~/devreads

29 May

Ryan Donovan 1 min read

Best of the Heap: First post of the past​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​ ‍‍​‍ ​‍ ‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍ ‌‍‍‌‌‍ ‍‌ ‌​‌‍‌‌‌‍ ‍‌ ‌​​‍ ‌‍‌‌‌‍‌​‌‍‍‌‌ ‌​​‍ ‌‍ ‌‌‍ ‌‍‌​‌‍‌‌​ ‌‌ ​​‌ ​‍‌‍‌‌‌ ​ ‌‍‌‌‌‍ ‍‌ ‌​‌‍​‌‌ ‌​‌‍‍‌‌‍ ‌‍ ‍​ ‍ ‌‍‍‌‌‍‌​​ ‌​ ‌‍​ ‌‍​ ‍​‌‍‌‍​ ​‌​ ‌‍​ ​​‌‍​‍​‍ ‌‌‍​‍‌‍​ ​ ‌‌​ ‍​​‍ ‌​ ‌​​ ​‌‌‍‌‍​ ‌‌​‍ ‌‌‍​‍‌‍‌​​ ‍‌​ ​​​‍ ‌​ ‌ ​ ‌‌‌‍​‌​ ​ ​ ‍‌​ ​‌​ ​‍‌‍‌​​ ​‌​ ‌​​ ‌‌​ ‌‍​ ‍ ‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​ ‍ ‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​ ‌‍​‍‌‍​‌‌ ​ ‌‍‌‌‌‌‌‌‌ ​‍‌‍ ​​ ‌‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​‍‌‌​ ​ ‌​​‌​‍‌‌​ ​‍‌​‌‍​‍‌‌​ ​‍‌​‌‍‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍‌‍‌‍‍‌‌‍‌​​ ‌​ ‌‍​ ‌‍​ ‍​‌‍‌‍​ ​‌​ ‌‍​ ​​‌‍​‍​‍ ‌‌‍​‍‌‍​ ​ ‌‌​ ‍​​‍ ‌​ ‌​​ ​‌‌‍‌‍​ ‌‌​‍ ‌‌‍​‍‌‍‌​​ ‍‌​ ​​​‍ ‌​ ‌ ​ ‌‌‌‍​‌​ ​ ​ ‍‌​ ​‌​ ​‍‌‍‌​​ ​‌​ ‌​​ ‌‌​ ‌‍​‍‌‍‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​‍‌‍‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​‍‌‍‌ ​​‌‍‌‌‌ ​‍‌ ​ ‌ ​​‌‍‌‌‌‍​ ‌ ‌​‌‍‍‌‌ ‌‍‌‍‌‌​ ‌‌ ​​‌ ‌‌‌‍​‍‌‍ ​‌‍‍‌‌ ​ ‌‍‍​‌‍‌‌‌‍‌​​‍​‍‌ ‌

Stack Overflow

Let's take a moment to shout out all the articles we’re seen posted so far and encourage folks reading to reach out about your own.​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​ ‍‍​‍ ​‍ ‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍…

se-stackoverflowse-techcommunitycontributed

Freek Van der Herten

Yoeri shows how to automatically open a pull request when a new PHP security advisory appears. Nice little workflow that combines Laravel Health, Oh Dear, and GitHub Actions to keep apps patched quickly. Read more

Nic Raboy 1 min read

So you're looking to self-host MongoDB or start dabbling with it in a local setting? There are a few options to get started if you don't want to jump directly into MongoDB Atlas, one of those options ... The post Running MongoDB in Docker - A Complete Guide with Examples appeared first on DataCamp.

1 min read

In this quiz, you’ll test your understanding of Python’s assert: Debug and Test Your Code Like a Pro. By working through this quiz, you’ll revisit how assertions help you debug, test, and document your code, when to disable them in production, and which common pitfalls to avoid. [ Improve Your Python With 🐍 Python Tricks 💌 – Get a short…

Ratul Dawar 5 min read

A silent deadlock in our query engine was stalling inventory replenishment jobs with no error, no crash — just infinite waiting. This is the story of how we found it, traced it to an open-source bug, and fixed it upstream. TL;DR Trino’s Hudi connector used a single thread pool for both producing file splits and signalling when there was room…

blinkittrinosapache-hudibig-dataopen-source

Phoebe Sajor 1 min read

The find out stage of AI is just supply chain and password protection​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​ ‍‍​‍ ​‍ ‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍ ‌‍‍‌‌‍ ‍‌ ‌​‌‍‌‌‌‍ ‍‌ ‌​​‍ ‌‍‌‌‌‍‌​‌‍‍‌‌ ‌​​‍ ‌‍ ‌‌‍ ‌‍‌​‌‍‌‌​ ‌‌ ​​‌ ​‍‌‍‌‌‌ ​ ‌‍‌‌‌‍ ‍‌ ‌​‌‍​‌‌ ‌​‌‍‍‌‌‍ ‌‍ ‍​ ‍ ‌‍‍‌‌‍‌​​ ‌‌‍‌‍‌‍​‌​ ‍‌​ ​‌‌‍‌‍​ ‌‍‌‍​‌​ ‍​​‍ ‌​ ‌​‌‍​‍‌‍‌‍​ ​​​‍ ‌​ ‌​‌‍​‌​ ‌​‌‍​‌​‍ ‌‌‍​‌‌‍​ ​ ​​​ ‌ ​‍ ‌​ ‍​‌‍‌‌​ ‌ ‌‍‌‌‌‍‌‍‌‍‌​‌‍‌‌​ ‌ ​ ​‍​ ​ ​ ‌‌‌‍‌‍​ ‍ ‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​ ‍ ‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​ ‌‍​‍‌‍​‌‌ ​ ‌‍‌‌‌‌‌‌‌ ​‍‌‍ ​​ ‌‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​‍‌‌​ ​ ‌​​‌​‍‌‌​ ​‍‌​‌‍​‍‌‌​ ​‍‌​‌‍‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍‌‍‌‍‍‌‌‍‌​​ ‌‌‍‌‍‌‍​‌​ ‍‌​ ​‌‌‍‌‍​ ‌‍‌‍​‌​ ‍​​‍ ‌​ ‌​‌‍​‍‌‍‌‍​ ​​​‍ ‌​ ‌​‌‍​‌​ ‌​‌‍​‌​‍ ‌‌‍​‌‌‍​ ​ ​​​ ‌ ​‍ ‌​ ‍​‌‍‌‌​ ‌ ‌‍‌‌‌‍‌‍‌‍‌​‌‍‌‌​ ‌ ​ ​‍​ ​ ​ ‌‌‌‍‌‍​‍‌‍‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​‍‌‍‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​‍‌‍‌ ​​‌‍‌‌‌ ​‍‌ ​ ‌ ​​‌‍‌‌‌‍​ ‌ ‌​‌‍‍‌‌ ‌‍‌‍‌‌​ ‌‌ ​​‌ ‌‌‌‍​‍‌‍ ​‌‍‍‌‌ ​ ‌‍‍​‌‍‌‌‌‍‌​​‍​‍‌ ‌

Stack Overflow

In this two-for-one special recorded at HumanX, Ryan is joined by Dataiku’s Florian Douetteau to chat about the governance, orchestration, and data requirements for serious agentic systems and 1Password’s Nancy Wang for a conversation on making agent swarms secure.​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​…

podcastse-techse-stackoverflowaisecurity

Matthew Green 14 min read

This is a quick post I wanted to write about a hobby project I spent a weekend on. It has little to do with real cryptography, and mostly doesn’t expose a particularly exciting vulnerability. But it did teach me a lot about frontier LLM APIs and coding agents. It also got me certified as an … Continue reading Let’s talk…

aiattackscoding-agentscryptographyfrontier-llm-apis

28 May

Channy Yun (윤석찬) 5 min read

AWS launches the next generation of AWS Resilience Hub with a significantly expanded experience that brings together a new application model, dependency discovery assessment, generative AI-powered failure mode analysis, modular resilience policies, and organization-wide reporting.

aws resilience hub arhgenerative ailaunchmanagement governancenews

Phoebe Sajor 1 min read

In an AI world, the most valuable developers will be both artisans and builders​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​ ‍‍​‍ ​‍ ‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍ ‌‍‍‌‌‍ ‍‌ ‌​‌‍‌‌‌‍ ‍‌ ‌​​‍ ‌‍‌‌‌‍‌​‌‍‍‌‌ ‌​​‍ ‌‍ ‌‌‍ ‌‍‌​‌‍‌‌​ ‌‌ ​​‌ ​‍‌‍‌‌‌ ​ ‌‍‌‌‌‍ ‍‌ ‌​‌‍​‌‌ ‌​‌‍‍‌‌‍ ‌‍ ‍​ ‍ ‌‍‍‌‌‍‌​​ ‌​ ​​​ ‌​‌‍‌‌​ ​‌‌‍​‍​ ‌‌‌‍‌‍​ ‌‍​‍ ‌‌‍​‍‌‍​‍​ ‌​​ ‌​​‍ ‌​ ‌​​ ​‍​ ‌‍​ ‌‍​‍ ‌​ ‍‌‌‍‌​​ ​‌​ ‍​​‍ ‌‌‍‌‍‌‍​ ‌‍​ ​ ‌ ​ ‌‌​ ​‌​ ‌ ​ ‌‍‌‍‌‍​ ​​‌‍​‍​ ​‌​ ‍ ‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​ ‍ ‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​ ‌‍​‍‌‍​‌‌ ​ ‌‍‌‌‌‌‌‌‌ ​‍‌‍ ​​ ‌‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​‍‌‌​ ​ ‌​​‌​‍‌‌​ ​‍‌​‌‍​‍‌‌​ ​‍‌​‌‍‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍‌‍‌‍‍‌‌‍‌​​ ‌​ ​​​ ‌​‌‍‌‌​ ​‌‌‍​‍​ ‌‌‌‍‌‍​ ‌‍​‍ ‌‌‍​‍‌‍​‍​ ‌​​ ‌​​‍ ‌​ ‌​​ ​‍​ ‌‍​ ‌‍​‍ ‌​ ‍‌‌‍‌​​ ​‌​ ‍​​‍ ‌‌‍‌‍‌‍​ ‌‍​ ​ ‌ ​ ‌‌​ ​‌​ ‌ ​ ‌‍‌‍‌‍​ ​​‌‍​‍​ ​‌​‍‌‍‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​‍‌‍‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​‍‌‍‌ ​​‌‍‌‌‌ ​‍‌ ​ ‌ ​​‌‍‌‌‌‍​ ‌ ‌​‌‍‍‌‌ ‌‍‌‍‌‌​ ‌‌ ​​‌ ‌‌‌‍​‍‌‍ ​‌‍‍‌‌ ​ ‌‍‍​‌‍‌‌‌‍‌​​‍​‍‌ ‌

Stack Overflow

If AI is the new power tool for developers, is there still value in artisanal craft when anyone can be a builder?​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​ ‍‍​‍ ​‍ ‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍…

se-techse-stackoverflowaidev-lifedev-tools

Shaurya Kethireddy 14 min read

In early 2023, Slack faced a foundational challenge: serving Large Language Models (LLMs) at enterprise scale with the security, reliability, and performance our customers expect. Over three years, we evolved from basic infrastructure to orchestrating a sophisticated multi-cloud architecture. We didn’t just want shiny new models; we needed a system resilient to regional outages and…

uncategorizedawsbackendcloud-computingcollaboration

Katie Washabaugh 7 min read

Robotics is entering a new phase: moving from controlled demos and scripted automation toward generalizable, reliable embodied autonomy in the real world. At the International Conference on Robotics and Automation (ICRA), eight of NVIDIA Research’s 28 accepted papers show how simulation-to-real transfer is becoming a foundation for that shift, helping robots perceive, reason, plan and […]

researchroboticsisaacnvidia researchomniverse

Freek Van der Herten

A fun look at making coding assistants talk less, and what that actually saves in practice. The main takeaway is that shorter replies help, but most token cost still comes from the actual work: reading, reasoning, coding, and checking. Read more

Keegan Kozler 4 min read

At Atomic Object we have a pair lunch policy that allows Atoms to take each other out to lunch on the company’s dime. Free lunch is a no-brainer, right? Well, yes, but every time I decide I’m in the mood for a pair lunch, I need to make a few decisions: Who do I ask? […] The post I Almost…

development practicesweb app

1 min read

In this quiz, you’ll test your understanding of BNF Notation: Dive Deeper Into Python’s Grammar. By working through this quiz, you’ll revisit how to read Python’s grammar rules, recognize terminals and nonterminals, and interpret the BNF fragments that appear throughout the official documentation. [ Improve Your Python With 🐍 Python Tricks 💌 – Get a short & sweet Python Trick…

Leonardus Nugraha 5 min read

Spring in Kraków, the open web in the spotlight, and the WordPress community converging on one of Central Europe’s most storied cities – that’s the setup for WordCamp Europe 2026,… The post Hostinger heads to Kraków for WordCamp Europe 2026 appeared first on Hostinger Blog.

wordpress

Kristopher Sandoval 10 min read

Often, enterprises end up treating all their APIs roughly the same. They’re authenticated, maybe rate-limited, and hopefully behind a gateway, but ultimately, they’re lumped together as part of a collection of APIs. While that flatness makes sense from a product management perspective, it poses a problem for risk management. A payment processing API and a ...

blogsecurityaccess controlapi gatewayapi governance

Criteo Tech 13 min read

Authors: Ahmed Ben Yahmed , Antoine Schnepf , Karim Kassab , and Mélissa Tamine . The 14th International Conference on Learning Representations ( ICLR 2026 ) was held from April 23 to 27, 2026, at the Riocentro Convention and Event Center in Rio de Janeiro, Brazil. It was the first time the conference made its way to South America. As…

iclrllmresearchagentic-aiai

The Rust Release Team 3 min read

The Rust team is happy to announce a new version of Rust, 1.96.0. Rust is a programming language empowering everyone to build reliable and efficient software. If you have a previous version of Rust installed via rustup, you can get 1.96.0 with: $ rustup update stable If you don't have it already, you can get rustup from the appropriate page…

27 May

Martin Fowler 8 min read

At the GOTO Conference in Copenhagen in 2025, Kent Beck and I spent some time on stage talking and answering questions from the audience - a format I refer to as “two old geezers on a park bench”. We talk about our experiences with LLM-augmented programming (at that point - October 2025), we show our frustration that things we’ve been…

Freek Van der Herten

Composer and Packagist share a solid overview of the supply chain security work already in place, what is shipping now, and what is coming next. Worth reading if you maintain PHP packages or care about how the ecosystem is hardening against package compromise. Read more

Lai Yi Ohlsen 4 min read

Cloudflare Radar data confirms early indications of a partial Internet restoration in Iran, nearly three months after the shutdown began. Traffic spikes and DNS queries have risen, but network activity is currently just 40% of pre-shutdown levels.

internet trafficinternet trendsinternet qualityinternet shutdownradar

Taylor Jacobsen 2 min read

We’re excited to welcome four outstanding community leaders as our newest AWS Heroes. These individuals embody the spirit of collaboration and knowledge sharing that makes the AWS community thrive. From building AI-powered tools that help fellow builders navigate AWS re:Invent, to leading some of the largest AWS communities in Latin America, to sharing deep cloud […]

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ByteByteGo 10 min read

In this article, we will look at how Airtable’s data infrastructure team built its architecture, the challenges they faced, the tradeoffs they accepted, and why the choices they made only make sense once their data is properly understood.

Martin Fowler 1 min read

Birgitta Böckeler finishes her post on sensors for coding agents by examining the role of a test suite as a regression sensor, focusing on the role mutation testing can play. more…

Martin Fowler 1 min read

Vibe coding has significantly accelerated software prototyping but AI agents frequently recommend insecure configurations, creating security problems. Gautam Koul, Lucian Moss, Neil Drew-Lopez, and Daberechi Ruth Edeokoh share their experience while building applications for Thoughtworks's global marketing. They learned that to combat this we need to write a security context file to guide the AI, be cautious with AI permission…

4 min read

You probably found this tutorial because you want to send emails with Python to automate confirmation messages, password resets, or scheduled notifications. Python’s standard library covers the whole pipeline, from making a server connection to building the message and sending it to one or many recipients. This tutorial walks through every step in working code. By the end of this…

Erin Yepis 1 min read

Agents on a leash: Agentic AI remains mostly single-agent and monitored at work​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​ ‍‍​‍ ​‍ ‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍ ‌‍‍‌‌‍ ‍‌ ‌​‌‍‌‌‌‍ ‍‌ ‌​​‍ ‌‍‌‌‌‍‌​‌‍‍‌‌ ‌​​‍ ‌‍ ‌‌‍ ‌‍‌​‌‍‌‌​ ‌‌ ​​‌ ​‍‌‍‌‌‌ ​ ‌‍‌‌‌‍ ‍‌ ‌​‌‍​‌‌ ‌​‌‍‍‌‌‍ ‌‍ ‍​ ‍ ‌‍‍‌‌‍‌​​ ‌‌‍​‍‌‍​‌‌‍​‌​ ​ ​ ​‌‌‍‌‌‌‍‌​‌‍‌‌​‍ ‌​ ​ ‌‍​‌‌‍‌‍​ ‌‌​‍ ‌​ ‌​​ ‌ ​ ‌​‌‍‌‌​‍ ‌‌‍​‍​ ​​​ ‌‍​ ​​​‍ ‌​ ‌ ​ ​​‌‍‌​‌‍‌​​ ‌‌​ ​ ​ ‌‍‌‍​ ​ ‌​​ ‌‌​ ​‍​ ‍​​ ‍ ‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​ ‍ ‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​ ‌‍​‍‌‍​‌‌ ​ ‌‍‌‌‌‌‌‌‌ ​‍‌‍ ​​ ‌‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​‍‌‌​ ​ ‌​​‌​‍‌‌​ ​‍‌​‌‍​‍‌‌​ ​‍‌​‌‍‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍‌‍‌‍‍‌‌‍‌​​ ‌‌‍​‍‌‍​‌‌‍​‌​ ​ ​ ​‌‌‍‌‌‌‍‌​‌‍‌‌​‍ ‌​ ​ ‌‍​‌‌‍‌‍​ ‌‌​‍ ‌​ ‌​​ ‌ ​ ‌​‌‍‌‌​‍ ‌‌‍​‍​ ​​​ ‌‍​ ​​​‍ ‌​ ‌ ​ ​​‌‍‌​‌‍‌​​ ‌‌​ ​ ​ ‌‍‌‍​ ​ ‌​​ ‌‌​ ​‍​ ‍​​‍‌‍‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​‍‌‍‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​‍‌‍‌ ​​‌‍‌‌‌ ​‍‌ ​ ‌ ​​‌‍‌‌‌‍​ ‌ ‌​‌‍‍‌‌ ‌‍‌‍‌‌​ ‌‌ ​​‌ ‌‌‌‍​‍‌‍ ​‌‍‍‌‌ ​ ‌‍‍​‌‍‌‌‌‍‌​​‍​‍‌ ‌

Stack Overflow

AI’s impact on software engineering continues, and more and more of that AI is packaged as agents as results from our newest pulse survey show agentic usage has almost doubled (59%) since we last asked about it in our annual Developer Survey​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌…

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Paweł Gronowski 6 min read

CVE-2026-31431 is a Linux kernel vulnerability that was recently disclosed. This CVE does not compromise Docker infrastructure. That said, Docker Engine's default profiles prior to v29.4.3 allowed containers to create AF_ALG sockets, which is the syscall surface the exploit uses. You are not exposed if you are running Docker Engine v29.4.3 or later, OR a...

engineeringaf algcopyfailcve-2026-31431docker engine

Freek Van der Herten

A thoughtful review of AI-generated frontend code in a real product: strong in isolated spots, but increasingly inconsistent at the system level. It also makes the case for using AI as a candidate generator and validator, not as the reviewer with the final opinion. Read more

1 min read

In this quiz, you’ll test your understanding of Sending Emails With Python. By working through this quiz, you’ll revisit how to build messages with the EmailMessage class, secure your SMTP connection, attach files, send HTML alternatives, route replies to a different mailbox, and address multiple recipients at once. [ Improve Your Python With 🐍 Python Tricks 💌 – Get a…

Alyona Chernyaeva 2 min read

Last week at the KotlinConf 2026 keynote (watch the recording here), we announced Koog 1.0. Koog is JetBrains’ open-source framework for building AI agents in Kotlin and Java. It provides the core building blocks for agentic applications: tools, workflows, persistence, memory, observability, and integrations with existing JVM and Kotlin Multiplatform projects. We introduced Koog at […]

aijavakotlin

1 min read

Radar now blocks high-risk transactions across all supported payment methods; defends against new fraud types like multi-account abuse and pay-as-you-go abuse, regardless of which payment processor you use; and gives platforms new tools to evaluate and mitigate merchant risk on and off Stripe.

Kelley Robinson 1 min read

Unlike AI chatbots, an AI agent can take actions, like placing an order or booking a reservation. Learn more about what AI agents are and how they work.

developer insights

26 May

Diana Aung 3 min read

The shift to agentic AI creates a new CPU requirement for the AI factory: fast cores, massive memory bandwidth and the ability to sustain high performance when all cores are active. Initial benchmark results published by Phoronix today show that the NVIDIA Vera CPU meets this need. For this first public look, the benchmark scope […]

ai infrastructureagentic aiai factorynvidia vera

Android Developers 3 min read

Posted by Jingyu Shi, Staff Developer Relations Engineer At Google I/O 2026, we introduced Android’s shift from an operating system to an intelligence system. We also demonstrated how you can build intelligent experiences natively with the system and bring the power of Google’s AI into your apps. If you missed these updates, check out our quick recap video here: 1.…

14 min read

We’re introducing SilverTorch, a reimagining of recommendation systems that unifies all retrieval components for user generated content under a unified architecture. SilverTorch shows up to 23.7x higher throughput compared to the state-of-the-art approaches. It’s also showing 20.9x more compute cost efficiency compared to a CPU-based solution while also improving accuracy. Our research paper, “SilverTorch: A [...] Read More... The post…

ml applications

Jacob Bennett 5 min read

This was originally written and published by Christophe Spy (Director of Engineering, Medium) as an internal Medium Eng post. Desired outcomes (what “good” looks like) 🙏🏻 These are the kinds of changes we want to see if AI is going well at Medium. Less drudgery, more leverage Engineers use AI to remove repetitive, low‑leverage work (e.g. tedious refactors, boilerplate, large…

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1 min read

The Model Context Protocol (MCP) is a new open protocol that allows AI models to interact with external systems in a standardized, extensible way. In this video course, you’ll install MCP, explore its client-server architecture, and work with its core concepts: prompts, resources, and tools. You’ll then build and test a Python MCP server that queries e-commerce data and integrate…