A fast, reusable HTML report for lightweight Radar projects: entity distribution, article velocity, and source mix, alongside a clean reading list.
Some sources or steps reported errors. The report still renders with partial data.
Entity Distribution
Top entities by frequency
Article Timeline
Daily volume inferred from article dates
Source Distribution
Share of articles by source
Data Freshness
Collection lag distribution
Entity Extraction Rate
Percentage with matched entities
Source Health
Article count by source (sorted)
Quality
Operational Adoption Events
No operational adoption events observed.
Daily Review
| Reason | Model | Source | Detail |
|---|---|---|---|
| missing_event_model | repository_release | ||
| missing_event_model | package_download | ||
| missing_event_model | github_activity | ||
| missing_event_model | skill_demand | ||
| source_backlog_pending | repository_release | GitHub release and star API | token/quota policy, repository mapping, and release date normalization |
| source_backlog_pending | package_download | npm downloads API | package canonicalization, weekly window handling, and ecosystem labeling |
| source_backlog_pending | package_download | PyPI download metrics | source availability, package canonicalization, and bot/noise caveats |
| source_backlog_pending | skill_demand | Public job skill demand index | ToS review, employer normalization, and duplicate posting handling |
Reading List
Click through to the original source
Subagents have arrived in Gemini CLI
Gemini CLI has introduced subagents, specialized expert agents that handle complex or high-volume tasks in isolated context windows to keep the primary session fast and focused. These agents can be customized via Markdow...
A2UI v0.9: The New Standard for Portable, Framework-Agnostic Generative UI
A2UI v0.9 introduces a framework-agnostic standard designed to help AI agents generate real-time, tailored UI widgets using a company’s existing design system. This update simplifies the developer experience with a new A...
TorchTPU: Running PyTorch Natively on TPUs at Google Scale
TorchTPU is a new engineering stack designed to provide a native, high-performance experience for running PyTorch workloads on Google’s TPU infrastructure with minimal code changes. It features an "Eager First" approach ...
Developer’s Guide to Building ADK Agents with Skills
The Agent Development Kit (ADK) SkillToolset introduces a "progressive disclosure" architecture that allows AI agents to load domain expertise on demand, reducing token usage by up to 90% compared to traditional monolith...
Supporting Google Account username change in your app
Google has updated its account settings to allow U.S. users to change their @gmail.com usernames while keeping all existing account data and inboxes intact. For developers, this means that while old email addresses will ...
Researchers at UCSD have successfully implemented DFlash, a block-diffusion speculative decoding method, on Google TPUs to bypass the sequential bottlenecks of traditional autoregressive drafting. By "painting" entire bl...
Building real-world on-device AI with LiteRT and NPU
LiteRT is a production-ready framework designed to help mobile developers unlock the power of Neural Processing Units (NPUs), overcoming the performance and battery limitations of traditional CPU or GPU processing. By pr...
New enhancements for merchant initiated transactions with the Google Pay API
Google has introduced enhancements to the Google Pay API to provide developers with greater flexibility and control over merchant-initiated transactions (MIT). The update includes new objects within the PaymentDataReques...
MaxText Expands Post-Training Capabilities: Introducing SFT and RL on Single-Host TPUs
MaxText has introduced new support for Supervised Fine-Tuning (SFT) and Reinforcement Learning (RL) on single-host TPU configurations, leveraging JAX and the Tunix library for high-performance model refinement. These fea...
Build Long-running AI agents that pause, resume, and never lose context with ADK
How to transition from stateless chatbots to production-grade agents capable of managing long-running enterprise workflows, such as HR onboarding, that span days or weeks. It introduces the Agent Development Kit (ADK) an...
Production-Ready AI Agents: 5 Lessons from Refactoring a Monolith
The blog post outlines the transition of a brittle sales research prototype into a robust production agent using Google’s Agent Development Kit (ADK). By replacing monolithic scripts with orchestrated sub-agents and stru...
Get ready for Google I/O: Livestream schedule revealed
Google I/O returns May 19–20 to showcase major updates in AI, Android, Chrome, and Cloud, beginning with a keynote on the "agentic era" of development. The event will focus on new tools designed to automate complex workf...
Building with Gemini Embedding 2: Agentic multimodal RAG and beyond
Google has announced the general availability of Gemini Embedding 2, a unified model that maps text, images, video, audio, and documents into a single semantic space. This model allows developers to process interleaved m...
Announcing ADK for Java 1.0.0: Building the Future of AI Agents in Java
Google has released version 1.0.0 of the Agent Development Kit (ADK) for Java, introducing powerful new features like Google Maps grounding, built-in URL fetching, and a standardized Agent2Agent protocol for cross-framew...
The launch of Agent Development Kit (ADK) for Go 1.0 marks a significant shift from experimental AI scripts to production-ready services by prioritizing observability, security, and extensibility. Key updates include nat...
Build Better AI Agents: 5 Developer Tips from the Agent Bake-Off
The Google Cloud AI Agent Bake-Off highlights a shift from simple prompt engineering to rigorous agentic engineering, emphasizing that production-ready AI requires a modular, multi-agent architecture. The post outlines f...
Boost Training Goodput: How Continuous Checkpointing Optimizes Reliability in Orbax and MaxText
The newly introduced continuous checkpointing feature in Orbax and MaxText is designed to optimize the balance between reliability and performance during model training, addressing issues with conventional fixed-frequenc...
Bring state-of-the-art agentic skills to the edge with Gemma 4
Google DeepMind has launched Gemma 4, a family of state-of-the-art open models designed to enable multi-step planning and autonomous agentic workflows directly on-device. The release includes the Google AI Edge Gallery f...
Speeding Up AI: Bringing Google Colossus to PyTorch via GCSFS and Rapid Bucket
Google Cloud has introduced a high-performance integration that connects Rapid Storage directly to PyTorch via the fsspec interface to eliminate AI training bottlenecks. By utilizing Google’s Colossus architecture and bi...
Agents CLI in Agent Platform: create to production in one CLI
Google Cloud has introduced the Agents CLI, a specialized tool designed to bridge the gap between local development and production-grade AI agent deployment. The CLI provides coding assistants with machine-readable acces...
Attention Once Is All You Need: Stateful Transformers
<p>Article URL: <a href="https://arxiv.org/abs/2605.13784">https://arxiv.org/abs/2605.13784</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48132259">https://news.ycombinator.com/item?id=48132259</...
Die Digitalisierung des KFZ-Ankaufs: Effiziente Datenbewertung für Gebraucht- und Unfallwagen
<p><a class="article-body-image-wrapper" href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Feg...
After 8 years, I rewrote my open-source PyTorch curvature library
<p>Article URL: <a href="https://github.com/noahgolmant/pytorch-hessian-eigenthings">https://github.com/noahgolmant/pytorch-hessian-eigenthings</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48132...
Show HN: Kubesearch, search through Kubernetes YAMLs from homelabs
<p>When setting up a k8s homelab, I would search through the GitHub repos of onedr0p and bjw-s, but I wanted to know what the wider community was up to.<p>Over a hundred people have a public k8s homelab repo, and you can...
The beauty of Human Hands – and how far is Robotics
<p>Article URL: <a href="https://blog.chiragmadaan.com/posts/beauty-of-human-hands/">https://blog.chiragmadaan.com/posts/beauty-of-human-hands/</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48132...
AI Search Visibility: The Practical Guide to Generative Engine Optimization
<p>Article URL: <a href="https://chatbenchmark.com/blog/ai-search-visibility-geo-guide/">https://chatbenchmark.com/blog/ai-search-visibility-geo-guide/</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?...
The Cost of Cloud, a Trillion Dollar Paradox (2021)
<p>Article URL: <a href="https://a16z.com/the-cost-of-cloud-a-trillion-dollar-paradox/">https://a16z.com/the-cost-of-cloud-a-trillion-dollar-paradox/</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id...
Emergent Misalignment: How Safe Fine-Tuning Breaks Models
<p><em>Originally published on <a href="https://aitechconnect.in/news/emergent-misalignment-fine-tuning-safety-2026" rel="noopener noreferrer">AI Tech Connect</a>.</em></p> <p>The uncomfortable finding Suppose you take ...
Patient-Friendly Maternity Gown for Healthcare Facilities
<p>Designed for pregnant women who require regular visits to a maternity hospital, this gown offers a comfortable design that emphasizes practicality and daily medical purposes.</p> <hr /> <p>Comments URL: <a href="https...
The Future of Development Tools: What to Expect in CI/CD and AI by 2027
<p>If you're an Engineering Manager, DevOps Engineer, QA Lead, or Technical Lead, you understand the unyielding pace of change in our industry. Keeping an eye on the horizon isn't merely good practice; it's a critical ne...
Poppy – Dynamic Instrumentation Pipeline for macOS Security Research
<p>Article URL: <a href="https://github.com/jetnoir/poppy">https://github.com/jetnoir/poppy</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48132171">https://news.ycombinator.com/item?id=48132171</...
What the Hell Was Going on with Cigarette Ads in the 70s?
<p>Article URL: <a href="https://tohippo.com/what-the-hell-was-going-on-with-cigarette-ads-in-the-70s/">https://tohippo.com/what-the-hell-was-going-on-with-cigarette-ads-in-the-70s/</a></p> <p>Comments URL: <a href="http...
What Anthropic's $200 Agent SDK Credit Means If You Run claude -p in Production
<h1> What Anthropic's $200 Agent SDK Credit Means If You Run claude -p in Production </h1> <p>If you run <code>claude -p</code> from cron, CI, GitHub Actions, or any third-party Agent SDK harness against your Cl...
Bring any agent into a meeting – talk back, collaborate, screen share, code live
<p>Article URL: <a href="https://www.youtube.com/watch?v=d4DD8HP65pU">https://www.youtube.com/watch?v=d4DD8HP65pU</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48132151">https://news.ycombinator....
The Bird Eye Was Pushed to an Evolutionary Extreme
<p>Article URL: <a href="https://www.quantamagazine.org/how-the-bird-eye-was-pushed-to-an-evolutionary-extreme-20260513/">https://www.quantamagazine.org/how-the-bird-eye-was-pushed-to-an-evolutionary-extreme-20260513/</a...
80. The Transformer: The Architecture That Changed Everything
<p>In 2017, eight researchers at Google published a paper called "Attention Is All You Need."</p> <p>The title was a provocation. The dominant view was that you needed recurrent networks to process sequences. You needed...
Python Freelancing: How to Charge $100/hr for Business Automation Scripts
<p>Generic Python freelancers charge $25-50/hour. Business automation specialists charge $75-150/hour.</p> <p>The difference? You're not selling code. You're selling ROI that clients can calculate.</p> <h2> The...
AI chatbots are giving out people's real phone numbers
<p>Article URL: <a href="https://www.technologyreview.com/2026/05/13/1137203/ai-chatbots-are-giving-out-peoples-real-phone-numbers/">https://www.technologyreview.com/2026/05/13/1137203/ai-chatbots-are-giving-out-peoples-...
Python Competitive Intelligence: Automatically Monitor Your Competitors 24/7
<p>Your competitors change their prices, launch features, and post strategic job listings every week.</p> <p>Most businesses miss it entirely. Python can catch every change automatically.</p> <h2> What to Monit...
Python vs Zapier: Stop Paying $600/Year for Automation (Free Scripts Inside)
<p>If you're paying $49/month for Zapier, you're overpaying for tasks Python can do for free.</p> <p>I've automated 15+ business workflows. Here's the honest breakdown of when each tool wins.</p> <h2> When Pyth...
AI is using our Open Source code to replace us. We need new licenses now
<p>Article URL: <a href="https://opensource.com/">https://opensource.com/</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48132056">https://news.ycombinator.com/item?id=48132056</a></p> <p>Points: ...
CRXcavator Is Dead — Here's How to Audit Chrome Extensions in 2026
<p>If you've ever been responsible for browser security at a company, you probably used CRXcavator. Duo Security built it, Cisco acquired Duo, and then quietly killed CRXcavator in 2023. No replacement. No migration path...
Strategic Certified Site Reliability Manager Skills Development Roadmap
<p><a class="article-body-image-wrapper" href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fpv...
Modern Certified Site Reliability Manager Training and Industry Insights
<p><a class="article-body-image-wrapper" href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fxd...
Practical Certified Site Reliability Manager Concepts for Enterprise Operations
<p><a class="article-body-image-wrapper" href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F9h...
Essential Certified Site Reliability Manager Knowledge for IT Leadership
<p><a class="article-body-image-wrapper" href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ff2...
Scalable Certified Site Reliability Manager Practices for System Stability
<p><a class="article-body-image-wrapper" href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fel...
Professional Certified Site Reliability Manager Methods for Cloud Reliability
<p><a class="article-body-image-wrapper" href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F34...
Optimized Certified Site Reliability Manager Approaches for Infrastructure Management
<p><a class="article-body-image-wrapper" href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fxg...
Connect AI: Construyendo Soberanía Digital desde Tarragona
<blockquote> <p>Una plataforma cívica federada, IA local híbrida, y la arquitectura de un sistema que nadie pidió pero que alguien tenía que hacer.</p> </blockquote> <p><a class="article-body-image-wrapper" href="https:...
Classic 7 is a Windows 10 LTSC mod to look 1:1 to Windows 7
<p>Article URL: <a href="https://classic7.lol/">https://classic7.lol/</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48132030">https://news.ycombinator.com/item?id=48132030</a></p> <p>Points: 2</p...
Show HN: I got tired of AI agents using outdated libs, so I built them an OS
<p>Article URL: <a href="https://neonia.io">https://neonia.io</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48132022">https://news.ycombinator.com/item?id=48132022</a></p> <p>Points: 2</p> <p># C...
Desbordamiento de Ventana de Contexto de IA: Solución con Puntero de Memoria
<blockquote> <p>El desbordamiento de ventana de contexto** ocurre cuando las salidas de herramientas de un agente de IA exceden el límite de tokens que el modelo de lenguaje grande (LLM) puede procesar de una vez. El age...
Moxy, a Go reliability layer for Redis-style queues
<p>Article URL: <a href="https://github.com/an8kk/moxy">https://github.com/an8kk/moxy</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48132009">https://news.ycombinator.com/item?id=48132009</a></p>...
Windows 11 PCs Compared to MacBook Neo
<p>Article URL: <a href="https://signal65.com/research/windows-11-pcs-compared-to-macbook-neo/">https://signal65.com/research/windows-11-pcs-compared-to-macbook-neo/</a></p> <p>Comments URL: <a href="https://news.ycombin...
GitHub Copilot considering offering open source models in subscription plans
<p>Article URL: <a href="https://old.reddit.com/r/GithubCopilot/comments/1tclrdl/there_are_three_new_models_on_the_gh_copilot_they/">https://old.reddit.com/r/GithubCopilot/comments/1tclrdl/there_are_three_new_models_on_t...
CringeLink – Auditing how midwit a LinkedIn post is on six independent axes
<p>Article URL: <a href="https://cringelink.com">https://cringelink.com</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48131959">https://news.ycombinator.com/item?id=48131959</a></p> <p>Points: 2<...
A Faster Way to Build MongoDB Queries Visually
<p>Article URL: <a href="https://visualeaf.com/blog/build-mongodb-queries-visually/">https://visualeaf.com/blog/build-mongodb-queries-visually/</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48131...
Full Stack Web Developer: Build the Skills to Create Modern Web Applications
<p>The demand for skilled web developers continues to grow as businesses increasingly rely on digital platforms, web applications, and online services. Companies today need professionals who can handle both front-end and...
How Bitpanda Capital Markets Is Advancing the Tokenization of Real-World Assets (RWA)
<p>Introduction: From Crypto-Native Assets to Real-World Integration</p> <p>Over the past decade, the growth of the digital asset industry has largely been driven by crypto-native innovations. From Bitcoin to Ethereum, ...
Oh My PPT - Local-first AI Slide Deck Generator & Editor
<p><a href="https://github.com/arcsin1/oh-my-ppt" rel="noopener noreferrer">oh-my-ppt</a></p> <p>## ✅ What It Can Do</p> <ul> <li>💬 <strong>One-prompt generation</strong> — Enter topic + requirements, AI plans outline ...
Python logging trap: The Log Line That Tells You Nothing
<p>The alert fires at 2am. You ssh in, open the logs, and find this:</p> <p><code>ERROR myapp: connection pool exhausted</code></p> <p>One line. The error itself, and nothing else.</p> <p>You know what broke. You have...
Python Hackernews Playbook: Building HackerNews Job Auditor End to End (2026-05-14)
<p>Shipping reliable automation tools is mostly about reducing repeated manual work.</p> <p>In this post I walk through a practical pattern I use to build and ship a focused utility: <strong>HackerNews Job Auditor</stro...
Roblox FPS Unlocker Safe 2026: My Experience and Insights
<p>As a lifelong gamer, I've always been on the lookout for any edge I can get in my gameplay. Playing Roblox, I loved the creativity and variety it offered, but I often found myself frustrated by the 60 FPS cap. It felt...
<p><a class="article-body-image-wrapper" href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fjt...
Python Backup Automation: Never Lose Data Again (Free Alternative to BackBlaze)
<p>BackBlaze costs $99/year. Building your own backup system with Python takes about 100 lines and costs almost nothing.</p> <h2> Incremental Backup Engine </h2> <p>Only back up files that have changed:<br /> <...
Python Expense Tracker: Auto-Categorize Receipts and Export to QuickBooks
<p>Manual expense tracking wastes hours every month. Here's how to build an automated expense tracker that categorizes receipts and exports to QuickBooks-compatible CSV.</p> <h2> Auto-Categorize Expenses </h2> ...
Python Time Tracking: Build Your Own Toggl for Free (Save $9/Month)
<p>Time tracking is essential for freelancers. Here is how to build your own with Python.</p> <h2> Core Tracker </h2> <div class="highlight js-code-highlight"> <pre class="highlight python"><code><span class=...
<p>I've been building PHP projects for a while, and one of those annoying little tasks that keeps coming up is generating sitemaps. Not because it's technically hard — it's just tedious. You either roll your own XML stri...
Building EDIFlow - Lessons Learned: What Worked, What Didn't, What's Next (Part 6)
<p><strong>Series:</strong> Building EDIFlow - A Clean Architecture Journey in TypeScript (Part 6/6 — Final)<br /> <strong>Reading Time:</strong> ~10 minutes</p> <h2> The Journey So Far </h2> <p>Over five arti...
When Control Becomes Authority: Calibration Governance in STEM BIO-AI 1.7.x
<p>Control slowly becomes authority when nobody marks the boundary.</p> <p>That is the calibration problem I kept running into while building STEM BIO-AI.</p> <p>At first, STEM BIO-AI was centered on the score. It scan...
GLM-4.7: 1.2% Hallucination, Zero NVIDIA, Open Weights
<p><em>Originally published on <a href="https://aitechconnect.in/news/glm-4-7-zero-nvidia-hallucination-rate" rel="noopener noreferrer">AI Tech Connect</a>.</em></p> <p>Two stories in one release When Zhipu AI published...
GeoGuard AI– a multi-agent geological intelligence system that automates terrain risk assessment.
<p><em>This post is my submission for <a href="https://dev.to/deved/build-multi-agent-systems">DEV Education Track: Build Multi-Agent Systems with ADK</a>.</em></p> <h2> What I Built </h2> <p><strong>GeoGuard A...
Stop Guessing Why Linux Boots Slowly: Practical `systemd-analyze` for Real Bottlenecks
<h1> Stop Guessing Why Linux Boots Slowly: Practical <code>systemd-analyze</code> for Real Bottlenecks </h1> <p>If a Linux system feels slow to boot, the tempting move is to scan <code>systemd-analyze blame</cod...
I parsed 4,251 SEC 8-K filings — 7.3% have buried material events nobody surfaces
<h2> The wedge </h2> <p>US public companies file Form 8-K to disclose material events between quarterly reports. Each 8-K has one or more <strong>item codes</strong> indicating <em>what</em> the event is — Item ...
Tracing and tenant-isolation firewall for AI agents (Apache 2.0)
<p>Article URL: <a href="https://github.com/amitbidlan/zistica-lumin">https://github.com/amitbidlan/zistica-lumin</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48131141">https://news.ycombinator....
Trump Mobile announces T1 phones will begin shipping next week
<p>Article URL: <a href="https://twitter.com/TrumpMobile/status/2054574531101266301">https://twitter.com/TrumpMobile/status/2054574531101266301</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48131...
I Locked Myself Out of My Own Server — Here's What I Learned
<p><a class="article-body-image-wrapper" href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fzs...
<p><em>A walkthrough of building a voice AI backend — through three TTS providers, a chunking problem, Redis caching, distributed locks, and a thundering herd.</em></p> <h2> The Idea </h2> <p>I wanted to read l...
Top 5 Tools for Roblox AutoClicker No Virus 2026
<h1> Top 5 Tools for Roblox AutoClicker No Virus 2026 </h1> <p>As a dedicated Roblox player, I've often found myself grinding for those elusive in-game rewards. The hours spent clicking can be grueling, and I kn...
Reddit Tests Blocking Mobile Web to Force App Downloads
<p>Article URL: <a href="https://reclaimthenet.org/reddit-tests-blocking-mobile-web-to-force-app-downloads">https://reclaimthenet.org/reddit-tests-blocking-mobile-web-to-force-app-downloads</a></p> <p>Comments URL: <a hr...
Show HN: Textual-debugger, a Python TUI debugger with power features
<p>I'm a vim/command line guy and loved using pudb (<a href="https://pypi.org/project/pudb/" rel="nofollow">https://pypi.org/project/pudb/</a>) as I was learning Python. Gradually my code became more complex and pudb was...
UNLEASHING PYTHON'S SECRET WEAPON: THE REQUESTS MODULE THAT WILL REVOLUTIONIZE YOUR CODING FOREVER
<h1> Mastering the requests Module in Python for 2025 </h1> <p>As we move into 2026, the ability to interface with external APIs remains the most critical skill for any Python developer building scalable systems...
Malware crew TeamPCP open-sources its Shai-Hulud worm on GitHub
<p>Article URL: <a href="https://www.theregister.com/security/2026/05/13/malware-crew-teampcp-open-sources-its-shai-hulud-worm-on-github/5239319">https://www.theregister.com/security/2026/05/13/malware-crew-teampcp-open-...
US sells 30-year bonds at 5% yield for first time since 2007
<p>Article URL: <a href="https://www.ft.com/content/11233902-2054-4ed5-b647-26402e7b58bd">https://www.ft.com/content/11233902-2054-4ed5-b647-26402e7b58bd</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/ite...
Why scrapping quarterly earnings is a bad idea
<p>Article URL: <a href="https://www.ft.com/content/8a42a683-2f1a-41b9-a9f4-5efed4e967ac">https://www.ft.com/content/8a42a683-2f1a-41b9-a9f4-5efed4e967ac</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/ite...
Titan 3D Printed Home Building
<p>Article URL: <a href="https://www.iconbuild.com/technology">https://www.iconbuild.com/technology</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48131016">https://news.ycombinator.com/item?id=48...
Python Competitor Price Monitoring: Get Alerts When Rivals Change Prices
<p>Knowing when your competitors change prices can be the difference between winning and losing deals. Here's a Python system that monitors competitor prices 24/7 and alerts you immediately.</p> <h2> Why Price M...
Show HN: I tried generating music from text and built a small tool around it
<p>Article URL: <a href="https://tegmix.com/">https://tegmix.com/</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48130994">https://news.ycombinator.com/item?id=48130994</a></p> <p>Points: 1</p> <p...
Python E-Commerce Automation: Process Orders, Update Inventory, and Email Customers
<p>Running an online store manually means spending hours on order processing, inventory checks, and customer emails. Here's how to automate the entire backend with Python.</p> <h2> The E-Commerce Automation Stac...
Built to help my dad pass CCNA, now were changing how people learn networking
<p>Article URL: <a href="https://switchlab.dev/">https://switchlab.dev/</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48130976">https://news.ycombinator.com/item?id=48130976</a></p> <p>Points: 3<...
How Consumers Adoption of Online Streaming Affects Music Consumption & Discovery
<p>Article URL: <a href="https://pubsonline.informs.org/doi/10.1287/mksc.2017.1051">https://pubsonline.informs.org/doi/10.1287/mksc.2017.1051</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=4813096...
How FlutterSeed Saves Hours of Flutter Project Setup Time
<h2> Introduction </h2> <p>As a mobile app developer, I have always been frustrated with the amount of time it takes to set up a new Flutter project. From choosing the right architecture to setting up the backen...
<p>Article URL: <a href="https://www.anthropic.com/news/claude-for-small-business">https://www.anthropic.com/news/claude-for-small-business</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48130950"...
I Built a Dataclass in 25 Lines of Python. Then I Found Three Bugs.
<p>Python's <code>@dataclass</code> is great, but it is a decorator. You sprinkle it on, you get <code>__init__</code>, <code>__eq__</code>, <code>__hash__</code>, <code>__repr__</code> for free. Lovely.</p> <p>But what...
How the Cheesecake Factory Runs One of America's Biggest Menus [video]
<p>Article URL: <a href="https://www.youtube.com/watch?v=rNNyEUxrPOY">https://www.youtube.com/watch?v=rNNyEUxrPOY</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48130937">https://news.ycombinator....
Rezolus: High-Resolution Systems Performance Telemetry
<p>Article URL: <a href="https://github.com/iopsystems/rezolus">https://github.com/iopsystems/rezolus</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48130913">https://news.ycombinator.com/item?id=...
Replyjoy – Open-source Gmail assistant that drafts replies in your voice
<p>Article URL: <a href="https://github.com/ConsulInc/replyjoy-oss">https://github.com/ConsulInc/replyjoy-oss</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48130910">https://news.ycombinator.com/...
Dweav Trace – offline-first state tracing for JavaScript apps
<p>Article URL: <a href="https://chromewebstore.google.com/detail/dweav-trace/djibmlmofhdmijbpekpneclbpnokemne">https://chromewebstore.google.com/detail/dweav-trace/djibmlmofhdmijbpekpneclbpnokemne</a></p> <p>Comments UR...
<p>Article URL: <a href="https://panoply.io">https://panoply.io</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48130881">https://news.ycombinator.com/item?id=48130881</a></p> <p>Points: 1</p> <p>#...
What is Coolify? Self-Hosting with Superpowers
<p>🎬 This article is a companion to my YouTube video. Watch it here:</p> <p> </p> <h2> Introduction </h2> <p>In the last video, we talked about the VPS and why it is a compelling option for hosting you...
Python Decorators Explained Simply
<h1> Python Decorators Explained Simply </h1> <h2> Introduction </h2> <p>Python Decorators Explained Simply is essential knowledge for every developer.</p> <h2> Key Points </h2> <ol> <li>Start...
How to Secure Your Linux Server in 10 Steps
<h1> How to Secure Your Linux Server in 10 Steps </h1> <h2> Introduction </h2> <p>How to Secure Your Linux Server in 10 Steps is essential knowledge for every developer.</p> <h2> Key Points </h...
🐍 python pip vs pipenv vs poetry — which one should you actually use?
<p>Pip is sufficient for most Python projects — you likely don’t need Pipenv or Poetry.<br /><br /> For small-to-medium teams building internal tools, APIs, or data scripts, the added complexity of alternative tools rare...
<p>Article URL: <a href="https://en.wikipedia.org/wiki/Greenhouse_and_icehouse_Earth">https://en.wikipedia.org/wiki/Greenhouse_and_icehouse_Earth</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=481...
Show HN: Building a universal device experience [video]
<p>I have been working on this project for a few years now and the end goal is to make a ubiquitous and natural user experience to interact with machines. The long term goal is to build a fully agentic experience that dr...
<p>Article URL: <a href="https://depthfirst.com/nginx-rift">https://depthfirst.com/nginx-rift</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48130811">https://news.ycombinator.com/item?id=48130811...
Ask HN: Efflora_run DAG Regression Test
<p>efflora_run DAG regression test 2026-05-14 11:30:24</p> <hr /> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48130803">https://news.ycombinator.com/item?id=48130803</a></p> <p>Points: 1</p> <p># Comme...
Everything You Know About Scaling Web Apps Breaks When You Serve an LLM
<p>Most platform engineers already know how to scale a web app. Put it in a container. Deploy it on Kubernetes. Add CPU and memory requests. Put a Service or Ingress in front. Configure HPA. Watch p95 latency, error rate...
Hybrid Search RAG: BM25 + Vector Search in Production
<p><em>Originally published on <a href="https://aitechconnect.in/news/hybrid-search-rag-bm25-vector-production" rel="noopener noreferrer">AI Tech Connect</a>.</em></p> <p>The retrieval problem most RAG teams ignore The ...
How to Make Money with Python Automation in 2025
<h1> How to Make Money with Python Automation in 2025 </h1> <p>As a developer, you're likely aware of the vast potential of Python automation. By leveraging this technology, you can streamline tasks, increase ef...
I Built an AI API Directory Because OpenAI-Compatible Is Not Enough
<p>Developers do not need another “best AI API provider” list.</p> <p>Most lists collapse into the same problem: a few affiliate links, some vague pricing claims, and no clear way to verify whether a provider actually s...
Ask HN: Are SaaS businesses going to zero?
<p>For at least 15 years, MindBody (booking app for yoga/pilates studios) cost ~$400 AUD/month for basic functionality (there existed cheaper plans but those missed critical features).<p>Today, it goes for $89/month - a ...
JDU — Jira Desktop Unofficial: A Minimal Jira Desktop Wrapper Built with Tauri | Cahyanudien Blogs
<h2> Stop letting browser tabs steal your focus. </h2> <p>If you use Jira every day, you already know the feeling. You open a new tab to check a ticket. Five minutes later you're reading an article, skimming a n...
Computer Programming and Donald Trump: Internet Culture Meets C Language
<p>*<em>C language News to today *</em></p> <p>Here are some of the latest updates and trends related to the C Programming Language and closely related....r<a href="https://www.profitablecpmratenetwork.com/mu4v5h03mc?ke...
{"title": "How I Cut My LLM Inference Costs by 40% While Handling 5x More Reques
<p>"body": "Last month our team hit a wall with our LLM inference pipeline. We were running multiple instances of large models for different products, and the GPU costs were spiraling out of control. After spending two w...
<h2> Introduction </h2> <blockquote> <p>"Private, Simple and extremely powerful."</p> </blockquote> <p>This is the No.65 article in the "One Open Source Project a Day" series. Today, we are exploring <strong>Op...
Omnivore Alternative 2026: What to Use After Omnivore Shut Down
<p><em>Originally published at <a href="https://burn451.cloud/blog/omnivore-alternative" rel="noopener noreferrer">burn451.cloud</a></em></p> <p>Omnivore was acquired by ElevenLabs and shut down its read-later service. ...
David Stark: Top High-Paying Roles
<h3> 👋 Hello Developers, </h3> <p>The market is shifting. We are seeing a surge in <strong>DEVOPS</strong> roles this week.</p> <p>Our internal system just processed 200+ verified remote jobs from our partner n...
Why the Variable Name Is the Most Important Feature in Secrets Detection
<p>ere's a question that sounds trivial until you think about it carefully.</p> <p>Are these two lines of code equally dangerous?<br /> </p> <div class="highlight js-code-highlight"> <pre class="highlight python"><code...
{"title": "Bending the Cost Curve: How I Slashed My LLM Inference Bill by 70% Wh
<p>"body": "I’ve been wrestling with the economics of serving large language models in production, and I finally landed on a setup that feels like cheating. Sharing this because I know a lot of you are fighting the same ...
The 26-Dimensional Feature Vector: How a Machine Learns to Recognise a Secret
<p>hen my secrets detector evaluates a candidate string, it doesn't see code.</p> <p>It sees a vector of 26 numbers.</p> <p>That vector is the bridge between human intuition — "this looks like a secret" — and machine c...
Tell HN: Starting June 15, claude -p usage will change
<p>"Starting June 15, 2026, Agent SDK and claude -p usage on subscription plans will draw from a new monthly Agent SDK credit, separate from your interactive usage limits."<p>Details: https://support.claude.com/en/articl...
{"title": "Bending the Cost Curve: How I Slashed My LLM Inference Bill by 70% Wh
<p>"body": "I’ve been wrestling with the economics of serving large language models in production, and I finally landed on a setup that feels like cheating. Sharing this because I know a lot of you are fighting the same ...
Sonner vs. robot-toast: When "Invisible" UI Isn't Enough
<p>I used <code>Sonner</code> for almost everything before robot-toast existed.</p> <p>Genuinely liked it. Clean, premium, gets out of the way. You fire a toast, user gets the info, nobody thinks twice about it. Invisib...
The Chip War Nobody Saw Coming: Samsung vs. SK Hynix
<p>"I'm the author. The 'anonymous forum post' framing is a narrative device — the analysis is my own."</p> <hr /> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48130345">https://news.ycombinator.com/ite...
How to Rotate IPs in Python with a 4G Mobile Proxy API (2025 Guide)
<p>Web scraping at scale always comes down to one problem: getting blocked. Datacenter IPs get flagged instantly. Residential proxies trigger CAPTCHAs constantly. The solution that actually works in 2025 is <strong>4G mo...
<p>Article URL: <a href="https://ben1777.substack.com/p/swiftui-is-a-disaster">https://ben1777.substack.com/p/swiftui-is-a-disaster</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48130329">https:/...
How I Cut My LLM Inference Costs by 40% While Keeping the Same Performance
<p>After weeks of testing different API providers for my side project, I wanted to share some findings that might help others in the same boat.</p> <p>I've been building a document analysis pipeline that processes rough...
Harvey's Legal Agent Benchmark
<p>Article URL: <a href="https://www.harvey.ai/blog/introducing-harveys-legal-agent-benchmark">https://www.harvey.ai/blog/introducing-harveys-legal-agent-benchmark</a></p> <p>Comments URL: <a href="https://news.ycombinat...
I Built a GeoGuessr Assistant that reaches 74.8% accuracy
<h1> Hallo, </h1> <p><a class="article-body-image-wrapper" href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.co...
The Ten Commands of the Nine Divines
<p>Article URL: <a href="https://en.uesp.net/wiki/Lore:Ten_Commands:_Nine_Divines">https://en.uesp.net/wiki/Lore:Ten_Commands:_Nine_Divines</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48130306"...
ICE may be at World Cup matches in U.S.
<p>Article URL: <a href="https://www.nbcnews.com/sports/soccer/ice-may-world-cup-matches-us-rcna344797">https://www.nbcnews.com/sports/soccer/ice-may-world-cup-matches-us-rcna344797</a></p> <p>Comments URL: <a href="http...
Meta launches WhatsApp 'incognito' mode to address privacy concerns for AI chats
<p>Article URL: <a href="https://apnews.com/article/whatsapp-meta-ai-chatbot-privacy-9a5f7565c969cbf04cf150dfc318cfae">https://apnews.com/article/whatsapp-meta-ai-chatbot-privacy-9a5f7565c969cbf04cf150dfc318cfae</a></p> ...
Google reports first known real-world AI-crafted zero-day exploit
<p>Article URL: <a href="https://cloud.google.com/blog/topics/threat-intelligence/ai-vulnerability-exploitation-initial-access">https://cloud.google.com/blog/topics/threat-intelligence/ai-vulnerability-exploitation-initi...
US citizen convicted of running secret Chinese 'police station' in NYC
<p>Article URL: <a href="https://www.bbc.com/news/articles/cy72yy7z1dyo">https://www.bbc.com/news/articles/cy72yy7z1dyo</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48130272">https://news.ycombi...
59,000-year-old tooth offers a glimpse into how Neanderthals handled dentistry
<p>Article URL: <a href="https://www.cnn.com/2026/05/13/science/neanderthal-dentistry-stone-drill">https://www.cnn.com/2026/05/13/science/neanderthal-dentistry-stone-drill</a></p> <p>Comments URL: <a href="https://news.y...
Automating Social Media Management with n8n: A Technical Deep Dive
<h2> Automating Social Media Management with n8n: A Technical Deep Dive </h2> <p>In today's digitally interconnected world, maintaining a consistent and engaging social media presence is no longer optional for b...
Oppositional Federalism: A Taxonomy of State Constitutional Postures Under
<p>Article URL: <a href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6416178">https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6416178</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=481...
들어가며: 생성형 AI의 등장과 QA가 받은 질문생성형 AI가 등장했을 때 많은 직무가 비슷한 질문을 받았습니다. ‘이 직무는 AI로 대체될 수 있는가? 반복적인 업무는 자동화되지...
Alberta judge throws out petition seeking for the province separation
<p>Article URL: <a href="https://www.bbc.com/news/articles/clypn8py4zwo">https://www.bbc.com/news/articles/clypn8py4zwo</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48130260">https://news.ycombi...
New in Claude Code: `/goal` for autonomous dev loops
<p>Article URL: <a href="https://code.claude.com/docs/en/goal">https://code.claude.com/docs/en/goal</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48130256">https://news.ycombinator.com/item?id=48...
BYD eyes Stellantis EU plant takeover as EV demand spikes
<p>Article URL: <a href="https://electrek.co/2026/05/13/byd-eyes-stellantis-eu-plant-ev-sales-surge-others-too/">https://electrek.co/2026/05/13/byd-eyes-stellantis-eu-plant-ev-sales-surge-others-too/</a></p> <p>Comments ...
<p>Article URL: <a href="https://web.archive.org/web/20071011040948/http://www.albinoblacksheep.com/livedesign/">https://web.archive.org/web/20071011040948/http://www.albinoblacksheep.com/livedesign/</a></p> <p>Comments ...
Stop writing ds[0x0010, 0x0010].value — there's a better way to handle DICOM in Python
<p>Every Python DICOM tutorial starts the same way:<br /> </p> <div class="highlight js-code-highlight"> <pre class="highlight python"><code><span class="kn">import</span> <span class="n">pydicom</span> <span class="n">...
Sharing a simple Python script to benchmark LLM inference latency across different providers
<p>Was tinkering with some latency measurements lately and wanted to share a quick Python snippet that might help others evaluating inference endpoints.</p> <p>The goal was simple: send identical prompts to different pr...
Cerebras prices IPO at $185 per share to raise $5.55B
<p>Article URL: <a href="https://www.reuters.com/legal/government/cerebras-prices-ipo-185-per-share-raise-555-billion-sources-say-2026-05-13/">https://www.reuters.com/legal/government/cerebras-prices-ipo-185-per-share-ra...
BYD surpasses Tesla as world’s top energy storage deployer
<p>Article URL: <a href="https://electrek.co/2026/05/13/byd-surpasses-tesla-energy-storage-bess-benchmark-2025/">https://electrek.co/2026/05/13/byd-surpasses-tesla-energy-storage-bess-benchmark-2025/</a></p> <p>Comments ...
<p>Article URL: <a href="https://medium.com/@carmitage/federalism-for-anti-fascists-e83fb20c6fc2">https://medium.com/@carmitage/federalism-for-anti-fascists-e83fb20c6fc2</a></p> <p>Comments URL: <a href="https://news.yco...
Perl versus Java – The Moving Finger (2025)
<p>Article URL: <a href="https://rant.li/ashwin/perl-versus-java">https://rant.li/ashwin/perl-versus-java</a></p> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48130201">https://news.ycombinator.com/item...
<p>Article URL: <a href="https://medium.com/@carmitage/how-bribery-became-legal-b28dbdf0a41c">https://medium.com/@carmitage/how-bribery-became-legal-b28dbdf0a41c</a></p> <p>Comments URL: <a href="https://news.ycombinator...
<p>An attempt at a single pass LLVM frontend in ~3000 lines of C without external dependencies, malloc, or an AST. Included are some graphical examples. The IR isn't perfect, and the README touches on one particular down...
I benchmarked three LLM inference providers this week and one route surprised me
<p><strong>Title:</strong> I benchmarked three LLM inference providers this week and one route surprised me</p> <p><strong>Body:</strong></p> <p>I've been running some personal benchmarks comparing inference latency ac...
**Title:** I benchmarked three LLM inference providers this week and one route s
<p><strong>Title:</strong> I benchmarked three LLM inference providers this week and one route surprised me</p> <p><strong>Body:</strong></p> <p>I've been running some personal benchmarks comparing inference latency ac...
One Push, Two App Stores: Parallel iOS and Android Builds with GitHub Actions
<p>Liquid syntax error: Unknown tag 'endraw'</p>
Python Decorators Explained Simply
<h1> Python Decorators Explained Simply </h1> <h2> Introduction </h2> <p>Python Decorators Explained Simply is essential knowledge for every developer.</p> <h2> Key Points </h2> <ol> <li>Start...
How to Secure Your Linux Server in 10 Steps
<h1> How to Secure Your Linux Server in 10 Steps </h1> <h2> Introduction </h2> <p>How to Secure Your Linux Server in 10 Steps is essential knowledge for every developer.</p> <h2> Key Points </h...
I Turned Three 3D Printing Tools Into One — CLI & Web, Both Work
<p>I'd written three separate 3D printing tools, each with its own niche:</p> <ul> <li> <strong>SupportSage</strong> — AI-optimized support structure generation (tree + pillar)</li> <li> <strong>FilamentDB</strong> — op...
Tutorial: Kubernetes con k3s — Clúster de 3 Nodos, Ingress y Cloudflare en 30 Minutos
<p>Montar un clúster de Kubernetes suena a proyecto de semanas, certificaciones y un presupuesto que necesita aprobación de junta directiva. Y durante años fue así. Pero en 2026, con <strong>k3s</strong> —el Kubernetes l...
MCP Health Monitor — Free Tool to Check If Your MCP Servers Are Actually Running
<p>MCP servers are fragile. A server can be listed on Smithery with glowing docs but be completely dead — returning 502s or timing out. I checked 50+ random MCP endpoints and 52% were unreachable.</p> <p><strong>MCP Hea...
I Built a Company Intelligence MCP — SEC Filings, Patents, Domain Data in One Tool
<p>If you're building AI agents that need to research companies, you know the pain: SEC data lives on EDGAR, patents are on USPTO, domain whois requires a socket library, and SSL info needs openssl. That's four different...
Why `.filter(Boolean)` Doesn't Narrow Types in TypeScript (and how I built an AST fixer for it)
<p>One TypeScript behavior that confused me for a long time was this:<br /> </p> <div class="highlight js-code-highlight"> <pre class="highlight typescript"><code><span class="kd">const</span> <span class="nx">values</s...
best video-to-ascii working on browser?
best video-to-ascii working on browser?
How IT Teams Can Troubleshoot Network Incidents Faster in 2026-05-14
<p>Most teams do not suffer from a total lack of monitoring. They suffer from the wrong kind of visibility.</p> <p>They can see interface utilization, CPU curves, and generic uptime checks. But when users say “the app i...
I spent months fighting VS Code webviews, so I built an open source universal extension protocol
<p><a class="article-body-image-wrapper" href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Feu...
Claude -p headless mode cannot use Max limits, will fall under API plan
<p>Just received the email, effective date is June 15th. Figured it would happen eventually, but damn are we reliant on it for a lot of workflows internally in our company now.</p> <hr /> <p>Comments URL: <a href="https:...
Armorer Guard Learning Loop: live local feedback for AI-agent security, without model drift
<p>We just shipped the <strong>Armorer Guard Learning Loop</strong>: a Rust-native feedback layer for local AI-agent security enforcement.</p> <p>The short version:</p> <blockquote> <p>Armorer Guard supports hybrid liv...
Stop Trusting AI Agents with Git — Start Governing Them
<h2> The 2 AM Disaster You Don't See Coming </h2> <p>I run AI agents as my primary development interface — not just for code generation, but for the <em>entire lifecycle</em>: branching, committing, pushing, PR ...
How to Migrate a Production Stack to a New Region Without Downtime
<p>Last spring I moved an entire production stack — database, object storage, app servers, mail — from one cloud region to another. Different continent, different provider, same users. The plan looked clean on paper. The...
CVE-2026-31431 'Copy Fail' Deep Dive — Linux Page-Cache Bug and AF_ALG Kubernetes Container Escape
<h1> CVE-2026-31431 "Copy Fail" Deep Dive — A Nine-Year-Old Linux Kernel Page-Cache Bug, AF_ALG Container Escape, and the seccomp/Falco Playbook for 2026 Kubernetes Node Security </h1> <p>On April 29, 2026, Theo...
Die Digitalisierung des KFZ-Marktes: Effizienter Autoankauf für Gebraucht- und Unfallwagen
<p>In der heutigen digitalen Ära hat sich der Prozess des Fahrzeugverkaufs grundlegend gewandelt. Besonders beim Verkauf von Gebrauchtwagen oder Fahrzeugen mit Unfallschäden suchen Nutzer nach Effizienz, Transparenz und ...
AI 시대, 성과 내는 조직일수록 토스식 TPM이 필요한 이유
모두가 열심히 해도 계속 비는 문제, 토스가 그 회색지대를 해결하는 법
Do Open Frontier Models Have A Chance Against Closed Models?
<p>Which of the new open-ish frontier models has the best chance to stand up against closed-source models on both cost and quality?</p> <p>I ran <a href="https://jason.agostoni.net/an-ai-benchmark-that-tests-real-coding...
How to Secure Your Linux Server in 10 Steps
<h1> How to Secure Your Linux Server in 10 Steps </h1> <h2> Introduction </h2> <p>How to Secure Your Linux Server in 10 Steps is essential knowledge for every developer.</p> <h2> Key Points </h...
PS3 Emulator Team Slams AI Coders for Breaking Code Quality
<p>RPCS3 team demands AI coders stop submitting untested code that threatens the emulator’s stability and wastes developer resources.</p> <h3> Key takeaways </h3> <ul> <li>Why RPCS3’s Call to Halt AI-Generated ...
Automobil-Logistik in Deutschland: Skalierbare Lösungen für den Autoankauf
<p>In der heutigen Tech-gesteuerten Welt ist die Effizienz beim Asset-Management entscheidend. Dies gilt auch für den Verkauf von Fahrzeugen. Wenn Sie ein "Legacy-Fahrzeug" – sei es ein Gebrauchtwagen oder ein Unfallwag...
What Broke After 10M Realtime Events — and How We Re-architected for Realtime AI Workflows
<p><a class="article-body-image-wrapper" href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fxy...
Fivetran’s CPO: Closed data stacks won’t survive the agent era
<img alt="At Google Cloud Next 2026, Fivetran Chief Product Officer Anjan Kundavaram argued that enterprise data systems are unprepared for the scale of AI-driven analytics." class="webfeedsFeaturedVisual wp-post-image w...
Crunching the latest data, just for you. Hang tight
<p>What I see on github more and more now. This one from today was from trying to see the full list of contributors to a medium size project. It's been spinning for several minutes...</p> <hr /> <p>Comments URL: <a hre...
Tell HN: Dont use Claude Design, lost access to my projects after unsubscribing
<p>I wanted to try codex after 5 months of claude code max subscription. And then I went back to my previous projects on claude design only to realize I don't have access to them anymore.<p>This is a first. I never lost ...
<p>I want to go viral but don't know how</p> <hr /> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48127830">https://news.ycombinator.com/item?id=48127830</a></p> <p>Points: 1</p> <p># Comments: 1</p>
Ask HN: What programming blogs do you follow?
<p>HN's front page might be sufficient to read about programming stuff, but still I'm wondering if there might be blogs that don't hit the front page but are worth checking out and possibly following.<p>You can use this ...
MinIO’s MemKV promises 95% better GPU utilization by ending AI recompute tax
<img alt="" class="webfeedsFeaturedVisual wp-post-image wp-stateless-item" height="768" src="https://cdn.thenewstack.io/media/2026/05/f30e3075-ghariza-mahavira-vyyokutbajg-unsplash-1024x768.jpg" style="display: block; ma...
<p>What is the best way to invest 10K USD/EUR. I’m looking for moderate to high risk with high potential returns.<p>I live in Europe, so I guess most of the known financial levers are not available here.</p> <hr /> <p>Co...
Ask HN: Why does my ChatGPT always display one sentence per line?
<p>Has anyone else experienced the same thing? My ChatGPT always outputs one sentence per line, for example:<p>--- Right now, your data looks more like: “interesting utility” rather than “An app you can’t live without.” ...
Ask HN: Is Anthropic doing too much vibe coding?
<p>The Claude app and Claude Code have been an unusable and buggy mess for me lately, has anyone else been experiencing this? Most of my messages get swallowed after sending them or the responses get interrupted or dropp...
Anthropic Launches Claude Platform on AWS
<img src="https://res.infoq.com/news/2026/05/anthropic-claude-aws/en/headerimage/generatedHeaderImage-1778682420283.jpg" /><p>Anthropic has announced the general availability of Claude Platform on AWS, a new deployment o...
We are excited to announce the release of PyTorch® 2.12 (release notes)! The PyTorch 2.12 release features the following changes: Batched linalg.eigh on CUDA is up to 100x faster due...
Kubernetes v1.36: Advancing Workload-Aware Scheduling
<p>AI/ML and batch workloads introduce unique scheduling challenges that go beyond simple Pod-by-Pod scheduling. In Kubernetes v1.35, we introduced the first tranche of <em>workload-aware scheduling</em> improvements, fe...
Hourly Rates Are Not a Work Measurement Anymore
<p>Poking around contract work and it occurred to me that hourly rates are still pre-GenAI.<p>A senior dev/arch with GenAI skills can probably do 20x now. But we’re not going to work for -19x rates.<p>It’s a conundrum. W...
TypeScript, C# and Turbo Pascal with Anders Hejlsberg
Anders Hejlsberg reflects on building Turbo Pascal, C#, and TypeScript, and shares what AI may change about the future of software engineering.
Viaduct 1.0 and the future of Airbnb’s data mesh
<p>Moving from an internal tool to a community-driven, production-ready data mesh.</p><figure><img alt="Stone arch bridge crossing a wide river at sunset, with people leisurely walking along the top, golden light illumin...
Ask HN: Has any YC startup from the last 6–7 years scaled like Stripe or Docker?
<p>Even none of the startups funded in the last 7 years seem to have made it into YC’s top 100 companies list.</p> <hr /> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48124380">https://news.ycombinator....
Ask HN: Why Reddit blocks all automated access but has .json for all URLs?
<p>Reddit is aggressively blocking all automated access (see their robots.txt) and uses a lot of heuristics to block crawlers that do not honor it.<p>However, at the same time all Reddit URLs can be made machine readable...
Thoughts on Claude Code 2.1.139 Agent View and Background Sessions
<p>Spent half a day trying Claude Code 2.1.139’s new Agent View and background sessions — useful, but still has quite a few rough edges.<p>The first item in the 2.1.139 changelog released on 2026-05-11 was Added agent vi...
AI is making it easy but also hard
<p>I was a software engineer for 20 years and always had many, many ideas for products - as we all do.<p>Enter Claude Code, Kiro, Cursor, whatever. Now I can write anything I like and because I was a software engineer an...
<p>Infrastructure side:<p>1. A service connector that can be attached to any AI Assistant to authenticate users and connect services easily, similar to MCP but more universal. 2. CDN service connectors that can store ass...
New in Terraform 1.15: Dynamic sources, variable deprecation, and more
Terraform 1.15 adds Windows ARM64 builds, variable deprecation, S3 AWS login, inline type conversion, and dynamic module sources.
Ask HN: How are you securing your NPM dependencies?
<p>There are few obvious things like adding min-release-age, ignore-scripts and save-exact. What other practice we can follow to ensure we are minimizing the damage, especially with chained dependencies.</p> <hr /> <p>Co...
Streaming CloudWatch metrics to VPC-based OpenTelemetry collectors using Lambda
In this post, we demonstrate an approach we used to address this challenge for a customer by implementing an AWS Lambda transformation function that streams Amazon CloudWatch metrics directly to internal OpenTelemetry co...
Ask HN: Social Vibe Coding App?
<p>I am currently ideating a flow where people can sneak peak into what people in their network/company/worksapce are vibe coding. The basic mvp is to have some bots connected to git repos and analyse readme + code(?) an...
High Performance Rate Limiting at Databricks
In this article, we look at how Databricks implemented rate limiting at scale, how they shrank the critical path, and the accuracy tradeoff that shrinking usually requires.
<img alt="A colorful graphic illustration of a human head in profile, silhouetted in dark navy, with the brain area filled with symbolic imagery representing knowledge and cognition: puzzle pieces, gears, flowers, and a ...
Ask HN: Anyone replaced enterprise email marketing with something self-built?
<p>We're a smallish startup currently paying $150k+ a year for Salesforce Marketing Cloud (SFMC) to send email marketing and trigger email.<p>The cost of this pains me, and it doesn't help that our campaign manager hates...
Ask HN: Sites you visit on a daily basis for knowledge and inspiration?
<p>Comments URL: <a href="https://news.ycombinator.com/item?id=48123052">https://news.ycombinator.com/item?id=48123052</a></p> <p>Points: 3</p> <p># Comments: 0</p>
Anthropic’s Claude Code agent view is a better dashboard. So why aren’t developers convinced?
<img alt="three screen monitor on blue background" class="webfeedsFeaturedVisual wp-post-image wp-stateless-item" height="768" src="https://cdn.thenewstack.io/media/2026/05/ee2600c0-monitor-dashboard-1024x768.jpg" style=...
<img alt="Illustration of a laptop displaying two documents side by side, connected by orange lines that suggest AI-driven comparison and analysis, with labels reading "Correcting Grammar," "AI Comparing," and "Extractin...
<p>I want to add my new posts to your website.</p> <hr /> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48122821">https://news.ycombinator.com/item?id=48122821</a></p> <p>Points: 1</p> <p># Comments: 0</...
I tested OpenAI’s three claims about GPT-5.5 Instant, and only one fully held up
<img alt="Illustration of two side-by-side portraits of the same woman with long brown hair — on the left, a casual version in a red T-shirt and glasses; on the right, an AI-generated version in a sleeveless red top with...
Airbnb Implements Context-Aware Identity Model to Support Privacy-First Social Features
<img src="https://res.infoq.com/news/2026/05/airbnb-privacy-identity-model/en/headerimage/generatedHeaderImage-1777161122220.jpg" /><p>Airbnb has redesigned its identity system to support privacy-first social features in...
JEP 533 Tightens Exception Handling in Java's Structured Concurrency for JDK 27
<img src="https://res.infoq.com/news/2026/05/jep-533-jdk-27/en/headerimage/java-istock-image-01-1762720446658-1778607694352.jpg" /><p>JEP 533, Structured Concurrency, has reached integrated status for JDK 27. It refines ...
Ask HN: What Will the Next Competitor to NextJS Be?
<p>This question includes the commercial as well as open source offerings of Next Js / Vercel.</p> <hr /> <p>Comments URL: <a href="https://news.ycombinator.com/item?id=48122402">https://news.ycombinator.com/item?id=4812...
Temporal hits 3,000 paying customers with its crash-proof workflow engine
<img alt="Abstract illustration of interconnected pipelines weaving through gears, checkmarks, envelopes, location pins and dollar-sign icons, converging at a central handshake — a visual metaphor for the complex, multi-...
Reel Friends: Building Social Discovery that Scales to Billions
<p>On its face the new Friend Bubbles feature looks simple enough. It highlights Reels your friends have watched and reacted to. But sometimes the features that seem the most straightforward require the deepest engineeri...
Cloud native application challenges: installing the walking skeleton
<img alt="Artistic flat illustration of a building structural frame and scaffolding on a construction site, representing a Kubernetes walking skeleton and platform engineering infrastructure." class="webfeedsFeaturedVisu...
How to build a skills library for your engineering team
<img alt="Abstract silhouette of an engineering team standing on a ridge overlooking a misty landscape, representing the elimination of shadow skills and the alignment of AI agent standards in software development." clas...
Browser Run: now running on Cloudflare Containers, it’s faster and more scalable
We’ve enabled higher usage limits, faster performance, better reliability, and increased shipping velocity for our Browser Run product by rebuilding on top of Cloudflare’s Containers. Here’s how.
Cimento emerges from stealth to secure the one thing no firewall can protect
<img alt="An illustrated eye with a keyhole at its center, surrounded by concentric digital rings — evoking surveillance, identity security, and the human element in cybersecurity." class="webfeedsFeaturedVisual wp-post-...
Why agent harnesses fail inside cloud-native systems
<img alt="A detailed vintage-style line drawing of a climber rappelling down a steep rocky cliff using a safety harness and ropes, symbolizing a secure feedback loop in a complex environment." class="webfeedsFeaturedVisu...
Presentation: What I Learned Building Multi-Agent Systems From Scratch
<img src="https://res.infoq.com/presentations/multi-agent-system-lessons/en/mediumimage/medium-1778068150406.jpeg" /><p>Paulo Arruda discusses Shopify’s evolution in AI adoption, moving from simple chat tools to a sophis...
Why enterprise AI needs customization
<img alt="Flat illustration of hands using nippers to remove parts from a plastic model kit sprue, symbolizing modular enterprise AI strategy and multi-model customization." class="webfeedsFeaturedVisual wp-post-image wp...
Building a safe, effective sandbox to enable Codex on Windows
Learn how OpenAI built a secure sandbox for Codex on Windows, enabling safe, efficient coding agents with controlled file access and network restrictions.
Scott and Wes break down the “Mini Shai-Hulud” supply chain attack that compromised TanStack and other popular npm packages through a clever GitHub Actions cache poisoning exploit; a self-propagating worm that stole cred...
Article: The Mathematics of Backlogs: Capacity Planning for Queue Recovery
<img src="https://res.infoq.com/articles/capacity-planning-queue-recovery/en/headerimage/The-Mathematics-of-Backlogs-Capacity-Planning-for-Queue-Recovery-header-1778227922596.jpg" /><p>Backlogs in distributed systems are...
Grafana's Pyroscope 2.0 Makes Continuous Profiling Practical at Scale
<img src="https://res.infoq.com/news/2026/05/pyroscope-2-profiling/en/headerimage/generatedHeaderImage-1778539051167.jpg" /><p>Grafana Labs has launched Pyroscope 2.0, a rearchitected open-source continuous profiling dat...
AWS WorkSpaces Now Lets AI Agents Operate Legacy Desktop Applications Without APIs
<img src="https://res.infoq.com/news/2026/05/aws-workspaces-ai-agents/en/headerimage/generatedHeaderImage-1778485554177.jpg" /><p>AWS announced that Amazon WorkSpaces can now serve as managed virtual desktops for AI agen...
Getting started with Codex and CircleCI
Getting started with Codex and CircleCI
A 0-click exploit chain for the Pixel 10: When a Door Closes, a Window Opens
We recently published an exploit chain for the Google Pixel 9 that demonstrated it was possible to go from a zero-click context to root on Android in just two exploits. The Dolby 0-click vulnerability existed across all ...
Stop letting your agents write Markdown.
We've all started using markdown a lot more lately, but what if instead we used HTML? Thank you CopilotKit for sponsoring! Check them out at: https://soydev.link/copilotkit SOURCES https://x.com/trq212/status/205281160...
AI-assisted testing, extensions updates, and more: k6 2.0 is here
<p>For years, teams have relied on <u><a href="https://grafana.com/docs/k6/latest/">k6</a></u> to take a more proactive approach to performance testing, ensuring they can catch issues early and deliver more reliable user...
Our response to the TanStack npm supply chain attack
OpenAI details its response to the TanStack “Mini Shai-Hulud” supply chain attack, outlines protections taken to secure systems and signing certificates, and explains why macOS users must update OpenAI apps by June 12, 2...
<p>Version 9.4.1 of the Elastic Stack was released today. We recommend you <a href="https://www.elastic.co/docs/deploy-manage/upgrade">upgrade to this latest version</a>. We recommend 9.4.1 over the previous versions 9.4...
PHAROS: 4 agents, 60 seconds, 1 missed drug safety signal away from disaster
PHAROS is a 4-agent system built with Elasticsearch that automates pharmacovigilance. It detects adverse drug safety signals using WHO-standard analysis, generates regulatory reports, and sends critical alerts in under 6...
Catching invisible errors: How I built a duplicate detection agent for Kenya's HIV program
A multi-agent duplicate detection system built with Elastic Agent Builder addresses the 56% failure rate of manual duplicate detection in Kenya's HIV patient records. It uses tiered risk scoring and specific recs to prov...
Trusted Sources for Deployment Protection
<p><a href="https://vercel.com/docs/deployment-protection/methods-to-bypass-deployment-protection/trusted-sources">Trusted Sources</a> lets protected deployments accept <a href="https://vercel.com/docs/oidc">short-lived ...
Gauntlet: What happens when your agent's tools fight back
The Elasticsearch Agent Builder Hackathon spotlighted Gauntlet, a top-three project that uses mocking agents to mutate tool calls, expose hidden failures, and improve AI agent reliability.
The Elasticsearch Agent Builder Hackathon
The Elasticsearch Agent Builder Hackathon showed AI agents built with Elastic tools to solve real-world problems. Winners include PHAROS (drug safety in <60s), Gauntlet (adversarial testing), and a duplicate detection ag...
The new FinOps problem isn’t cloud bills
<img alt="At Google Cloud Next 2026, Finout co-founder and CEO Roi Ravhon and Google Cloud FinOps lead Pathik Sharma discussed how FinOps is rapidly evolving for the AI era." class="webfeedsFeaturedVisual wp-post-image w...
Patch Tuesday, May 2026 Edition
Artificial intelligence platforms may be just as susceptible to social engineering as human beings, but they are proving remarkably good at finding security vulnerabilities in human-made computer code. That reality is on...
Jensen Huang and Bill McDermott bet on OpenShell to secure enterprise AI agents
<img alt="From left to right, Nvidia CEO Jensen Huang and Servicenow CEO Bill McDermott, at the Servicenow Knowledge conference in May 2026 in Las Vegas." class="webfeedsFeaturedVisual wp-post-image wp-stateless-item" he...
Create Vercel Firewall rules with natural language
<div></div><p><a href="https://vercel.com/docs/vercel-firewall">Vercel Firewall</a> now lets you create WAF custom rules using natural language. Describe the behavior you need and the dashboard will generate the rule.</p...
Kubernetes v1.36: PSI Metrics for Kubernetes Graduates to GA
<p>Since its original implementation in the Linux kernel in 2018, <em>Pressure Stall Information</em> (PSI) has provided users with the high-fidelity signals needed to identify resource saturation before it becomes an ou...
The API portal is the clearest signal of whether your company can handle AI agents
<img alt="Three overlapping head silhouettes with network, spiral, and puzzle-piece patterns inside, representing interconnected systems thinking." class="webfeedsFeaturedVisual wp-post-image wp-stateless-item" height="6...
Revisiting “No Silver Bullets” in the age of AI
Does the noted “No Silver Bullets” paper by the author of a classic engineering book still hold up, 40 years later? Is AI the long-sought single silver bullet – or has one been around for years?
Terraform Enterprise 2.0: Evolving infrastructure operations for scale
Terraform Enterprise 2.0 helps organizations scale infrastructure operations, strengthen governance, and reduce operational complexity.
AI is creating a generation of developers who can’t debug their own code
<img alt="" class="webfeedsFeaturedVisual wp-post-image wp-stateless-item" height="664" src="https://cdn.thenewstack.io/media/2026/05/56dd111a-getty-images-rwdoiqqagw4-unsplash-1024x664.jpg" style="display: block; margin...
Migrating Data Ingestion Systems at Meta Scale
<p>Meta’s data ingestion system, which our engineering teams leverage for up-to-date snapshots of the social graph, has recently undergone a significant revamp to enhance its reliability at scale. Moving from our legacy...
Announcing native AI agent support in HashiCorp Vault
HashiCorp Vault now enables enterprises to manage agentic IAM including trusted identities, delegated authorization, fine-grained controls and end-to-end tracing.
Efficient Edge AI on Arm CPUs and NPUs: Understanding ExecuTorch through Practical Labs
TL;DR: ExecuTorch extends the PyTorch ecosystem to deliver local AI inference on constrained edge devices. To provide a practical entry point, Arm has created a set of Jupyter Labs that...
How Figma Upgraded Data Pipeline from Multi-Day Latency to Real-Time
In this article, we will learn what happened as Figma grew and how its engineering team handled the growth in terms of the data pipeline issues.
What the design-to-code loop unlocks
With work moving more fluidly between code and canvas, workflows aren’t just changing—they’re converging.
Red Hat is betting on AgentOps to close the gap between AI experiments and production
<img alt="Illustration of a robot in a business suit surrounded by AI and cloud computing icons, representing enterprise AI agent deployment and automation." class="webfeedsFeaturedVisual wp-post-image wp-stateless-item"...
See how finance teams can use Codex to build MBRs, reporting packs, variance bridges, model checks, and planning scenarios from real work inputs.
AI teams are spending months on web scrapers that SerpApi replaces with one API call
<img alt="A flat-style illustration showing cloud-based data flow connecting multiple devices and interfaces, including a code editor, a data table, a laptop, tablet, and desktop computer, all linked through a central cl...
Building hybrid multi-tenant architecture for stateful services on AWS
In this post, we show you how to build a hybrid multi-tenant architecture that provides strong tenant isolation without requiring per-tenant AWS accounts. You learn how to configure Route 53 weighted routing to distribut...
Living off the agent: The new tactic hijacking enterprise AI
<img alt="Pop-art style illustration of a hand moving a chess piece to topple an opponent, symbolizing strategic maneuvers in an agentic AI spy game and enterprise cybersecurity tactics." class="webfeedsFeaturedVisual wp...
Presentation: Beyond Coding: How Senior ICs Grow Influence and Drive Impact
<img src="https://res.infoq.com/presentations/lessons-building-engineering-team/en/mediumimage/medium-1778064119173.jpg" /><p>Netflix’s Kasia Trapszo discusses the transition from writing code to scaling organizations. S...
When "idle" isn't idle: how a Linux kernel optimization became a QUIC bug
We investigated a bug where CUBIC's congestion window became pinned at its minimum floor, causing a performance to plummet. The fix involved correctly measuring idle periods to distinguish RTT wait times from actual appl...
SAP launches managed Joule Studio with Cursor and Claude Code support
<img alt="" class="webfeedsFeaturedVisual wp-post-image wp-stateless-item" height="768" src="https://cdn.thenewstack.io/media/2026/05/309ae482-img_3976-1024x768.jpg" style="display: block; margin: auto; margin-bottom: 20...
SAP launches AI Agent Hub at Sapphire 2026 to tame vendor agent sprawl
<img alt="" class="webfeedsFeaturedVisual wp-post-image wp-stateless-item" height="768" src="https://cdn.thenewstack.io/media/2026/05/22b76bb8-img_3973-1024x768.jpg" style="display: block; margin: auto; margin-bottom: 20...
GitHub Expands Secret Scanning with General Availability of MCP Server Integration
<img src="https://res.infoq.com/news/2026/05/github-mcp-secret-scanning/en/headerimage/generatedHeaderImage-1778422946373.jpg" /><p>GitHub has announced the general availability of secret scanning support through its MCP...
As agentic dev tools boom, workflow auditability becomes the constraint
<img alt="Minimalist illustration of footprints on a beach being washed away by a wave, symbolizing the vanishing audit trails and compliance gaps in AI agent workflows." class="webfeedsFeaturedVisual wp-post-image wp-st...
AdonisJS v7 Ships End-to-End Type Safety, Reworked Starter Kits and Zero-Config OpenTelemetry
<img src="https://res.infoq.com/news/2026/05/adonis-v7-opentelemetry/en/headerimage/generatedHeaderImage-1778574705638.jpg" /><p>AdonisJS version 7 introduces end-to-end type safety and reworked starter kits, alongside i...
They re-wrote all of Bun with Rust in about a week. And it's probably going to ship... Thank you WorkOS for sponsoring! Check them out at: https://soydev.link/workos Also the best place to use Codex, Claude Code, and m...
Vespa AI and Surpassing the Limits of Vector Search
Vector search has risen to become a foundational tool in modern search and retrieval systems, including the RAG pipelines that power many AI applications. However, the demands on retrieval systems are growing more sophis...
Article: Time-Series Storage: Design Choices That Shape Cost and Performance
<img src="https://res.infoq.com/articles/time-series-storage-design/en/headerimage/Time-Series-Storage-Design-Choices-That-Shape-Cost-and-Performance-header-1778155792101.jpg" /><p>Every time-series database makes a set ...
Fast mode for Opus 4.7 available on AI Gateway
<p>Fast mode for Claude Opus 4.7 is now available on <a href="https://vercel.com/ai-gateway">AI Gateway</a> in research preview.</p><p>Fast mode delivers ~2.5x faster output token generation with full Opus 4.7 intelligen...
Copy Fail and Dirty Frag: Linux Page-Cache Exploits Target Every Major Distribution
<img src="https://res.infoq.com/news/2026/05/copy-fail-dirty-frag-linux/en/headerimage/generatedHeaderImage-1778536323907.jpg" /><p>Two recent Linux kernel vulnerabilities have been disclosed: Copy Fail (CVE-2026-31431) ...
IBM Vault 2.0 adds UI enhancements and improved reporting visibility
IBM Vault 2.0 introduces UI enhancements, including in-product guidance to surface value faster, plus enhanced reporting for greater transparency and visibility.
Manage Vercel Firewall in the CLI
<p>You can now manage the <a href="https://vercel.com/docs/vercel-firewall/vercel-waf">Vercel Firewall</a> directly from the CLI. </p><p>Using the <code>vercel firewall</code> command, you can configure <a href="https://...
<p>Ask which AI model is best, and the answer changes before the ink dries. That's what happens in an industry where new models are released weekly. </p><p>Every benchmark measures a different race, and every race crowns...
Node.js 26.x now available on Vercel Sandboxes
<p>Vercel Sandbox now supports Node.js version 26.</p><p>To run a Sandbox with Node.js 26, upgrade <code>@vercel/sandbox</code> to <code>1.10.2</code> or later, or to <code>2.0.0-beta.19</code> or later if you're using v...
AutoScout24 scales engineering with AI-powered workflows
Learn how AutoScout24 Group uses Codex and ChatGPT to speed development cycles, improve code quality, and expand AI adoption.
How NVIDIA engineers and researchers build with Codex
Teams use Codex with GPT-5.5 to ship production systems and turn research ideas into runnable experiments.
What Parameter Golf taught us about AI-assisted research
Parameter Golf brought together 1,000+ participants and 2,000+ submissions to explore AI-assisted machine learning research, coding agents, quantization, and novel model design under strict constraints.
Cangjie, a New Open-Source Compiled Language with Native Effect Handlers and Algebraic Data Types
<img src="https://res.infoq.com/news/2026/05/cangjie-effect-handlers-adt/en/headerimage/generatedHeaderImage-1778450390348.jpg" /><p>Prof. Dan Ghica, who leads the Programming Languages Lab at Huawei’s Edinburgh Research...
Anthropic’s Claude Platform comes to AWS
<img alt="" class="webfeedsFeaturedVisual wp-post-image wp-stateless-item" height="768" src="https://cdn.thenewstack.io/media/2026/05/2f95a795-img_3509-1024x768.jpg" style="display: block; margin: auto; margin-bottom: 20...
Choosing between single or multiple organizations in AWS Organizations
Organizations face critical architectural decisions that can impact their operations for years to come such as: Is it better to maintain a single organization or implement multiple organizations? In this post, I explain ...
Anthropic trains Claude to resist blackmail & self-preservation behavior via agentic misalignment
<img alt="" class="webfeedsFeaturedVisual wp-post-image wp-stateless-item" height="768" src="https://cdn.thenewstack.io/media/2026/05/3889f2cf-pablo-de-rosi-2hmsglmoogy-unsplash-1024x768.jpg" style="display: block; margi...
Coder Agents Enable Running AI Coding Workflows on Self-Hosted Infrastructure
<img src="https://res.infoq.com/news/2026/05/coder-agents-self-hosted-ai/en/headerimage/coder-agents-self-hosted-ai-1778516884639.jpeg" /><p>Coder Agents is a model-agnostic platform designed to let organizations run AI ...
Labyrinth 1.1: Making End-to-End Encrypted Backups Even More Reliable
<p>We’re rolling out version 1.1 of Labyrinth, the encrypted storage system and protocol that secures messages and history on Messenger. Labyrinth 1.1 enhances the reliability of end-to-end encrypted backups with a new s...
Terraform adds cost visibility, project-level notifications, and more
HCP Terraform and Terraform Enterprise continue to reduce operational overhead and strengthen governance and security across the entire infrastructure lifecycle.
How Pinterest Built a Production MCP Ecosystem
In this article, we look at how Pinterest designed that ecosystem and what they had to get right beyond the protocol itself.
How ChatGPT adoption broadened in early 2026
ChatGPT adoption surged in Q1 2026, with fastest growth among users over 35 and more balanced gender usage, signaling broader mainstream AI adoption.
How AI-native systems are built
<img alt="Illustration of a woman and child repairing a broken blue vase with gold glue, representing the kintsugi metaphor for rebuilding brittle systems." class="webfeedsFeaturedVisual wp-post-image wp-stateless-item" ...
Netflix Serves 84% of Query Results from Cache with Interval-Aware Caching in Apache Druid
<img src="https://res.infoq.com/news/2026/05/netflix-druid-interval-cache/en/headerimage/generatedHeaderImage-1777092326529.jpg" /><p>Netflix improves Apache Druid performance with interval aware caching, serving 84% of ...
Why your AI agent doesn’t actually remember anything
<img alt="Artistic illustration of footprints filled with blooming flowers and green leaves, symbolizing the organic growth of AI agent memory and the traces of past user interactions." class="webfeedsFeaturedVisual wp-p...
Scott and Wes chat all things agent skills for web developers, sharing their favorites for everything from CSS animations and HTML generation to logo extraction, marketing copy, and video creation. Whether you’re just ge...
How enterprises are scaling AI
How enterprises scale AI: from early experiments to compounding impact through trust, governance, workflow design, and quality at scale.
OpenAI Campus Network: Student club interest form
Join the OpenAI Campus Network—connect student clubs worldwide, access AI tools, host events, and build an AI-powered campus community.
Automate progressive rollouts with Vercel Flags
<p>You can now use <a href="https://vercel.com/docs/flags">Vercel Flags</a> to roll out a feature to a growing percentage of users on a schedule, with progressive rollouts.</p><p>Unlike weighted splits, which hold a fixe...
Coding with agents is really fun, and really productive. But there are downsides... Thank you Browserbase for sponsoring! Check them out at: https://soydev.link/browserbase SOURCE https://larsfaye.com/articles/agentic-...
The new AI-powered Google Finance is expanding to Europe.
A screenshot of the AI-powered experience on Google Finance.
OpenAI launches DeployCo to help businesses build around intelligence
OpenAI launches DeployCo, a new enterprise deployment company built to help organizations bring frontier AI into production and turn it into measurable business impact.
Vercel Sandbox firewall now supports request proxying and filtering
<p>The <a href="https://vercel.com/docs/vercel-sandbox/concepts/firewall">Vercel Sandbox firewall</a> now supports forwarding specific HTTP requests to a proxy you control. You can also use matchers to filter forwarding ...
MySQL 3분 vs ClickHouse 0.3초 — 같은 쿼리입니다
[](https://www.nhncloud.com/kr) ## 들어가며 최근 MySQL 기반 서비스들로부터 ClickHouse 도입 문의를 받으면...
Five vertical SaaS insights from Sessions 2026
AI is forcing platforms to expand beyond pure software. See how vertical SaaS platforms are using payments, financial services, and agentic commerce to build more durable businesses.
How Superset built the IDE for AI agents on Vercel
<p><b>Superset on Vercel</b></p><ul><li><p>1,000–1,400 deployments per week</p></li><li><p>~600 preview deployments per day</p></li><li><p>~30 second average build time</p></li><li><p>57–64% week-over-week DAU growth</p>...
EP214: Claude Code vs. OpenClaw: 5 Design Dimensions
Both are highly capable, but they have key architectural differences.
Kubernetes v1.36: Moving Volume Group Snapshots to GA
<p>Volume group snapshots were <a href="https://kubernetes.io/blog/2023/05/08/kubernetes-1-27-volume-group-snapshot-alpha/">introduced</a> as an Alpha feature with the Kubernetes v1.27 release, moved to <a href="https://...
<p>The post <a href="https://sequoiacap.com/article/ai-ascent-2026/">AI Ascent 2026</a> appeared first on <a href="https://sequoiacap.com">Sequoia Capital</a>.</p>
Scaling ArchUnit with Nebula ArchRules
<p>By <a href="https://github.com/wakingrufus">John Burns</a> and <a href="https://www.linkedin.com/in/emilyyuan03/">Emily Yuan</a></p><h3>Introduction</h3><p>At Netflix, we operate using a <a href="https://netflixtechbl...
Become an AI Engineer | Enrollment Ends Soon
Our 6th cohort of Becoming an AI Engineer starts in about a week.
See what happens when creative legends use AI to make ads for small businesses.
black and white card with headshots of susan credle, jayonta jenkins and tiffany rolfe
Running Codex safely at OpenAI
How OpenAI runs Codex securely with sandboxing, approvals, network policies, and agent-native telemetry to support safe and compliant coding agent adoption.
Chat SDK adds Messenger adapter support
<p>Chat SDK now supports <a href="https://chat-sdk.dev/adapters/messenger">Messenger</a> as a chat adapter.</p><p>Build agents that support messages, reactions, multimedia downloads, postback buttons, and direct conversa...
Canvas Breach Disrupts Schools & Colleges Nationwide
An ongoing data extortion attack targeting the widely-used education technology platform Canvas disrupted classes and coursework at school districts and universities across the United States today, after a cybercrime gro...
Eliminate noisy log lines with Adaptive Logs drop rules
<p>Most platform and observability teams have logs they know are noise. These could be throwaway health check logs, forgotten DEBUG logs, or verbose INFO logs from little used services that only serve to inflate your bil...
Chat SDK adds web adapter support
<p>You can now build chat UIs that connect to Chat SDK with the new <a href="https://chat-sdk.dev/adapters/web">web adapter</a>. Build in-product assistants, support agents, or any other browser-based chat experience.</p...
Beyond debugging: How GenAI can turn logs into business intelligence
Logs have returned to center stage for observability with new capabilities given the emergence of generative AI. Find out how GenAI and logs can provide visibility and insights to manage your operations and improve busin...
From noise to knowledge: How GenAI is revolutionizing log management and analytics
Logs have returned to center stage for observability with new insights and information for your SRE team. Driving efficiency in your day to day operations is possible with GenAI applied to the richest telemetry signal av...
Chat SDK now supports conversation history
<p>Chat SDK now supports cross-platform conversation history through the new <code>transcripts</code> and <code>identity</code> options. User transcripts persist across every <a href="https://chat-sdk.dev/adapters">platf...
This afternoon, we sent the following email to our global team. One of our core values at Cloudflare is transparency, and we believe it's important that you hear this directly from us because it’s a major moment at Cloud...
Kubernetes v1.36: More Drivers, New Features, and the Next Era of DRA
<p>Dynamic Resource Allocation (DRA) has fundamentally changed how platform administrators handle hardware accelerators and specialized resources in Kubernetes. In the v1.36 release, DRA continues to mature, bringing a w...
Every operating system concept in one video…
Railway is the easiest way to deploy anything. Get $20 in free credits - https://railway.com/?referralCode=fireship Everything that happens inside your computer from the instant you press the power button to the moment ...
732 bytes of Python just borked every Linux machine on earth…
CodeRabbit's new Slack Agent lets you manage your team's agentic workflow right in Slack - https://coderabbit.link/fireship-agent A 100% reliable logic flaw was discovered in the Linux kernel and an AI tool wrote an exp...
Microsoft and OpenAI break up (Amazon is pumped)
OpenAI and Microsoft's partnership is ending... Thank you Browserbase for sponsoring! Check them out at: https://soydev.link/browserbase Source: https://x.com/OpenAINewsroom/status/2049228769135874295 Want to sponsor ...
Prime is (mostly) right about AI
Prime's takes on the AI Economy are mostly right, but there's a couple things worth going deeper on... Thank you Blacksmith for sponsoring! Check them out at: https://soydev.link/blacksmith SOURCE https://www.youtube.c...
Anthropic's doing shady stuff again. Thanks to our sponsor: Kilo, The Open Source AI Coding Agent: https://soydev.link/kilo SOURCES: https://x.com/om_patel5/status/2048204411986469232 Want to sponsor a video? Learn m...
GitHub was my home for over a decade. I think it's time to explore future options. Forgejo, Gitlab, Gitea, Codeberg, Bitbucket and more. Where do we go now? Thank you WorkOS for sponsoring! Check them out at: https://so...
Anthropic's been struggling to get compute lately, but it seems like they've finally solved it by buying compute from xAI? Thank you Coderabbit for sponsoring! Check them out at: https://soydev.link/coderabbit SOURCES:...
Mitigate credential exposure in Windows environments with Boundary and Vault
Learn why dynamic credentials are critical to infrastructure access and how Boundary and Vault integrate with Windows AD DS to secure RDP connections.
LDAP secrets management now available in IBM Vault Enterprise 2.0
Learn to migrate LDAP static roles to IBM Vault Enterprise 2.0’s centralized rotation system, featuring self-managed flows and automated lifecycle management.
Introducing HCP Terraform powered by Infragraph - now in public preview
Hybrid and multi-cloud estates create data silos. HCP Terraform powered by Infragraph provides a single source of truth to help optimize and secure infrastructure.
How Vault Secrets Operator (VSO) automates secret management for enterprises on Kubernetes
See how HashiCorp Vault Secrets Operator (VSO) perfects secret delivery in Kubernetes or Red Hat OpenShift to enable secure automated lifecycle management at scale.
PGKeeper: Building the bouncer we needed for Postgres
This is the story of why and how we built PGKeeper, a scalable and reliable service to support Figma’s rapidly growing products and database workload.
How one partnership powers search for over 2 million WP Engine users
Discover how WP Engine innovates with Google Cloud and Elastic to deliver high-precision search and seamless integration for modern software vendors.
Elastic 9.4: Workflows GA, Agent Builder updates, and Prometheus/PromQL support
Elastic 9.4 makes Elastic the context and retrieval layer of choice with Agent Builder enhancements and Workflows GA while native Prometheus support and TSDB improvements make Elastic Observability the best platform for ...
Takeaways from Elastic’s Forge the Future Hackathon 2026 in Singapore
Elastic's 2026 Forge the Future Hackathon in Singapore captured how quickly AI is moving to agentic systems that can reason, recommend, and act. Learn how 77 participants came together to design and build AI agent soluti...
Is your SIEM actually ready? A new way to find out
SIEM Readiness is a new capability in Elastic Security, available in technical preview as of 9.4, that provides a centralized, continuously updated, and actionable view of your SIEM's operational health.
How IT leaders can measure the ROI of agentic AI initiatives
Gartner® estimates that over 70% of agentic AI use cases will fail to deliver the expected value. Traditional ROI models don't apply. See how we’re successfully measuring agentic AI ROI at Elastic.
The agentic era: Elastic at Google Cloud Next 2026
Elastic’s collaboration with Google Cloud was on full display at Google Cloud Next 2026. Read about our joint developments and latest announcements as we strive to help customers build secure AI applications faster for a...
With the launch of Elasticsearch 9.4, we are reaching an important milestone: the general availability of our joint offerings with NVIDIA and Dell and a major step forward in helping enterprises move from AI experimentat...
Rethinking public sector AI: 5 shifts driving mission outcomes
Everyone had a theory on AI in the public sector. Now, see what’s actually working. Join IDC and Elastic to discuss the realities of AI adoption, data sovereignty, and building systems that deliver real impact.
Postgres connections now work through Sandbox firewall
<p><a href="https://vercel.com/docs/vercel-sandbox">Vercel Sandbox</a> can now connect to hosted Postgres databases, including <a href="https://www.vercel.com/marketplace/neon">Neon</a>, <a href="https://www.vercel.com/m...
Query observability metrics using the Vercel CLI
<p>You can now access Observability Plus metrics in the Vercel CLI. </p><p>Query observability data for any Vercel team or project using the new <code>vercel metrics</code> command. Coding agents can also leverage this n...
Vercel Flags now supports JSON values
<p>You can now store JSON values in <a href="https://vercel.com/docs/flags/vercel-flags">Vercel Flags</a>, extending the existing support for boolean, string, and number values. This allows you to collapse what used to t...
Secure Marketplace credentials with Production-only access
<p>You can now secure native integration resources by restricting where they can be used. Setting a resource to <b>Production only</b> removes non-production access and protects credentials as <a href="https://vercel.com...
Next.js May 2026 security release
<h1>Summary</h1><p>We have shipped a coordinated security release for Next.js addressing 13 advisories across denial of service, middleware and proxy bypass, server-side request forgery, cache poisoning, and cross-site s...
Auto-add Git committers to your team
<p>Pro teams can now choose how Git committers to private repositories are added to their Vercel team. </p><ul><li><p><b>Auto Approval</b>: non-team committers with Vercel accounts are automatically added to your team an...
Introducing deepsec: The security harness for finding vulnerabilities in your codebase
<p>Today we’re open sourcing <a href="https://github.com/vercel-labs/deepsec/"><code>deepsec</code></a>: a security harness powered by coding agents. It runs on your own infrastructure and surfaces hard-to-find issues in...
How KIKO Milano scales for Black Friday
<h3>KIKO Milano on Vercel:</h3><ul><li><p>Eliminated 3 weeks of Black Friday infrastructure prep</p></li><li><p>75% decrease in app build times</p></li><li><p>Went from minimal releases to deploying multiple times per da...
How GitBook serves 30,000 sites with sub-second content updates
<h3>GitBook on Vercel</h3><ul><li><p>30,000 documentation sites hosted on a single Vercel deployment</p></li><li><p>120 million monthly page views served from the edge</p></li><li><p>40,000 cache invalidations processed ...
How General Intelligence used agents to build an agent platform on Vercel
<h3>General Intelligence on Vercel</h3><ul><li><p>8-person team (5 engineers) shipping 10 PRs and 70+ commits per engineer, per day</p></li><li><p>4,000+ preview branches with ~100 parallel app versions running at any mo...
무신사 메가스토어 성수: 보이지 않는 기술, 선명해지는 경험
<h4>기술을 지워야 보이는 것들, 메가스토어 성수의 네 가지 설계</h4><p>안녕하세요. 무신사에서 오프라인 프로덕트 PM을 맡고 있는 양금지입니다.</p><p>지난 4월 24일, 무신사 메가스토어 성수가 문을 열었습니다. 성수동에 자리 잡은 약 2,000평 규모의 복합 스토어이자, 팀무신사 최대 규모의 오프라인 스토어입니다.</p><p>좋은 기술은 드러나지 않아야 한다고 생각합니다. 고...
ODW #5: 벡터 DB와 에이전트 스킬로 RAG 시스템 만들기
안녕하세요! 모바일 개발자 경험 팀의 @giginet입니다. 평소에는 LINE iOS 앱을 중심으로 빌드 시스템과 개발 환경을 정비하고, 개발자 경험을 향상하기 위한 업무를 하고 ...
음성 AI 모델을 프로덕션에 올리기까지: Kanana-O 서빙 최적화 여정
TL;DR kanana-o는 텍스트·이미지·오디오를 종합적으로 이해하고 자연스러운 텍스트와 음성으로 응답하는 멀티모달 모델입니다(자세히 알아보기). 모델을 학습하는 것과 사용자에게 서비스하는 것은 전혀 다른 문제입니다. 이 글에서는 Kanana-O를 실시간 음성 대화 서비스로 제공하기 위해 마주한 엔지니어링 문제들과, 이를 해결하며 만든 서빙 서버 Kanana-Omni Server의 핵심 최...
1002: The Real Pricing of LLMs
In this potluck episode of Syntax, Wes and Scott answer your questions about LLM usage-based pricing, security risks from malicious code in interviews, staying current in a fast-moving dev landscape, a new CSS linter, ma...
1001: Managing Deadlines + Stress
Scott and Wes tackle the all-too-real stress of crunch time as a web developer—how to handle looming deadlines, avoid sloppy shortcuts, and stay methodical when everything feels like it’s falling apart. They share practi...
SED News: Anthropic’s Mythos, Supply Chain Hacks, and the AI Spending Surge
SED News is a monthly podcast from Software Engineering Daily where hosts Gregor Vand and Sean Falconer unpack the biggest stories shaping software engineering, Silicon Valley, and the broader tech industry. In this epis...
AI coding tools have dramatically accelerated the pace of development, and the bottleneck in the software development lifecycle has shifted to code validation and testing. However, the conventional tools and workflows th...
From SSH to REST: A Security-Driven Modernization of Slack’s EMR Data Pipelines
Excerpt By 2024, Slack’s data platform had accumulated 700+ SSH-based operators orchestrating critical data pipelines. We’re talking daily search indexing that processed terabytes of data, analytics jobs powering busines...
‘하이큐!!’ 등 인기 만화 총집결! 리디, ‘만화는 리디’ 캠페인 진행
<p>‘팬덤 플랫폼’으로서의 경쟁력 강화</p> <p>The post <a href="https://ridicorp.com/2026/05/ridi_comics_campaign_2026/">‘하이큐!!’ 등 인기 만화 총집결! 리디, ‘만화는 리디’ 캠페인 진행</a> appeared first on <a href="https://ridicorp.com">리디주식회사 RIDI Corporati...
[콘텐츠 큐레이션] 소중한 사람 돌아본다…빛나는 동료 서사 만화 3선
<p>The post <a href="https://ridicorp.com/2026/05/%ec%bd%98%ed%85%90%ec%b8%a0-%ed%81%90%eb%a0%88%ec%9d%b4%ec%85%98-%ec%86%8c%ec%a4%91%ed%95%9c-%ec%82%ac%eb%9e%8c-%eb%8f%8c%ec%95%84%eb%b3%b8%eb%8b%a4%eb%b9%9b%eb%82%98%eb%...
SMG: The Case for Disaggregating CPU from GPU in LLM Serving
How It Started: Hitting the GIL Wall at Scale We’ve been running production model serving for many years. When we first started building Shepherd Model Gateway, the goal was modest:...
In-Kernel Broadcast Optimization: Co-Designing Kernels for RecSys Inference
TL;DR: Traditional RecSys inference explicitly replicates shared user embeddings/sequences for every candidate. In-Kernel Broadcast Optimization (IKBO) eliminates this overhead via a kernel-model-system co-design that fu...
Uber uses OpenAI to help people earn smarter and book faster
Uber uses OpenAI to power AI assistants and voice features that help drivers earn smarter and riders book faster across a global real-time marketplace.
OpenAI begins testing ads in ChatGPT to support free access, with clear labeling, answer independence, strong privacy protections, and user control.
Singular Bank helps bankers move fast with ChatGPT and Codex
Singular Bank built Singularity, an internal assistant using ChatGPT and Codex to help bankers save 60–90 minutes daily on meeting prep, portfolio analysis, and follow-up.
Simplex rethinks software development with Codex
Simplex boosts software development with ChatGPT Enterprise and Codex, reducing design, build, and testing time while scaling AI-driven workflows.
Parloa builds service agents customers want to talk to
Parloa leverages OpenAI models to power scalable, voice-driven AI customer service agents, enabling enterprises to design, simulate, and deploy reliable, real-time interactions.
OpenAI and PwC collaborate to reimagine the office of the CFO
OpenAI and PwC are partnering to help enterprises use AI agents to automate finance workflows, improve forecasting, strengthen controls, and modernize the CFO function.
OpenAI expands ChatGPT ads with a beta self-serve Ads Manager, CPC bidding, and enhanced measurement tools—built to protect privacy and keep conversations separate from ads.
Unlocking large scale AI training networks with MRC (Multipath Reliable Connection)
OpenAI introduces MRC (Multipath Reliable Connection), a new supercomputer networking protocol released via OCP to improve resilience and performance in large-scale AI training clusters.
Introducing Trusted Contact in ChatGPT
Introducing Trusted Contact in ChatGPT, an optional safety feature that notifies someone you trust if serious self-harm concerns are detected.
Introducing ChatGPT Futures: Class of 2026
Meet the ChatGPT Futures Class of 2026—26 student innovators using AI to build, research, and drive real-world impact. Discover how this generation is redefining learning, creativity, and opportunity with ChatGPT.
How frontier firms are pulling ahead
OpenAI’s B2B Signals research shows how frontier enterprises deepen AI adoption, scale Codex-powered agentic workflows, and build durable competitive advantage.
How ChatGPT learns about the world while protecting privacy
Learn how ChatGPT safeguards your privacy, reduces personal data in training, and gives you control over whether your conversations improve AI models.
Scaling Trusted Access for Cyber with GPT-5.5 and GPT-5.5-Cyber
OpenAI expands Trusted Access for Cyber with GPT-5.5 and GPT-5.5-Cyber, helping verified defenders accelerate vulnerability research and protect critical infrastructure.
GPT-5.5 Instant System Card
GPT-5.5 Instant: smarter, clearer, and more personalized
GPT-5.5 Instant updates ChatGPT’s default model with smarter, more accurate answers, reduced hallucinations, and improved personalization controls.
How OpenAI delivers low-latency voice AI at scale
How OpenAI rebuilt its WebRTC stack to power real-time Voice AI with low latency, global scale, and seamless conversational turn-taking.
Advancing youth safety and wellbeing in EMEA
Explore OpenAI’s European Youth Safety Blueprint and EMEA Youth & Wellbeing Grants, advancing safe, responsible AI for teens, families, and educators.
Advancing voice intelligence with new models in the API
Explore new realtime voice models in the OpenAI API that can reason, translate, and transcribe speech, enabling more natural and intelligent voice experiences.
The Pulse: Did capacity shortages turn Anthropic hostile to devs?
Also: Amazon finally allows engineers to use Claude Code and Codex, Meta forcefully assigns engineers to data labelling work ahead of layoffs, more small “AI-forward” teams, and more
Designing Data-Intensive Applications: The Cloud & Doing the Right Thing
How the cloud changes the way we build applications, and why engineers’ ethical choices matter more than ever. Excerpt from the book, ‘Designing Data-Intensive Applications’, 2nd edition
State of Routing in Model Serving
<p>By <a href="https://www.linkedin.com/in/nipunk/">Nipun Kumar</a>, <a href="https://www.linkedin.com/in/rajatsshah/">Rajat Shah</a>, <a href="https://www.linkedin.com/in/peterchng/">Peter Chng</a></p><h3>Introduction</...
Democratizing Machine Learning at Netflix: Building the Model Lifecycle Graph
<p><a href="https://www.linkedin.com/in/saishsali/">Saish Sali</a>, <a href="https://www.linkedin.com/in/nipunk/">Nipun Kumar</a>, <a href="https://www.linkedin.com/in/suraelamurugu/">Sura Elamurugu</a></p><h3>Introducti...
[](https://www.nhncloud.com/kr) ## 들어가며 인증서 톺아보기 두 번째 시리즈, [유효기...
How We Protect Karrot’s Internal PyPI Proxy from Supply Chain Attacks
<h3>Introduction</h3><p>Hi, we’re Denny (Donghee) and Elvin (Subin) from Karrot’s Python Chapter. At Karrot, we have <strong>Chapter</strong> groups where members interested in specific programming languages voluntarily ...
<h3>들어가며</h3><p>안녕하세요, 당근 파이썬 챕터에서 활동하고 있는 데니와 엘빈이에요. 당근에는 특정 프로그래밍 언어에 관심 있는 구성원들이 자발적으로 모여 해당 언어의 전사 정책과 생태계 이슈를 논의하는 <strong>챕터</strong> 그룹이 있어요. Go, Ruby 등 여러 언어를 위한 챕터가 각각 운영되고 있고, 파이썬 챕터도 그 중 하나예요.</p><p>이번 글은 파이썬 ...
<p>Designing monitoring that works when everything else doesn’t.</p><figure><img alt="Scenic coastal view of a small, rocky island in calm blue-gray water, featuring a bright white lighthouse with a red-topped lantern an...
Kubernetes v1.36: Server-Side Sharded List and Watch
<p>As Kubernetes clusters grow to tens of thousands of nodes, controllers that watch high-cardinality resources like Pods face a scaling wall. Every replica of a horizontally scaled controller receives the full stream of...
Kubernetes v1.36: Declarative Validation Graduates to GA
<p>In Kubernetes v1.36, <strong>Declarative Validation</strong> for Kubernetes native types has reached General Availability (GA).</p> <p>For users, this means more reliable, predictable, and better-documented APIs. By m...
Kubernetes v1.36: Admission Policies That Can't Be Deleted
<p>If you've ever tried to enforce a security policy across a fleet of Kubernetes clusters, you've probably run into a frustrating chicken-and-egg problem. Your admission policies are API objects, which means they don't ...
Kubernetes v1.36: Pod-Level Resource Managers (Alpha)
<p>Kubernetes v1.36 introduces <a href="https://kubernetes.io/docs/concepts/workloads/resource-managers/#pod-level-resource-managers">Pod-Level Resource Managers</a> as an alpha feature, bringing a more flexible and powe...
Kubernetes v1.36: In-Place Vertical Scaling for Pod-Level Resources Graduates to Beta
<p>Following the graduation of Pod-Level Resources to Beta in v1.34 and the General Availability (GA) of In-Place Pod Vertical Scaling in v1.35, the Kubernetes community is thrilled to announce that <strong>In-Place Pod-...
<p>So your database is slow. Now what?</p><p><u><a href="https://grafana.com/docs/grafana-cloud/monitor-applications/database-observability/?pg=blog&plcmt=body-txt">Grafana Cloud Database Observability</a></u> already gi...
<p>When an unexpected alert fires these days, most engineers' first move is to ask their AI assistant for help.You ask why your checkout service is slow and the assistant gets to work, but it can't get any meaningful ins...
How Meta Is Strengthening End-to-End Encrypted Backups
<p>The HSM-based Backup Key Vault Meta’s HSM-based Backup Key Vault provides the foundation for end-to-end encrypted backups for WhatsApp and Messenger. The system allows people to protect their backed-up message history...
Building a Natural Language Interface to the Spotify Ads API with Claude Code Plugins
<p>Turning OpenAPI spec and Markdown files into a conversational ads management tool — no compiled code required.</p> <p>The post <a href="https://engineering.atspotify.com/2026/5/spotify-ads-api-claude-plugins/">Buildin...
<p><img src="https://d2.naver.com/content/images/2023/07/-----------2023-07-06------4-16-49.png" /></p> <h2 id="">주요소식</h2> <p><img alt="" src="/content/images/2026/05/-----2026-05-07----10-42-21.png" /></p> <h4 id="g...
Introducing Chunk sidecars: Inner loop validation that keeps up with your agents
Introducing Chunk sidecars: Inner loop validation that keeps up with your agents
Rust is participating in Outreachy
<p>The Rust Project has been building up a good history of participating in various open-source mentorship programs, including <a href="https://blog.rust-lang.org/2026/04/30/gsoc-2026-selected-projects/" rel="external">G...
Raising the baseline for the `nvptx64-nvidia-cuda` target
<p>The <code>nvptx64-nvidia-cuda</code> target is a compilation target for NVIDIA GPUs. When using this target, the final output is <a href="https://docs.nvidia.com/cuda/parallel-thread-execution/index.html" rel="externa...
5 gardening tips you can try right in Search
An abstract background featuring soft, stippled illustrations of flowers and a butterfly in a bright palette of blue, green, and red. In the center of the image is a white circle containing a magnifying glass.
Reduce friction and latency for long-running jobs with Webhooks in Gemini API
Gemini API
The latest AI news we announced in April 2026
mp4 featuring an underwater video and a mobile AI video mockup.
<img src="https://storage.googleapis.com/gweb-uniblog-publish-prod/images/futurevisionxprize_social.max-600x600.format-webp.webp" />Google is partnering with XPRIZE and Range Media Partners on the $3.5 million Future Vis...
Introducing Dynamic Workflows: durable execution that follows the tenant
Dynamic Workflows is a library that lets you route durable execution to tenant-provided code on the fly. Built on Dynamic Workers, it enables platforms to serve millions of unique workflows at near-zero idle cost.
When DNSSEC goes wrong: how we responded to the .de TLD outage
On May 5, 2026, DENIC published broken DNSSEC signatures for the .de TLD, making millions of domains unreachable. Here's what 1.1.1.1 saw, how serve stale cushioned the impact, and how we restored resolution.
How Cloudflare responded to the “Copy Fail” Linux vulnerability
When a critical Linux kernel privilege escalation was publicly disclosed, Cloudflare's security and engineering teams detected, investigated, and mitigated the threat across our global fleet, confirming zero customer imp...
Code Orange: Fail Small is complete. The result is a stronger Cloudflare network
We have completed a massive engineering effort to make our infrastructure more resilient. Through new tools like Snapstone and the Engineering Codex, we've implemented safer configuration changes and automated best pract...
How Instacart Built a Search for Billions of Products
In this article, we will learn how Instacart’s search infrastructure evolved over the years and the challenges its engineering team faced.
EP213: MCP vs Skills, Clearly Explained
Both MCP and Skills extend what an agent can do. But they solve different problems, and picking the wrong one adds cost or complexity you don't need.
Container Design Patterns for Distributed Systems
In this article, we’ll walk through the patterns that have crystallized over the past decade, organized by the scope of their coordination.
Connecting LLMs to the Real World: Tool Use, Function Calling, and MCP
In this article, we will look at this progression that has happened from basic tool use to function calling to the Model Context Protocol, allowing the LLMs to go from isolated text generation tools to assistants that ca...
SPIFFE: Securing the identity of agentic AI and non-human actors
With native SPIFFE auth support, Vault Enterprise simplifies and extends authentication of non-human-identity (NHI) workloads such as AI agents.
Standard Intelligence: Training General Intelligence in Pixel Space
<p>The post <a href="https://sequoiacap.com/article/standard-intelligence-training-general-intelligence-in-pixel-space/">Standard Intelligence: Training General Intelligence in Pixel Space</a> appeared first on <a href="...
The Pulse: AI load breaks GitHub – why not other vendors?
Also: Anthropic’s speed run to break devs’ goodwill, big price increases from GitHub Copilot, Mitchell Hashimoto on the “building block economy,” and more
Anti-DDoS Firm Heaped Attacks on Brazilian ISPs
A Brazilian tech firm that specializes in protecting networks from distributed denial-of-service (DDoS) attacks has been enabling a botnet responsible for an extended campaign of massive DDoS attacks against other networ...
Post-quantum encryption for Cloudflare IPsec is generally available
Cloudflare IPsec now has generally available support for post-quantum encryption via hybrid ML-KEM. We’ve confirmed interoperability with Cisco and Fortinet.
A Beginner’s Guide to Kubernetes
In this article, we will learn how Kubernetes is a system of promises, and that every piece of it is a small program keeping one of those promises.
Workflow lab: Expanding the canvas with Figma MCP
As teams build faster, design and code can drift apart just as quickly. This workflow shows how to close that gap—bringing real product states onto the canvas so designers can shape what actually ships.
Agents can now create Cloudflare accounts, buy domains, and deploy
Starting today, agents can now be Cloudflare customers. They can create a Cloudflare account, start a paid subscription, register a domain, and get back an API token to deploy code right away. Humans can be in the loop t...