usual bridge between business and IT. In a world where business, strategy and technology must be tightly interconnected, the enterprise architect must take on multiple personas to address a wide range of concerns. These include everything from technical design to ecosystem management and navigating emerging technology trends like AI.

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Universal Design Principles Supporting Operable Content – Tolerance for Error

Perficient

Creating operable content in pharmacies that minimizes the risk of mistakes and accommodates unintentional actions is crucial for accessibility. The Universal Design principle of Tolerance for Error supports the creation of systems and environments that anticipate human error and provide safeguards to prevent negative consequences. By applying this principle, pharmacies can design inclusive services that enhance customer confidence and usability.

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Host concurrent LLMs with LoRAX

AWS Machine Learning - AI

Businesses are increasingly seeking domain-adapted and specialized foundation models (FMs) to meet specific needs in areas such as document summarization, industry-specific adaptations, and technical code generation and advisory. The increased usage of generative AI models has offered tailored experiences with minimal technical expertise, and organizations are increasingly using these powerful models to drive innovation and enhance their services across various domains, from natural language pro