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Shruti Koparkar 3 min read

AgentPerf from Artificial Analysis, the industry’s first agentic AI benchmark, gives developers, enterprises and infrastructure providers a clear way to compare systems for agentic AI. In the first round of published results, the NVIDIA Blackwell Ultra NVL72 platform delivers leading performance across the agentic AI workloads tested, running 20x more agents per megawatt than NVIDIA […]

ai infrastructurehardwarenetworkingsoftwareagentic ai

Ahmad Ishanzai

Designing CherryScript: Optimizing Data-Driven Workflows via Custom Python-Based Interpreters​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​ ‍‍​‍ ​‍ ‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍ ‌‍‍‌‌‍ ‍‌ ‌​‌‍‌‌‌‍ ‍‌ ‌​​‍ ‌‍‌‌‌‍‌​‌‍‍‌‌ ‌​​‍ ‌‍ ‌‌‍ ‌‍‌​‌‍‌‌​ ‌‌ ​​‌ ​‍‌‍‌‌‌ ​ ‌‍‌‌‌‍ ‍‌ ‌​‌‍​‌‌ ‌​‌‍‍‌‌‍ ‌‍ ‍​ ‍ ‌‍‍‌‌‍‌​​ ‌​ ‌‌‌‍​‌‌‍‌‍​ ​‍​ ‍​​ ‌‍​ ​​​ ​ ​‍ ‌​ ​‍​ ‌​​ ‍‌​ ‌​​‍ ‌​ ‌​‌‍‌‌​ ​‌​ ‌​​‍ ‌‌‍​‍​ ‌​​ ‍‌‌‍​‍​‍ ‌​ ‍​​ ‌‍‌‍‌​‌‍​‍​ ‌‍‌‍​‍​ ​ ​ ‌‌​ ​​​ ‌ ‌‍​‌‌‍​‌​ ‍ ‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​ ‍ ‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​ ‌‍​‍‌‍​‌‌ ​ ‌‍‌‌‌‌‌‌‌ ​‍‌‍ ​​ ‌‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​‍‌‌​ ​ ‌​​‌​‍‌‌​ ​‍‌​‌‍​‍‌‌​ ​‍‌​‌‍‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍‌‍‌‍‍‌‌‍‌​​ ‌​ ‌‌‌‍​‌‌‍‌‍​ ​‍​ ‍​​ ‌‍​ ​​​ ​ ​‍ ‌​ ​‍​ ‌​​ ‍‌​ ‌​​‍ ‌​ ‌​‌‍‌‌​ ​‌​ ‌​​‍ ‌‌‍​‍​ ‌​​ ‍‌‌‍​‍​‍ ‌​ ‍​​ ‌‍‌‍‌​‌‍​‍​ ‌‍‌‍​‍​ ​ ​ ‌‌​ ​​​ ‌ ‌‍​‌‌‍​‌​‍‌‍‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​‍‌‍‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​‍‌‍‌ ​​‌‍‌‌‌ ​‍‌ ​ ‌ ​​‌‍‌‌‌‍​ ‌ ‌​‌‍‍‌‌ ‌‍‌‍‌‌​ ‌‌ ​​‌ ‌‌‌‍​‍‌‍ ​‌‍‍‌‌ ​ ‌‍‍​‌‍‌‌‌‍‌​​‍​‍‌ ‌

Stack Overflow

contributedbuiilding-software

Aphyr 2 min read

On 2026-05-30, the Mastodon server I run started getting a flood of implausible signup requests. We think these are likely bots because our server rules and signup form clearly tell users to talk about their interest in gay leather. Most people sign up with something like “42 yo levis enthusiast into piss” or “Hi! I’m Snoofles the pup! I love…

Charity Majors 1 min read

What's the facts, Charity? How do I get my leaders to stop running teams Into the ground?​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​ ‍‍​‍ ​‍ ‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍ ‌‍‍‌‌‍ ‍‌ ‌​‌‍‌‌‌‍ ‍‌ ‌​​‍ ‌‍‌‌‌‍‌​‌‍‍‌‌ ‌​​‍ ‌‍ ‌‌‍ ‌‍‌​‌‍‌‌​ ‌‌ ​​‌ ​‍‌‍‌‌‌ ​ ‌‍‌‌‌‍ ‍‌ ‌​‌‍​‌‌ ‌​‌‍‍‌‌‍ ‌‍ ‍​ ‍ ‌‍‍‌‌‍‌​​ ‌​ ​‍​ ​ ‌‍‌‌​ ​‌​ ‍‌​ ‌​​ ‍​‌‍‌‍​‍ ‌‌‍‌‍‌‍​ ‌‍​‌​ ​​​‍ ‌​ ‌​​ ‌​‌‍‌​​ ‍​​‍ ‌‌‍​‌‌‍​ ‌‍​ ​ ‌ ​‍ ‌​ ​​​ ​ ‌‍‌​​ ‌‌​ ​‍‌‍‌‌​ ‌‌‌‍‌‌​ ‌‌‌‍​‍​ ‌‌‌‍‌‌​ ‍ ‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​ ‍ ‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​ ‌‍​‍‌‍​‌‌ ​ ‌‍‌‌‌‌‌‌‌ ​‍‌‍ ​​ ‌‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​‍‌‌​ ​ ‌​​‌​‍‌‌​ ​‍‌​‌‍​‍‌‌​ ​‍‌​‌‍‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍‌‍‌‍‍‌‌‍‌​​ ‌​ ​‍​ ​ ‌‍‌‌​ ​‌​ ‍‌​ ‌​​ ‍​‌‍‌‍​‍ ‌‌‍‌‍‌‍​ ‌‍​‌​ ​​​‍ ‌​ ‌​​ ‌​‌‍‌​​ ‍​​‍ ‌‌‍​‌‌‍​ ‌‍​ ​ ‌ ​‍ ‌​ ​​​ ​ ‌‍‌​​ ‌‌​ ​‍‌‍‌‌​ ‌‌‌‍‌‌​ ‌‌‌‍​‍​ ‌‌‌‍‌‌​‍‌‍‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​‍‌‍‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​‍‌‍‌ ​​‌‍‌‌‌ ​‍‌ ​ ‌ ​​‌‍‌‌‌‍​ ‌ ‌​‌‍‍‌‌ ‌‍‌‍‌‌​ ‌‌ ​​‌ ‌‌‌‍​‍‌‍ ​‌‍‍‌‌ ​ ‌‍‍​‌‍‌‌‌‍‌​​‍​‍‌ ‌

Stack Overflow

Capacity is one of the hardest problems because it sits at the knotty, gnarled-up intersection of so many other hard problems.​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​ ‍‍​‍ ​‍ ‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍…

devexse-techse-stackoverflow

7 min read

As foundation models continue to improve, the lack of relevant context often limits what they can do, especially as they are used to build agentic systems. While these models can help you write code, summarize documents, or analyze a dataset, they still need the right information to produce accurate and actionable results. That’s why today, we’re introducing the Open Knowledge…

ai machine learningbigquerydata analytics

Freek Van der Herten

Michael Dyrynda explains a subtle Laravel gotcha: #[RouteParameter] only reads the current route parameter value, it does not perform implicit model binding. Good reminder that the controller signature still matters when you expect a bound model inside a form request. Read more

Abby Peterson 3 min read

We’re in a time of accelerated innovation. Some say the AI bubble is going to pop, while some are betting everything on it being the future. As a participant in the development industry, sticking your head in the sand can be fatal. Yet, hopping on the hype train can seem intimidating or feel aimless at […] The post AI This,…

ai for developersartificial intelligenceai agent

1 min read

What's happening at EuroPython 2026? The conference celebrates its 25th anniversary this year in Kraków, Poland. This week on the show, organizers Mia Bajić and Daria Linhart Grudzien join me to discuss this year's conference. [ Improve Your Python With 🐍 Python Tricks 💌 – Get a short & sweet Python Trick delivered to your inbox every couple of days.…

Iona George 1 min read

La souveraineté numérique n’est plus un concept abstrait. Elle s’impose désormais comme une préoccupation stratégique pour les organisations, dans un contexte où les tensions géopolitiques, les dépendances technologiques et les risques systémiques se multiplient.Pour comprendre comment ce sujet est vécu sur le terrain, j’ai posé quatre questions.

numrique responsabledata and aicloud and platformsoftware engineeringstratgie

Phoebe Sajor 1 min read

Developers are emotionally attached to their tools​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​ ‍‍​‍ ​‍ ‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍ ‌‍‍‌‌‍ ‍‌ ‌​‌‍‌‌‌‍ ‍‌ ‌​​‍ ‌‍‌‌‌‍‌​‌‍‍‌‌ ‌​​‍ ‌‍ ‌‌‍ ‌‍‌​‌‍‌‌​ ‌‌ ​​‌ ​‍‌‍‌‌‌ ​ ‌‍‌‌‌‍ ‍‌ ‌​‌‍​‌‌ ‌​‌‍‍‌‌‍ ‌‍ ‍​ ‍ ‌‍‍‌‌‍‌​​ ‌‌‍‌‌‌‍‌‌‌‍‌​​ ​‍‌‍​‍​ ‌​​ ‌‍‌‍‌‍​‍ ‌​ ​ ​ ‌​‌‍​‍​ ‍​​‍ ‌​ ‌​‌‍‌‍‌‍​ ‌‍​‍​‍ ‌‌‍​‍​ ‌‌​ ‌‌​ ​‍​‍ ‌​ ​‍‌‍​‍‌‍​ ‌‍​ ​ ​‍​ ‌‌‌‍​ ​ ​‌‌‍​ ‌‍‌‌​ ‌​​ ‌​​ ‍ ‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​ ‍ ‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​ ‌‍​‍‌‍​‌‌ ​ ‌‍‌‌‌‌‌‌‌ ​‍‌‍ ​​ ‌‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​‍‌‌​ ​ ‌​​‌​‍‌‌​ ​‍‌​‌‍​‍‌‌​ ​‍‌​‌‍‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍‌‍‌‍‍‌‌‍‌​​ ‌‌‍‌‌‌‍‌‌‌‍‌​​ ​‍‌‍​‍​ ‌​​ ‌‍‌‍‌‍​‍ ‌​ ​ ​ ‌​‌‍​‍​ ‍​​‍ ‌​ ‌​‌‍‌‍‌‍​ ‌‍​‍​‍ ‌‌‍​‍​ ‌‌​ ‌‌​ ​‍​‍ ‌​ ​‍‌‍​‍‌‍​ ‌‍​ ​ ​‍​ ‌‌‌‍​ ​ ​‌‌‍​ ‌‍‌‌​ ‌​​ ‌​​‍‌‍‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​‍‌‍‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​‍‌‍‌ ​​‌‍‌‌‌ ​‍‌ ​ ‌ ​​‌‍‌‌‌‍​ ‌ ‌​‌‍‍‌‌ ‌‍‌‍‌‌​ ‌‌ ​​‌ ‌‌‌‍​‍‌‍ ​‌‍‍‌‌ ​ ‌‍‍​‌‍‌‌‌‍‌​​‍​‍‌ ‌

Stack Overflow

Ryan welcomes Trisha Gee, a Java champion and developer productivity advocate, to explore how AI is transforming the role of IDEs and the broader developer experience; the relevance of traditional tools, muscle memory, the risks of hype; and how to adapt workflows for AI-driven development.​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌…

podcastse-techse-stackoverflowaiagentic-ai

Paul Redmond 1 min read

Toolkit is a community catalog of small, independently installable tools for the Laravel AI SDK, covering math, read-only database queries, and web search, research providers, and more. The post Toolkit: Reusable AI Tools for the Laravel AI SDK appeared first on Laravel News. Join the Laravel Newsletter to get Laravel articles like this directly in your inbox.

laravel packages

11 Jun

3 min read

At Google Cloud, we’re committed to providing the most advanced, secure, and private infrastructure for the most demanding AI workloads, and partnering with a broad and diverse range of organizations to help them meet their AI workload needs. We are thrilled to collaborate with Apple on its expanded Private Cloud Compute (PCC) systems announced this week at WWDC 2026. Working…

ai machine learningsecurity identity

Laure Constantinesco 1 min read

Nous étions aux Flupa UX Days 2026, la conférence à ne pas manquer pour les designers français ! Cette année, le fil conducteur de l'édition parisienne était : « Concevoir, c'est choisir en conscience ». Une question à la hauteur des enjeux que rencontre notre profession actuellement, bousculée par l’irruption de l’IA générative.

product and designdata and ainumrique responsableuxdesign

2 min read

Dashboards have long served as a primary way for organizations to extract insights from data, but they can fall short in agile environments: Dashboards aren’t interactive and don’t allow you to ask follow-up questions. This forces users to step outside their workflows or turn to data analysts to get the answers they need. Today, we are introducing Looker dashboard agents…

data analyticsbusiness intelligence

Eric L. Barnes 1 min read

Laracon US 2026 has announced its complete speaker lineup for July 28-29 in Boston, headlined by Taylor Otwell, Aaron Francis, Nuno Maduro, and Kent C. Dodds. The post Laracon US 2026 Reveals Its Full Speaker Lineup appeared first on Laravel News. Join the Laravel Newsletter to get Laravel articles like this directly in your inbox.

news

Eric L. Barnes 1 min read

JetBrains and The PHP Foundation have launched the first State of PHP survey, gathering data on how PHP developers work, what tools they use, and where the language should go next. The post The State of PHP 2026 Survey Is Now Open appeared first on Laravel News. Join the Laravel Newsletter to get Laravel articles like this directly in your…

news

Sergii Gorbachov 11 min read

Abstract Agent-driven end-to-end (E2E) tests add a new exploratory layer to testing, but should they replace traditional deterministic tests? We ran more than 200 agentic E2E workflows using the Playwright MCP, Playwright CLI, and agent-generated Playwright tests in test workspaces using non-production data to find out how agentic testing could fit into both our and…

uncategorizedautomation-testingdeveloper-productivityinnovation

8 min read

Introduction Mandiant and Google Threat Intelligence Group (GTIG) have identified an active compromise and extortion campaign attributed to UNC6240 (ShinyHunters) targeting Oracle PeopleSoft application infrastructure. The activity was observed between May 27, 2026, and June 9, 2026 and is consistent with the exploitation of CVE-2026-35273, a critical remote code execution vulnerability (CVSS 9.8) in the Environment Management component. The exploitation…

threat intelligence

Freek Van der Herten

You can't out-prompt an attacker — to the model, your system instructions and a malicious support ticket are the same text. So stop defending the prompt and lock down the boundaries you actually control: tools scoped to the authenticated user server-side, middleware that screens and logs, output handled as untrusted input, a human in front of anything irreversible, and a…

Matt Soto 5 min read

AI coding tools are getting wildly useful. They can scaffold features, explain code, write tests, refactor awkward functions, and sometimes make you feel like you suddenly hired a few extra developers who never sleep. That is exciting, and it really can change how fast teams move. But there is a trap hiding in all that […] The post Using AI…

ai for developerssoftware architectureartificial intelligence

Dan Berezin Stelzer 4 min read

Aikido now scans Docker Hardened Images (DHI) with built-in VEX support. Vulnerabilities that Docker has verified as non-exploitable drop out of the queue automatically, so developers spend their time on findings that actually matter. This post walks through what changed, why it matters, and how users can benefit from the new integration. Why teams are...

partnershipsproductssecurity

1 min read

In this quiz, you’ll test your understanding of Serialize Your Data With Python. By working through this quiz, you’ll revisit how to choose between textual and binary formats, when to use schemas, and how to apply tools like pickle, json, the csv module, Parquet, and Protocol Buffers safely and effectively. [ Improve Your Python With 🐍 Python Tricks 💌 –…

Eira May 1 min read

When the cost of code approaches zero, what does engineering leadership look like?​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​ ‍‍​‍ ​‍ ‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍ ‌‍‍‌‌‍ ‍‌ ‌​‌‍‌‌‌‍ ‍‌ ‌​​‍ ‌‍‌‌‌‍‌​‌‍‍‌‌ ‌​​‍ ‌‍ ‌‌‍ ‌‍‌​‌‍‌‌​ ‌‌ ​​‌ ​‍‌‍‌‌‌ ​ ‌‍‌‌‌‍ ‍‌ ‌​‌‍​‌‌ ‌​‌‍‍‌‌‍ ‌‍ ‍​ ‍ ‌‍‍‌‌‍‌​​ ‌​ ​‌​ ‌‌​ ‌ ​ ‌‌‌‍‌‌‌‍‌‍‌‍‌‌​ ​​​‍ ‌​ ‌ ‌‍‌‍​ ‍​​ ‍‌​‍ ‌​ ‌​​ ​‌‌‍‌‍‌‍​‌​‍ ‌​ ‍​​ ‌‌​ ‌ ​ ‍​​‍ ‌​ ‍‌‌‍​ ​ ‌​‌‍​‍​ ‍​​ ​‌​ ‍‌‌‍‌‍‌‍‌‍‌‍‌‍​ ‌‍‌‍​‍​ ‍ ‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​ ‍ ‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​ ‌‍​‍‌‍​‌‌ ​ ‌‍‌‌‌‌‌‌‌ ​‍‌‍ ​​ ‌‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​‍‌‌​ ​ ‌​​‌​‍‌‌​ ​‍‌​‌‍​‍‌‌​ ​‍‌​‌‍‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍‌‍‌‍‍‌‌‍‌​​ ‌​ ​‌​ ‌‌​ ‌ ​ ‌‌‌‍‌‌‌‍‌‍‌‍‌‌​ ​​​‍ ‌​ ‌ ‌‍‌‍​ ‍​​ ‍‌​‍ ‌​ ‌​​ ​‌‌‍‌‍‌‍​‌​‍ ‌​ ‍​​ ‌‌​ ‌ ​ ‍​​‍ ‌​ ‍‌‌‍​ ​ ‌​‌‍​‍​ ‍​​ ​‌​ ‍‌‌‍‌‍‌‍‌‍‌‍‌‍​ ‌‍‌‍​‍​‍‌‍‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​‍‌‍‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​‍‌‍‌ ​​‌‍‌‌‌ ​‍‌ ​ ‌ ​​‌‍‌‌‌‍​ ‌ ‌​‌‍‍‌‌ ‌‍‌‍‌‌​ ‌‌ ​​‌ ‌‌‌‍​‍‌‍ ​‌‍‍‌‌ ​ ‌‍‍​‌‍‌‌‌‍‌​​‍​‍‌ ‌

Stack Overflow

On this episode of Leaders of Code, Eric Anderson, director of engineering at Intuit, joins Stack Overflow engineering director Ben Matthews to talk about what happens to software teams when AI makes code generation seemingly free.​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​ ‍‍​‍ ​‍…

leaders-of-codepodcastbusinessaiengineering-leadership

Sylvain Fagnent 1 min read

L'AI pour un PO accéléré : l’IA joue un rôle d’assistant (optimisation) et facilite son travail qu’il a l’habitude de faire Le PO augmenté : le PO profite de nouvelles possibilités auparavant impossibles car trop complexes ou trop lourdes à mettre en oeuvre.

software engineeringproduct and designdata and aiagilebonne pratique

10 min read

Look at any builder's prompt history and you'll see a collection of highly specific, sometimes chaotic, one-off prompts. We use AI to debug a single error message, refactor a messy email, or generate a quick boilerplate. If you sit down with people who consistently ship high-quality work, you'll find something interesting. They aren't just improvising. They have a set of…

developers practitioners

Paul Redmond 1 min read

Laradocs turns markdown files committed alongside your code into a served documentation site at /docs, with folder-based navigation, front-matter metadata, and content reuse via variables and macros. The post Version-Controlled Documentation Inside Your Laravel App with Laradocs appeared first on Laravel News. Join the Laravel Newsletter to get Laravel articles like this directly in your inbox.

laravel packages

10 Jun

Christopher Cheung 6 min read

A novel, enterprise-scale architecture for modular ML development, high-velocity experimentation, and embedded governance – powering thousands of production workflows that underpin AI systems serving millions of Rovo users globally. Introduction: Engineering for Speed, Scale, and Governance in Enterprise AI As enterprise adoption of machine learning accelerates, organizations must operate ML systems across large, distributed teams […] The post Architecting Scalable…

how we build

Christopher Cheung 8 min read

90,000 tickets auto-classified. Zero wait time. A practical guide to deploying Rovo agents in Jira Service Management for instant resolution and measurable ROI. The learnings in this white paper are based on the session, “Rovo Agents in action: Accelerating self-service deflection”, presented at Atlassian’s Team ’26 conference. You can check out this session and others […] The post From repetitive…

4 min read

From foundational ETL and analytics to the frontier of generative AI, Apache Spark serves as the architectural backbone for global data processing. However, as data volumes scale, the trade-off between performance and infrastructure costs can be a limiting factor for growth. In the agentic era, where autonomous agents can trigger thousands of concurrent, multi-hop queries, this performance bottleneck directly dictates…

streamingdata analytics

Michael Fukuyama 4 min read

Today, Google DeepMind released DiffusionGemma — an experimental open model built for exceptionally fast text generation. NVIDIA has optimized DiffusionGemma to run even faster across NVIDIA GeForce RTX GPUs, the NVIDIA RTX PRO platform and NVIDIA DGX Spark systems, from local PCs to the cloud. Rather than generating text one word at a time, DiffusionGemma generates multiple words in parallel…

aiagentic aiartificial intelligencedgx sparklocal ai

Nidhi Gupta 12 min read

The Snowflake and AWS Custom Well-Architected Framework Lens brings together AWS Well-Architected best practices and Snowflake guidance into a single review experience, with integrated recommendations that reflect how the two services compose in production. In this post, we walk through each pillar, the three access points (AWS Management Console, Kiro, and Snowflake Cortex Code), and how to run your first…

announcementsaws well-architected toolfoundational 100

4 min read

AI-powered code editors have moved beyond novelty to become everyday tools for many Python developers. Instead of having to switch between your editor and a separate AI chat, you can use tools like Cursor and Windsurf that bring AI directly into your workflow. As a result, the Cursor vs Windsurf question is a common one for developers deciding which to…

David Gibson, Janice Manningham 1 min read

Announcing Stack Overflow for Agents​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​ ‍‍​‍ ​‍ ‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍ ‌‍‍‌‌‍ ‍‌ ‌​‌‍‌‌‌‍ ‍‌ ‌​​‍ ‌‍‌‌‌‍‌​‌‍‍‌‌ ‌​​‍ ‌‍ ‌‌‍ ‌‍‌​‌‍‌‌​ ‌‌ ​​‌ ​‍‌‍‌‌‌ ​ ‌‍‌‌‌‍ ‍‌ ‌​‌‍​‌‌ ‌​‌‍‍‌‌‍ ‌‍ ‍​ ‍ ‌‍‍‌‌‍‌​​ ‌​ ‌​​ ‍​​ ‌ ​ ​‍‌‍​ ‌‍​ ​ ‌​‌‍‌‍​‍ ‌‌‍‌​‌‍‌​​ ‌‍​ ​‍​‍ ‌​ ‌​‌‍‌‌​ ‌ ‌‍​‍​‍ ‌‌‍​‌‌‍​‌​ ‌‍‌‍​‍​‍ ‌‌‍​‍​ ‍​‌‍‌​​ ‌‍​ ‍‌​ ‍​​ ‍​​ ‍‌​ ‌​‌‍​‍​ ‌‌​ ‌‍​ ‍ ‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​ ‍ ‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​ ‌‍​‍‌‍​‌‌ ​ ‌‍‌‌‌‌‌‌‌ ​‍‌‍ ​​ ‌‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​‍‌‌​ ​ ‌​​‌​‍‌‌​ ​‍‌​‌‍​‍‌‌​ ​‍‌​‌‍‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍‌‍‌‍‍‌‌‍‌​​ ‌​ ‌​​ ‍​​ ‌ ​ ​‍‌‍​ ‌‍​ ​ ‌​‌‍‌‍​‍ ‌‌‍‌​‌‍‌​​ ‌‍​ ​‍​‍ ‌​ ‌​‌‍‌‌​ ‌ ‌‍​‍​‍ ‌‌‍​‌‌‍​‌​ ‌‍‌‍​‍​‍ ‌‌‍​‍​ ‍​‌‍‌​​ ‌‍​ ‍‌​ ‍​​ ‍​​ ‍‌​ ‌​‌‍​‍​ ‌‌​ ‌‍​‍‌‍‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​‍‌‍‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​‍‌‍‌ ​​‌‍‌‌‌ ​‍‌ ​ ‌ ​​‌‍‌‌‌‍​ ‌ ‌​‌‍‍‌‌ ‌‍‌‍‌‌​ ‌‌ ​​‌ ‌‌‌‍​‍‌‍ ​‌‍‍‌‌ ​ ‌‍‍​‌‍‌‌‌‍‌​​‍​‍‌ ‌

Stack Overflow

If your coding agent has questions, Stack Overflow for Agents has answers, now in beta.​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​ ‍‍​‍ ​‍ ‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍…

companyaise-techse-stackoverflow

Enrique Somoza 7 min read

Application Services for Private Origins is available now in closed beta. Route public hostnames to private IP origins over your existing IPsec, GRE, CNI, or Cloudflare Mesh paths. No public IPs or extra connector software required.

application servicesprivate networkdnspingoracloudflare one

Freek Van der Herten

Matthias writes that AI has shifted more of software development from typing to thinking, reviewing, and iterating. Nice reflection on how agentic coding, parallel worktrees, and voice dictation can slow individual features down while still increasing overall output. Read more

Brian May 3 min read

The recent Trivy GitHub Actions security incident got me thinking more seriously about the security model around CI systems. Most teams spend a lot of time thinking about dependency security, but I increasingly think GitHub Actions workflows deserve to be viewed through the exact same lens. In some cases, they may actually represent a larger […] The post Is GitHub…

development practicesgithubgithub actions

Bruno Boucard 1 min read

L'année 2026 s'impose déjà comme un jalon historique. Elle marque le moment où l'intelligence artificielle a définitivement quitté le statut de simple innovation technologique pour devenir l'un des principaux moteurs de transformation de nos sociétés, de nos économies et de nos organisations.

data and aitransformation