~/devreads

22 Jul

3 min read

Scientists today face challenges of extraordinary scale and complexity. From shaping and simulating the intricate dynamics of fusion plasma, to exploring the vast search space of new materials, to making sense of the exabytes of data pouring out of the world's most advanced experimental facilities. The demands on modern research are unprecedented. Frontier AI can help address these challenges, while…

public sector

kmaharaj 2 min read

Great ideas can start with a random spark at 2 a.m., grow through a planning session with ChatGPT, or take shape in a brainstorm with Claude. AI helps you plan, but getting that plan into Trello has always been a manual, momentum-killing process. Today, that changes. Trello now uses MCP (a shared standard that lets […] The post Connect Trello…

company newsai assistantschatgptclaudegemini

1 min read

In this quiz, you’ll test your understanding of Tool-Agnostic Python Lock Files With PEP 751 and pylock.toml. By working through these questions, you’ll revisit how to generate a pylock.toml with pip, what its wheel metadata and hashes give you, how it compares to requirements.txt, and how tools like uv and pdm share the same lock file. A solid grasp of…

1 min read

Learn FastAPI from the ground up. Build REST APIs, serve web pages with Jinja2 templates, and create a complete URL shortener project in Python. [ Improve Your Python With 🐍 Python Tricks 💌 – Get a short & sweet Python Trick delivered to your inbox every couple of days. >> Click here to learn more and see examples ]

Wes Steyn 4 min read

Your agents can now be built on a stable, batteries-included harness – the loop, planning, memory, context management, approvals, and telemetry that turn a model into an agent that actually does things – in both Python and .NET. What is an agent harness? An agent harness is the scaffolding that turns a language model into […] The post The Microsoft…

.netagent frameworkpython

Gayatri Panganti 5 min read

For decades, software testing followed a familiar pattern. A feature either worked or it didn’t. A button click resulted in an expected outcome. An API returned a predefined response. A workflow either passed or failed. Large Language Models (LLMs) have changed that equation. 🤖 Modern AI agents don’t simply execute the instructions- they interpret, reason, generate and adapt. The same…

ai-ready-qa-mindsetbeyond-traditional-qaqa-beyond-pass-or-fail

Paul Redmond 1 min read

Laravel 13.21 adds a #[RouteKey] attribute for Eloquent route model binding, a base64 validation rule, a RequestAttribute contextual attribute, and new output formats for the Image component. The post RouteKey Model Attribute in Laravel 13.21 appeared first on Laravel News. Join the Laravel Newsletter to get Laravel articles like this directly in your inbox.

newslaravel releases

1 min read

Modern Java profilers often rely on unsupported JVM internals for accurate CPU profiling. Here’s how engineers from Datadog, SAP, Amazon, and the OpenJDK community helped bring a new CPU profiling event to JDK 25.

21 Jul

NVIDIA Writers 3 min read

The AI era runs on AI infrastructure. Many of these advanced systems are built and tested in Texas. Wistron opened its first U.S. manufacturing facility today in Fort Worth — a 324,000-square-foot greenfield plant producing superchips at the heart of some of the world’s most capable AI systems. In front of an audience of Wistron […]

aicorporatehardwareindustrial and manufacturing

dhom 4 min read

We launched Bitbucket Packages to give teams one place to manage code, pipelines, and artifacts, and we’ve been expanding it ever since, first with Maven and npm, then PyPI and NuGet. Every one of those packages has shared one trait: it lives inside a single repository and inherits that repository’s permissions. Most of the time, […] The post Share packages…

company newsbitbucketdevelopmentpackages

Jabal Torres 6 min read

About a year ago, we introduced something experimental from Postmark Labs: an MCP server that let an AI assistant send email through Postmark. It shipped with exactly one useful tool, sendEmail, plus three supporting ones (four total). You gave it a recipient, a subject, and a body, and it sent. We said at the time we'd started with a single…

4 min read

AlloyDB is a fully managed, PostgreSQL-compatible database service built for your most demanding enterprise workloads. It combines the best of open source PostgreSQL with Google’s advanced technology, offering massive scalability, high availability, and native AI capabilities. It serves as a performant relational store, a unified backend for vector and full text search, and an analytics engine that is up to…

databases

NVIDIA Writers 8 min read

NVIDIA Vera Rubin is here, and it’s going gigascale. Vera Rubin NVL72 production is ramping up with racks running at partners CoreWeave, Google Cloud, Microsoft Azure and Oracle Cloud Infrastructure. Spanning 350-plus factory sites in 30 countries, Vera Rubin has the largest, most mature rack-scale supply chain ever assembled to meet customer compute demand. The […]

ai infrastructurenvidia vera rubinnvlink

Scot Schultz 4 min read

AI has entered the gigascale era. The world’s most advanced AI factories are bringing together hundreds of thousands of GPUs and CPUs to train frontier models, power agentic AI and generate intelligence at unprecedented scale. At this level, networking becomes a critical computing power multiplier in driving token generation. Marking a networking milestone, NVIDIA Spectrum-6 […]

ai infrastructurenetworkingai factoryartificial intelligencecloud services

5 min read

As adversarial AI threats accelerate attacks on code, security teams must counter them with machine-speed defenses that can automate code remediation and fight AI with AI. CodeMender is our managed code security agent, and starting today, we're bringing its code scanning and remediation capabilities directly to you in preview. CodeMender offers access to our generally available models via Gemini Enterprise…

ai machine learningsecurity identity

ByteByteGo 19 min read

We sat down with Anupam Singh, senior vice president of engineering at Roblox, to hear from him about the world model that Roblox is using to make its multiplayer games look photorealistic, the key insights that have come from taking that approach, and the next big thing that the Roblox team is focusing on.

1 min read

Python’s built-in functions are predefined functions you can use anywhere in your code without any imports. They handle common tasks across math, data type creation, iterable processing, and input and output. Knowing which ones to reach for makes your code shorter and more Pythonic. In this video course, you’ll: Recognize Python’s built-in functions and the built-in scope they live in…

Martin Fowler 9 min read

With this post, I’ll wrap up my notes from the second Future of Software Development Retreat. But before I do, I should note that the full Thoughtworks report on the retreat is now available. They have five headline findings: Code generation is no longer the bottleneck — verification is. ‘Harness engineering’ is emerging as a distinct, ownable discipline. Organizations are…

Android Developers 7 min read

Posted by Thomas Ezan, Jolanda Verhoef, Caren Chang, Senior Developer Relations Engineers, Android Developer Relations Welcome back to the blog post series "Build intelligent Android apps" where we take a basic Android app and transform it into a personalized, intelligent, and agentic experience. In our previous post we explored how to build intelligent on-device features using Gemini Nano through ML…

Android Developers 7 min read

Posted by Ben Weiss, Senior Developer Relations Engineer, Android Developer Relations Welcome back to the blog post series "Build intelligent Android apps" where we take a basic Android app and transform it into a personalized, intelligent, and agentic experience. In our previous post, we explored how to leverage Firebase AI Logic to build cloud-hosted and hybrid AI features. Traditional mobile…

Android Developers 4 min read

Posted by Jolanda Verhoef, Senior Developer Relations Engineer, Android Developer Relations Building GenAI features in your app usually means navigating through various models, APIs and architecture choices: Execution location: Where does your model run? On device, in the cloud, or both? Complexity: How complex is your setup? Are you doing a single inference call or do you need a more…

Android Developers 7 min read

Posted by Caren Chang, Developer Relations Engineer, Android Developer Relations Welcome back to the blog post series "Build intelligent Android apps" where we take a basic Android app and transform it into a personalized, intelligent, and agentic experience. In our previous post we introduced Jetpacker, the demo app we'll use throughout this series. In this blog post, we will share…

Brian Vanderwal 7 min read

Every software system fails. This is inevitable. But burying errors doesn’t make them go away. As developers, we want to believe that our systems work as intended. So it’s easy to gloss over error handling. Until something actually goes wrong, it’s easier to log something vague and return success anyway, or convert a specific error […] The post Error Handling…

development practicescodeerror

1 min read

In this quiz, you’ll test your understanding of Exploring Python’s Built-in Functions. By working through these questions, you’ll revisit Python’s built-in functions for math, data types, iterables, and input and output, and you’ll sharpen your sense of when to reach for each one to write more Pythonic code. [ Improve Your Python With 🐍 Python Tricks 💌 – Get a…

1 min read

In this quiz, you’ll revisit the core concepts covered in the FastAPI: Python API Development With Light Speed learning path: Learning Path FastAPI: Python API Development With Light Speed 5 Resources ⋅ Skills: FastAPI, REST APIs, Web Development, Jinja2 You’ll touch on installing and running FastAPI, defining routes and path parameters, validating input with Pydantic, mapping CRUD operations to HTTP…

5 min read

In Google Cloud, Identity and Access Management (IAM) helps you maintain access control over your cloud resources and operations. While it includes other features, this is its primary purpose. If you ever tried to harden security over your application, you know the importance of the Principle of Least Privilege (PoLP) ‒ grant the absolute minimum permissions to your users and…

developers practitioners

Phoebe Sajor 1 min read

The future of development is full-stack​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​ ‍‍​‍ ​‍ ‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍ ‌‍‍‌‌‍ ‍‌ ‌​‌‍‌‌‌‍ ‍‌ ‌​​‍ ‌‍‌‌‌‍‌​‌‍‍‌‌ ‌​​‍ ‌‍ ‌‌‍ ‌‍‌​‌‍‌‌​ ‌‌ ​​‌ ​‍‌‍‌‌‌ ​ ‌‍‌‌‌‍ ‍‌ ‌​‌‍​‌‌ ‌​‌‍‍‌‌‍ ‌‍ ‍​ ‍ ‌‍‍‌‌‍‌​​ ‌​ ‌ ‌‍‌​​ ​ ‌‍‌‍​ ‍​‌‍​‌‌‍‌‌‌‍‌‌​‍ ‌​ ‍​​ ​​​ ‍​‌‍‌​​‍ ‌​ ‌​​ ​ ​ ‌‍​ ‌‍​‍ ‌​ ‍​​ ​‍​ ‌ ​ ​‌​‍ ‌‌‍​ ​ ‌‍‌‍‌​‌‍​‍​ ‌ ​ ‍​‌‍‌​​ ​ ​ ‍​​ ​‌​ ​‌‌‍‌​​ ‍ ‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​ ‍ ‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​ ‌‍​‍‌‍​‌‌ ​ ‌‍‌‌‌‌‌‌‌ ​‍‌‍ ​​ ‌‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​‍‌‌​ ​ ‌​​‌​‍‌‌​ ​‍‌​‌‍​‍‌‌​ ​‍‌​‌‍‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍‌‍‌‍‍‌‌‍‌​​ ‌​ ‌ ‌‍‌​​ ​ ‌‍‌‍​ ‍​‌‍​‌‌‍‌‌‌‍‌‌​‍ ‌​ ‍​​ ​​​ ‍​‌‍‌​​‍ ‌​ ‌​​ ​ ​ ‌‍​ ‌‍​‍ ‌​ ‍​​ ​‍​ ‌ ​ ​‌​‍ ‌‌‍​ ​ ‌‍‌‍‌​‌‍​‍​ ‌ ​ ‍​‌‍‌​​ ​ ​ ‍​​ ​‌​ ​‌‌‍‌​​‍‌‍‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​‍‌‍‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​‍‌‍‌ ​​‌‍‌‌‌ ​‍‌ ​ ‌ ​​‌‍‌‌‌‍​ ‌ ‌​‌‍‍‌‌ ‌‍‌‍‌‌​ ‌‌ ​​‌ ‌‌‌‍​‍‌‍ ​‌‍‍‌‌ ​ ‌‍‍​‌‍‌‌‌‍‌​​‍​‍‌ ‌

Stack Overflow

Live from Snowflake Summit, Ryan talks with Snowflake’s Head of Developer Experience Umesh Unnikrishnan about the industry-wide shift from “vibe coding” for quick prototypes to agentic engineering for enterprise-ready software, how enterprises can scale governance with guardrails like human-in-the-loop approval and control layers that go beyond the underlying LLM, and why Umesh predicts all developers will become someday become full-stack…

podcastse-techse-stackoverflowdeveloper-experienceai

J Simpson 5 min read

A recent report from Salt Security published a truly alarming statistic. According to the report, 95% of API attacks come from authenticated sources. This should raise alarms for anyone who knows anything about cybersecurity, as it means API attacks are seemingly real transactions. These attacks won’t even be noticed by average cybersecurity systems, as, for ...

blogsecurityaccess controlai agentsapi logging

erooney@atlassian.com 5 min read

Every week, it seems like the rules change for building products. We’re all figuring this out in real time, and one of the best ways we’ve found to do that is to sit down with other leaders who are in the thick of it. That’s why Atlassian recently started a series called AI Talks at […] The post “You Should…

how we buildcursorinnovationproduct managementteamwork

dhom 2 min read

You shouldn’t have to grant full repository admin rights just to let an engineer or release manager trigger a deployment. To solve the all-or-nothing access problem, Bitbucket Pipelines introduces custom deployment permissions (Beta). You can now gate specific environments to authorized users and groups, ensuring safer releases and easier compliance. Left: Add users and groups […] The post Custom deployment…

company newsbitbucketci cddeploydevelopment

Rita Klubochkina 1 min read

Authors: Rita Klubochkina, Sr. Frontend Engineer, and Travis Turner, Tech Editor Topics: AI, DX, Agent Experience, LLMs, Jamstack We told you to measure. So of course we did it ourselves too: two months of server-side LLM traffic to evilmartians.com. Find out which agents read HTML, which read Markdown, what llms.txt actually does, and the one technique that got zero hits.…

1 min read

I came across this fun little comic titled We Didn’t Lose the Plot. It has a straightforward conclusion: more things should come to an end. The “things” referred to here is media like books and movies and television but I’d extend it to many other things as well. Like web projects. So often, things are built in the attempt to…

6 min read

Hello! I’m on a funny journey right now where I’m trying to learn how to make websites in a sort of 2010 style, where I have an SQL database and render some HTML on the backend. It’s kind of an interesting journey because it doesn’t necessarily feel “easy” to me to make websites in this way: I never learned how…

Serverless Team 1 min read

AWS Lambda MicroVMs are a new compute primitive for running untrusted and agent-generated code in fully isolated Firecracker virtual machines. The Serverless Framework brings them into serverless.yml as Sandboxes, with one-command deploys and a full local MicroVMs emulator so you can build and test before you ship.

news

20 Jul

Paul Redmond 1 min read

Laravel Time Machine profiles every stage of the Laravel request lifecycle, from bootstrap to termination, with a timeline dashboard and SQL query capture. The post Laravel Time Machine: A Request Lifecycle Profiler appeared first on Laravel News. Join the Laravel Newsletter to get Laravel articles like this directly in your inbox.

laravel packages

Andrew Morss 9 min read

A look at compensating for position bias in recommender systems using negative sampling strategies By: Andrew Morss, Senior Applied Scientist Introduction A recommender system is a machine learning model that, given a user and a catalog of items, predicts which items that user is most likely to want. Recommenders set your YouTube playlist, determine what items Amazon suggests for you,…

torchmachine-learningtechnologyengineeringrecommender-systems

Channy Yun (윤석찬) 4 min read

Last week, my team visited Seoul to meet AWS Korea User Group (AWSKRUG) leaders. AWSKRUG is the largest cloud developer community in Korea, with 20 meetup groups organized by topic and area that collectively host over 100 events each year, primarily in Seoul. My team regularly visits countries across the Asia-Pacific region, listens to feedback […]

amazon bedrockamazon cognitoamazon dynamodbamazon simple storage service s3aws lambda

Spotify Engineering 1 min read

Over the past two months, podcast creators have experienced a series of reliability issues on Spotify. This... The post Content Ingestion & Podcast Video Incident Report appeared first on Spotify Engineering.

incident

4 min read

As the automotive landscape accelerates toward software-defined vehicles, Cockpit Domain Controllers (CDCs) are becoming the core of next-generation in-cabin experiences. The ability to rapidly develop, test, and validate CDC software in a flexible, hardware-independent environment is critical for innovation and time-to-market. However, physical hardware constraints and the requirement for high-performance graphics present significant challenges for global development teams. Panasonic Automotive

computepartners

3 min read

Application downtime for mission-critical services can directly impact your reputation and bottom line. To avoid that, you need to be able to deploy regionally resilient workloads that detect and automatically recover from failures. But setting up multi-region, highly available deployments often involves complex configurations, and responding to incidents or outages is usually a manual process. Multi-region services on Cloud Run…

cloud runserverless