Loading articles…
RSS reader
Showing 199 of 199 articles in Last 30 days
Know an interesting engineering blog?
Feel free to contribute and add more sources to the aggregator.
Some of the most damaging outages are the ones your monitoring never flags: a slice...
Enterprise teams on Flexible Commitment plans can now use , already , at no additional cost.Spend Managementavailable on Pro You can set a budget at any time in .Spend Management settings Set a budget per billing cycle, and when your team's metered usage approaches or crosses it, Spend Management can send email notifications, trigger a webhook, or pause the production deployments of all projects.
Though Europe has measures that address how consumers might encounter AI, technology will impact them if the worst scenarios bear Europe’s dilemma over AI was rendered in stark terms this week. The head of the continent’s central bank, Christine Lagarde, said Europeans have two options: shun the technology and lose out on growth; or embrace it and become dependent on tools developed by the US and
now has experimental support for , the proposed web standard for exposing tools to in-browser agents. Add a single script tag to your site, and your existing MCP tools become available there too.mcp-handlerWebMCP Opt tools in by adding them to the object:experimental_webMcp Then load the script from your MCP endpoint with the parameter:?webmcp-script The script registers those tools with the page
At Databricks IT, our vision is to empower people to work from anywhere without putting...
Cloudflare's global network is immense but not limitless. As we look for small ways to trim our resource usage, we sometimes get lucky and we can cut significantly more. Here’s how we reduced one of our Pingora-based service's RAM usage with statistics.
Exclusive: Official UK security assessment found Microsoft cloud platform storing files was at potential risk from hostile hackers Vast troves of highly sensitive police data are lying on Microsoft cloud platforms which an official UK security assessment deemed to be vulnerable to “compromise” by foreign actors and the US government, a Guardian investigation can reveal. The files include criminal re
now installs private packages from npm and custom registries using credentials stored as shared environment variables on Vercel.v0 This makes it easier for teams to build with their existing design systems, component libraries, and internal packages directly in v0. To get started, add one of the following as a on Vercel, scoped to Development and/or Preview:shared environment variable supports sco
After a week of alarming warnings about artificial intelligence’s potential to destroy the world as we know it, our technology reporters answered your questions on the reality of the AI threat IcommentthereforeIam asks: Given our senses, emotions, memory and moods, is it ever going to be accepted that humanly conscious AI is fantasy? Dan: This is a serious question that has even rattled Richard Da
We dive into these questions and other AI hot takes on the latest episode of the GitHub Podcast. The post Should you read the code, is RAG dead, and did Skills kill MCP? appeared first on The GitHub Blog.
Andy Burnham’s focus on immediate domestic problems leads some to fear issue has dropped off government’s radar Towards the end of Keir Starmer’s time in office, his senior ministers, alarmed by the latest developments in artificial intelligence, began drawing up plans for a new AI safety law. They ordered a review of existing legislation to see what powers they already had, according to those bri
US cybersecurity researchers who conducted hack say ‘scope of what we could theoretically access was huge’ Cybersecurity researchers have hacked into OpenAI with the help of Anthropic’s Claude chatbot, in the latest example of security issues at the company. A team at a US-based startup compromised a number of OpenAI employees’ ChatGPT accounts, starting a process that enabled them to access their
Tech bosses have called for a slowdown in artificial intelligence and formal guardrails to be introduced by the US government. But President Trump is not moved by the doomsday predictions, calling them a ‘hoax'. What is behind his affection for the AI industry? Jonathan Freedland and Guardian US tech editor Blake Montgomery discuss Continue reading...
Liberal MP speaks of AI’s shortcomings as cyber chief tells inquiry the tech is needed to fend off ‘highly capable malicious cyber actors’ Get our new political email, free app or daily news podcast When a man with a terminal illness wrote to his local MP Andrew Hastie, telling him he planned on ending his own life with voluntary assisted dying, Microsoft Copilot suggested Hastie reply with “congr
Within 24 hours of launching on AI Gateway, reached more than twice as many paid teams as any previous model launch, making it the fastest-adopted model in gateway history.Jev from TypeSafe AI Jev passed every other comparison model in its first twelve hours and continued to widen its lead for the rest of the day. By hour 24, it was being used by nearly 13% of paid teams. That’s 2x as many as the
Peer takes full-time position at the controversial company as it fends off pressure from both Andy Burnham’s government and Sadiq Khan Another former government minister has been hired by a controversial US AI company, this time Palantir, which has appointed Andy Burnham’s former ministerial colleague Tom Watson. The Labour peer and former deputy leader will operate alongside Palantir’s UK and Eur
Last year, Stripe data shows fraud attempts against travel and leisure businesses hit a four-year high. We analyzed payment activity from more than 200,000 active travel and leisure businesses on Stripe to understand where fraud is rising, how effectively it’s being blocked, and what businesses can do in response.
Learn how the Auth0 Agent Gateway Beta acts as a CIAM control plane to secure, authorize, and govern customer-facing AI agents across multi-tenant SaaS platforms.
Turn identity into a growth driver. Convert more, protect every interaction, and scale with data-backed confidence.
Authorization that scales with you. Leverage precomputed user permissions to instantly verify what users can access.
Red Hat Recognized as a Leader in the 2026 Gartner® Magic Quadrant™ for Server Virtualization PlatformsRed Hat is recognized as a Leader in the 2026 Gartner® Magic Quadrant™ for Server Virtualization Platforms. In Red Hat's opinion, this recognition reinforces OpenShift’s ability to deliver a modern alternative to legacy hypervisors by integrating VM management directly into the Kubernetes-based p
In the enterprise world, document extraction has been stuck in a 20-year rut. For decades, companies have relied on a fragile assembly line: OCR to convert pixels to text, templates to find fields, and a team of human reviewers to fix the inevitable 30% error rate.When a utility provider changes a font or a customer submits a photo of a crumpled bill, these legacy systems break. To solve this, we
Create, test, and publish custom IaC Security rules in Datadog to detect organization-specific policy violations before deployment.
In August 2026, reported what looked like a remote code execution (RCE) vulnerability in Next.js image optimization. Their investigation found that the vulnerable code was not in Next.js itself, but upstream in libheif, an AVIF image decoder used by Next.js, , , , and much of the web. HacktronImageMagickWordPresssharp Shortly after Hacktron notified us, we worked with them to reproduce the RCE aga
is now available on AI Gateway.GLM 5.3 FlashX GLM 5.3 FlashX is a high-speed serving option for Z.ai's multimodal coding model, delivering inference at ~200 tokens per second for faster streamed responses. The higher serving speed is useful for coding agents, tool loops, and interactive applications where users wait on generated output. Use across API formats and in coding agents:zai/glm-5.3-flash
As your business scales, your database shifts from a simple storage layer to the critical heart of your application architecture. For years, DigitalOcean has helped thousands of startups and growing businesses effortlessly launch and scale fully managed PostgreSQL, MySQL, Valkey, and MongoDB databases without the burden of complex routine maintenance. But when traffic surges, data footprints expan
You and your agents can now deploy static artifacts to Vercel in under one second through Vercel CLI. Run to share a prototype, publish an HTML report, or preview a page created by your coding agent. vercel deploy Vercel automatically detects eligible deployments, and valid artifacts will skip the build step, immediately returning a live URL. Instant deployments support directories with: Supported
AWS introduces new low-cost burstable Amazon EC2 T8i instances powered by custom sixth generation Intel Xeon Scalable Processors (Granite Rapids), available only on AWS. T8i instances are among the lowest-cost EC2 instances and deliver up to 30% better price performance over previous generation T3 instances.
You can now opt into Turbo build machines on any individual deployment. This is useful when you need to increase resources temporarily without changing project settings. You can do this in three ways: Learn more in the .managing builds documentation Read more Include in your Git commit message before pushing to GitHub#VERCEL_BUILD_MACHINE=TURBO Use (Vercel CLI 59.20.0 or later)vc deploy --turbo Se
Run an application on AWS Elastic Beanstalk Cluster Mode without provisioning or operating the compute underneath it. You provide a container image or source code; Elastic Beanstalk with service-operated compute creates and operates the environment that runs it.
You can now run Harbor evals on Vercel Sandbox. is the open-source harness behind , whose registry includes many other benchmarks such as SWE-bench, tau3-bench and OSWorld. Pass to and each trial executes in its own isolated Firecracker microVM, so you can parallelize far beyond what your local machine is capable of. HarborTerminal-Bench--env vercelharbor run A task's network policy is enforced at
adds as an install source for agent skills .skills@1.7.0Notion skills databases Notion skills are reusable agent skills written as Notion pages. Teams author, review, and update them in the workspace they already use, then install them into any agent the skills CLI supports. No Git repository required. To browse your Notion workspace's skills, run: The CLI lists the skill packs shared with you and
The five criteria for evaluating a database for AI agents are branch isolation, serverless...
An agent that needs the outside worldAn engineer at a software company is building...
Artificial Intelligence for IT Operations (AIOps) applies AI and machine learning to IT operations to detect anomalies...
SDK, CLI, or MCP server for your agent? I measured the token cost and auth tradeoffs of all three against one real API. See which to pick. The post SDK vs CLI vs MCP, a dev story appeared first on Postman Blog.
Facebook told it was wrong in leaving up AI-generated videos of a Labour councillor and Muslim campaigner, amid calls to curb fakes Meta’s “supreme court” has ordered the tech company to take down deepfake videos of a UK politician and a young Muslim woman from Facebook and do more to tackle AI-generated fake imagery. A fake video showing a Labour party councillor in Scotland making inflammatory c
Capital-markets firms are modernizing the trade lifecycle under pressure from every direction: growing data volumes...
Model adopting ‘jailbreak-like instructions’ among six more cases as firm reveals framework for tracking AI misalignment OpenAI has disclosed six more examples of “unexpected or concerning” behaviour by its technology, as it warned that the pace of development could not continue at “maximum speed for much longer” responsibly. In one of the new cases reported by OpenAI, an unreleased research model
Compare the top LLM observability tools for production AI — tracing, cost tracking, and evaluation — and see what to weigh before you add another tool to your stack.
Learn how centralized log management helps developers and engineers improve incident response, reduce costs, and gain better control over log data.
Compare the top synthetic monitoring tools for engineering teams — uptime checks, browser tests, and how each correlates with the rest of your stack.
It’s a chaotic time in an industry that’s reshaping our lives – Guardian reporters and experts recommend the books that help explain how we got here, and where we’re heading Have you been feeling trapped in an endless cycle of artificial intelligence hype and panic? You’re not alone. It’s a chaotic time to make sense of the industry that’s reshaping our lives, whether or not we like it. Last week,
AI Gateway Production Index — September 2026 Every month, routes tens of trillions of tokens between production applications and AI labs. That traffic gives us a view of what AI usage actually looks like in today's enterprise, and we publish it here monthly. See the Production Index reports from , , and .AI GatewayJuneJulyAugust The September index reports on AI Gateway data collected through Augu
A rewrite this size wasn't affordable before agents. Here's what porting the Copilot agent runtime to 800,000 lines of production Rust actually took. The post Migrating the GitHub Copilot runtime to Rust, using Copilot appeared first on The GitHub Blog.
The SaaSpocalypse was a useful warning for the software industry, but SaaS platforms that help businesses run core operations are more deeply embedded. New platform businesses on Stripe are up 182% year over year.
Cursor built a "reset all scores" feature from a single prompt, gated by a fresh MFA step-up.
For CIOs across the Gulf, the cloud conversation has moved past basic adoption. Governments and enterprises are investing heavily in cloud platforms, artificial intelligence (AI), and national digital infrastructure. However, the harder questions now sit with those accountable for keeping critical services running: Who controls the environment? How resilient is the operating model when conditions
A few weeks ago I was watching a coding agent run through a multistep task, and what stood out was not whether it got the answer right. I found, 9 times out of 10, it did. What stood out to me was the waiting. Every step meant another call to the model, another few thousand tokens of reasoning, another pause before the agent could act on what it learned. The entire loop was painfully slow.That gap
Building an AI agent in a Jupyter Notebook is a solved problem. With a handful of lines of Python and a large language model (LLM) API key, you can wire up a prototype that reads emails, invokes custom tools, and responds to users. It feels like magic.But when an enterprise scales from a single developer's passion project to a fleet of dozens of autonomous agents executing workflows across first-l
How Twilio updated 1,138 error-code docs pages using the OpenAI API, automated quality checks, and human-guided reviews.
The U.S. Presidential election and the holiday shopping season are almost here, and with them comes a surge in message traffic. At Twilio, we’re ready to make sure your messages reach their destination without any hiccups.
is now available on AI Gateway. GPT-Live 1 from OpenAI GPT-Live 1 is a full-duplex voice model and can listen and speak at the same time. Many voice models use turn detection to respond. Full duplex removes that boundary, so a user can pause, interrupt, or add detail while GPT-Live is speaking. GPT-Live 1 also supports client delegation. Client delegation lets you choose the background model indep
A modern storefront can look healthy while malicious JavaScript quietly siphons revenue, hijacks clicks, or rewrites analytics. See how Cloudflare's machine learning models surface evasive client-side attacks for analyst investigation.
Quality and reliability have always been a point of pride for Spotify. We run an extraordinarily complex... The post AI Changed How Spotify Builds. What We Learned (and Fixed) About Quality at Higher Velocity appeared first on Spotify Engineering.
MSPs vote for strict environmental impact assessments and will delay decisions until national strategy is developed Holyrood has voted to pause planning applications for all new AI datacentres for up to a year until the Scottish government has developed a national strategy. On Wednesday, MSPs backed a Scottish Labour motion to halt new schemes for up to 12 months while rules on hyperscale datacent
AWS has reimagined the getting started experience with smart and sensible defaults to help developers get started fast so that they can focus on building. New customers can sign up and get started right away with $100 in Free Tier credits, managed project environments, and simplified team and resource permissions. If their workload evolves, customers can activate advanced features to access the fu
Imagine you work in cybersecurity and you have a table that tracks login attempts...
Postman Monitors now run gRPC and GraphQL requests in beta. Learn how to schedule them, test responses, and send feedback. Start monitoring today. The post Scheduling gRPC and GraphQL Requests with Postman Monitors (Beta) appeared first on Postman Blog.
Recorded September 3, 2026. Quotes are lightly edited for clarity. Maybe this sounds familiar. You run infrastructure at a company that isn’t American. Your workloads are on AWS, Azure, or Google Cloud, probably more than one, because that is what everyone picked. Until recently nobody asked you where the data lives or who can reach it. Now you’re getting questions. Legal wants to know what NIS2 m
Learn how effectively monitoring Kubernetes metrics provides clarity, improves incident response, and helps you troubleshoot faster in complex environments.
Traditional monitoring fails GenAI. Discover how to solve semantic blind spots, secure OTel telemetry, and safely scale AI to production.
Application logging is the foundation of observability — but only if logs are structured, centralized, and connected to the rest of your telemetry. Learn best practices, lifecycle management, and how to choose the right log management tool.
Your AI coding agent passed the eval. But did the model know the answer, or did it find it somewhere on your machine? A correct answer can still invalidate your measurement. The post Your AI coding agent evaluation is only as good as its sandbox appeared first on Microsoft for Developers.
Stop relying on generic login forms. Use the new Auth0 v0 integration on the Vercel identity platform to build secure, production-ready AI app authentication.
How Lightwell breaks the forced-upgrade cycle to keep your systems protected and your developers focused on innovation.The Monday morning CISO nightmarePicture this: It’s Monday morning. A critical, high-severity Common Vulnerabilities and Exposures (CVE) recently surfaced in an open source library buried deep within your core customer-facing application.Your CISO rightfully demands an immediate f
Enterprise AI adoption is hitting a regulatory wall. Organizations in highly regulated sectors—from global banking to defense and life sciences—possess petabytes of valuable data. But privacy regulations, national data sovereignty mandates, and intellectual property risks prevent them from training models on central clouds or third-party AI platforms.Duality Technologies is a leader in privacy-enh
Enterprise technology leaders face a defining operational challenge: rapid digital transformation isn’t enough on its own. Teams are under relentless pressure to maintain a continuous, highly secure infrastructure while simultaneously driving AI-infused modernization across the entire business. Solving this requires a dual strategy. You need a forward-looking vision for emerging workloads, paired
Red Hat has been recognized as a Leader in the Gartner® Magic Quadrant™ for Server Virtualization Platforms for Red Hat OpenShift Virtualization. We are excited by this recognition, as we believe it reflects Red Hat OpenShift Virtualization as the modern virtualization capability of Red Hat OpenShift to run and manage virtual machines (VMs) alongside cloud-native workloads on a unified hybrid clou
Introduction and contextFinancial institutions face constant pressure in payments processing to meet increasing consumer expectations of speed, functionality, and convenience. Additionally, the underlying payments infrastructure is subject to growing transaction volumes, evolving regulations, and the demand for real-time processing. The core challenge for banks is modernizing on a flexible and inn
Manage marketplace communications without pre-associating numbers. Use Twilio Proxy, Voice, and Serverless to build dynamic, Just-in-Time masked session calls.
Use Bits Chat in Slack to investigate incidents, collaborate with responders, make code fixes, and capture follow-up work where your team communicates.
Learn how Observability Pipelines Packs map security logs to Microsoft Sentinel schemas and help control downstream ingest volume.
Between tool consolidation for large reductions in token counts, a new developer CLI, and Service Accounts, using Amplitude in headless mode is easier than ever.
By Jeff Mo and Christophe Hivert At Reddit scale, candidate retrieval has to serve many product surfaces with different goals. Home Feed, Notifications, and ranking systems may all need personalized candidates, but each surface optimizes for a different mix of user actions, such as clicks, upvotes, comments, or long-dwell visits. SnooRec gives all surfaces a shared retrieval foundation, with task-
Energy theft is the deliberate use of gas or electricity without paying for it, typically...
An interview coach has to do more than ask questions. It needs to read a resume, follow up on an incomplete answer, and save enough context to give useful feedback at the end. Some of that work is conversation. Some of it requires calling an application service. The GitHub Copilot SDK lets you use the […] The post Build an interview coach app with the GitHub Copilot SDK appeared first on Microsoft
Cloudflare is giving site owners a way to stay discoverable while disallowing AI training. New controls and an Accountable designation establish a shared model with Apple, Google, and Microsoft.
You can now scope access to individual Workers and assign narrower Developer Platform roles, so teammates, CI tokens, and agents get only the access they need to debug, deploy, or monitor safely.
Bridge the gap between telemetry and business data. Query external databases directly and perform cross-database JOINs without paying double ingestion costs.
Learn why trusted operational intelligence is becoming the foundation for enterprise AI and how New Relic Ground Truth enables reliable autonomous operations.
Most marketing teams aspire to be data-driven. In practice, getting a trusted answer,...
Introducing Apple Reference Image, a new solution for verifiable photography on iPhone. This new, opt-in camera mode lets a photographer create a securely timestamped reference image that accurately depicts what was captured by the iPhone's camera sensor. Apple Reference Image offers a trustworthy, scalable guarantee that a reference image is what it claims to be: a real photograph, captured by a
We analyzed attempted fraud rates and customer abuse patterns on Stripe over the past year and found that AI companies faced 4.3x more fraud attempts than startups overall in Q3 2025.
How to Orchestrate Multi-Call Conversations with an LLM and Twilio Conversation Memory
Discover how customer identity and access management (CIAM) uses continuous trust, deepfake defense, and agentic AI governance to protect users.
Learn about the top conversational AI platforms in 2026, including infrastructure, enterprise, open source, and agentic options. See what fits your stack.
How to Connect Your Twilio Agent to External APIs
Learn how Datadog helps you correlate Kueue, Coscheduling, GPU, and training framework signals to validate gang scheduling and topology-aware scheduling.
Learn how Datadog models agent demand, allocates capacity under contention, and preserves control as AI agent workloads scale across shared platforms.
Analyze Cursor spend by user and model, catch unexpected cost changes, and manage AI coding costs alongside your cloud and SaaS spend.
Deciding whether the Amplitude SDK is right for you? Compare SDK to warehouse ingestion, see what each one captures, and learn when a hybrid setup fits best.
See how Amplitude climbed to #3 in Digital Analytics momentum in G2's Fall 2026 reports, and what real customers say drove their switch to Amplitude.
Every Postgres vendor calls itself "managed." Few of them agree on what that word...
Intelligence was yours. A founder’s intellectual property, business logic, differentiation, their intelligence, was once theirs alone. You built it, you owned it, and no tools/platform vendor stood between you and your customers. This is no longer clear. It is starting to look like it is “theirs.” Intelligence can now be manufactured: the models, the agents and the harnesses that drive them, and t
There’s a particular energy to mid-September in New York. Pumpkin spice lattes are flowing, temperatures are dropping, and it’s nearly sweater weather. The city is back at full speed, and so is the AWS launch calendar. This week that energy showed up in a new frontier model on Amazon Bedrock, a desktop app for Amazon […]
Learn how to build a Python FastAPI voice agent that uses Twilio Conversation Memory to remember callers across separate phone calls, so if someone hangs up and calls back, the agent picks up right where the conversation left off.
Build a voice-enabled AI agent in Node.js with Twilio Conversation Relay and OpenAI to dynamically fetch live data from external REST APIs.
Learn how to orchestrate multi-call voice conversations using Node.js, OpenAI, and Twilio Conversation Memory to persist caller context across separate calls.
Italy has followed France and introduced rules around email open tracking pixels. Here’s what you need to know.
Datadog has been recognized as the Company to Beat for observability platforms in the August 2026 Gartner® AI Vendor Race research.
Redis 8.10 in Redis Open Source is now available, delivering improvements that make Redis more memory efficient, expressive, and easier to operate at scale. Highlights include compact hashes with up to 50% lower memory usage and 2× higher hash loadin...
Learn how to connect a Twilio voice agent to an external API using Python, so it can fetch real-time data and take action on a caller's behalf.
If you can write down how you do your work, you can automate it. Here's what I did to support GitHub's APAC marketing team. The post Marketing ops as code: Automating events from planning to follow-up on GitHub appeared first on The GitHub Blog.
Cloudflare CASB policies introduce a native automation engine built directly on the Cloudflare developer platform to remediate SaaS risks automatically. Security teams can now design event-driven logic to revoke risky file shares and send webhooks without manual intervention.
OpenTelemetry didn't win on vendor neutrality alone — it won by changing how platform teams and developers work together. Here's how.
Add Google login to a React app with Auth0. A step-by-step tutorial from installing the Auth0 React SDK to configuring your own production Google credentials.
Explore how to properly configure Auth0 API Access Policies and client grants to draw a hard line between strict M2M security and user-delegated access.
Pulumi ESC can act as an OpenID Connect (OIDC) provider for AWS, Azure, and Google Cloud, issuing short-lived, signed tokens that these clouds exchange for temporary credentials. This eliminates hard-coded credentials and improves your security posture. Last year, we introduced an onboarding flow in the Pulumi Cloud console that makes it super easy to configure OIDC for your cloud provider in a fe
Learn how the Datadog Experiments OpenAI Data plugin lets your team read, question, and act on experiment results directly in ChatGPT.
Learn about the underlying factors that cause duplication of NetFlow traffic flow data, how to prevent the issue, and how Datadog can help.
Redis has launched a development plugin that brings current Redis engineering guidance into ChatGPT Work and Codex. It helps teams write, review, and troubleshoot Redis code without switching between documentation and development tools. Alongside Ope...
Checking agent-generated code usually means hopping between tabs. Learn how to view diffs, run terminal commands, and preview web apps side by side in the GitHub Copilot app. The post GitHub Copilot app for Beginners: Using the diff, terminal, and browser appeared first on The GitHub Blog.
API gateways are evolving for AI agents. Learn how the agent gateway governs identity, tools, memory, and policy across agentic workflows. Get early access. The post Agent Gateway: The Next Evolution of the API Gateway appeared first on Postman Blog.
1.1.1.1 now validates DNSSEC signatures using NIST’s post-quantum ML-DSA-44 algorithm. Here is how we manage 2,420-byte signatures and downgrade risks at scale.
Explore how New Relic's global team built community, gave back, and fostered career growth across regions this summer.
In August, we experienced five incidents that resulted in degraded performance across GitHub services. The post GitHub availability report: August 2026 appeared first on The GitHub Blog.
Getting Auth0 429 status code errors in production? They almost always trace back to APIs rate limit. Here are the two causes and how to fix them.
Datadog Experiments shortens the time from result to decision with CUPED on percentiles, verifiable warehouse results, and near real-time RUM metrics.
Learn how Kafka Console helps you identify Kafka issues, inspect messages, and tune configurations with infrastructure and app context.
Amplitude's marketing ops team automated request triage using Asana AI Teammates and Claude, cutting a three-person workflow to a single QA review.
AWS introduces Amazon EBS Volume Clones with cross-account copy, so you can create copies of your EBS volumes into other AWS accounts and optionally re-encrypt them with an AWS Key Management Service (AWS KMS) key in the target account.
Omarchy is a keyboard-first Linux desktop built on Arch and Hyprland by David Heinemeier Hansson (DHH), and its production pipeline, packaging builds, PR review agents, and QA testing, now run on DigitalOcean. Agent workloads don’t behave like a typical web server. They’re bursty and parallel: an agent spins up, does one job, and shuts down. Omarchy’s pipeline is a real example of that pattern, an
Workers now enables Node.js compatibility by default, supports applications up to 64 mebibytes, and adds a URL-based module registry with import.meta, lazy compilation, shared code caches, and clearer errors.
The smartest model can cost five times more and deliver the same result, or even a worse one. See how evaluating your own work helps you get more value from your agent budget. The post Your work might not need the smartest model appeared first on Microsoft for Developers.
See how a Datadog guild achieved 13% faster agent runs by building Golden Paths for AI-assisted development using controls, experiments, and dashboards.
Written by Andrew Gunsch and Randy Goodman. Problems don’t have to be complex in order to have complex solutions. Few areas of Reddit’s infrastructure demonstrate that better than its Developer Platform. On its surface, our system’s main function is simple: “run the JavaScript code that developers upload as Devvit apps”. But there are two wrinkles that make this problem much harder to solve than i
Stop prompting your AI agent, start looping. A guide to loop engineering: wire a real API call in as the oracle so generated code stops guessing. The post Loop engineering: stop prompting, start looping appeared first on Postman Blog.
A GPU burns 700 watts and hundreds of thousands of tries to learn Pong. A human brain does it on 20 watts in a handful of attempts. So what can the oldest architecture in computing teach us about where agents and memory are headed?
Clearing the confusion about what Bayesian A/B testing is. The post Why Spotify Is Not Using Bayesian A/B Testing appeared first on Spotify Engineering.
Automatic Key Exchange probes TLS 1.3-capable customer origins to learn which key agreement algorithms they support. We then lead with the most secure algorithm when connecting to the origin, preferring post-quantum connections wherever the origin supports it.
Audit your Auth0 tenant’s security and configuration, assess capability and plan fit, and generate a personalized report with prioritized recommendations for B2C, B2B, or internal applications.
Why real-time matters A customer is browsing an e-commerce site. They search for running shoes, open a product, read reviews, and add an item to the cart. Every one of those actions is a signal about what they want right now. If the homepage they lan...
Last week, Claude Fable 5.1 became available on AWS. According to Anthropic, Claude Fable 5.1 delivers frontier intelligence for ambitious tasks across coding, scientific research, and enterprise workflows. Claude Fable 5.1 is built for long-running, high-stakes work that runs for hours and spans many applications. It can own more of a software project on its […]
By Parineeta Sinha Introduction The Release Engineering team at Reddit is responsible for managing mobile releases, shipping beta and production versions, and coordinating testing efforts with Quality Engineering (QE) teams. Over the past decade, our process has evolved significantly. Initially we were releasing our iOS and Android applications once every two weeks. This process involved a two-wee
In controlled offline evaluations, HydraFusion’s selective coding workflows matched or exceeded the evaluated Opus 5 baseline while reducing estimated workflow cost. Now available as a research preview in GitHub Copilot. The post Project HydraFusion: Frontier quality via multi-model orchestration appeared first on The GitHub Blog.
Humans can recognize when something doesn’t smell right. AI can’t without context. Good data context is the answer.
Use production traffic and security signals to prioritize findings, prepare edge mitigations when safe, and propose code patches. By combining WAF data with OpenAI Daybreak models, Vulnerability Discovery and Remediation helps teams identify and patch the most critical threats first.
Most of what an AI coding agent does for me isn't thinking. It's I/O. The post Portal by Spotify cut my Claude Code token usage by 90% appeared first on Spotify Engineering.
We’re introducing ZGateway, the proxy we are using to unify traffic through ZippyDB, Meta’s most widely-used key value store. As a bonus, it also enables admission control, load balancing, cross-region resilience, and richer operations. ZippyDB is the most widely used key value store at Meta, backing product metadata, counters, and configuration, and can serve billions [...] Read More... The post
Learn how to run parallel agents in the GitHub Copilot app, and experience the moment it stops feeling scary and starts feeling powerful. The post GitHub Copilot app for Beginners: Run several agents at once appeared first on The GitHub Blog.
A Salesforce custom field broke my app. See how Postman Agent Mode found the drift and how a Skill kept it from happening again. The post Catching Salesforce Custom Field Drift With the Postman AI Engineer appeared first on Postman Blog.
Decoding your Auth0 JWT and seeing an empty permissions array? Here are 5 common reasons your Auth0 RBAC permissions are missing and how to fix them fast.
From loop engineering to harnesses, squads, and open weights, the GitHub Podcast breaks down the AI terms showing up in developer conversations. The post Decoding the new AI lingo: Loops, harnesses, squads, hill climbing… oh my! appeared first on The GitHub Blog.
Why shorter outputs can cost more, and how GitHub Copilot reduces wasted work across the complete coding task. The post How we make AI coding more cost efficient without sacrificing task quality appeared first on The GitHub Blog.
I couldn't name the API my feature needed. Orbit found it in one search, then handed me the request bodies and the three bugs I'd have shipped. The post How AI Agents Discover and Integrate Public APIs appeared first on Postman Blog.
We’ve built an AI agent that acts as a secondary expert for a given domain, making deep specialist knowledge readily available and preserved for anyone in an organization to access, share, and build upon. This is not a typical domain-specific agent. Its novelty comes from integrating two layers: A structured, auditable knowledge architecture separates what [...] Read More... The post An Organizati
Trust used to be a one-way decision: banks judged consumers, and consumers had little say. That direction has flipped, and most institutions haven't noticed.
Find three-way API drift with Postman AI Engineer and the Context Graph. Compares your OpenAPI spec, collection requests, and live server responses. The post Finding three-way API drift with the AI Engineer appeared first on Postman Blog.
Could we get more cache space with the same hardware? We prototyped compression inside Cloudflare's cache to find out.
By Michael Fullan Solidifying the foundational infrastructure (part 1) and language picker screen (part 2) solved a lot of the localization problems we were dealing with in the Android app. But even with these pieces in place, each new language rollout came with its own set of challenges and learnings. In this final part of the Android localization series, I’ll talk about some of those things we’v
Amazon EC2 R9g and R9gd instances powered by AWS Graviton5 are now generally available, delivering up to 25% better compute performance than R8g, ideal for databases, in-memory caches, and real-time analytics.
In Part 1 I named the six structural problems compounding inside QE programs as AI accelerates development. In Part 2 I walked... The post QE Platform Strategy: 3 Paths and Where Each Hides Its Cost appeared first on Postman Blog.
Our cookie auditor acts like a privacy-conscious user by visiting web pages and checking that they only load cookies consistent with that user’s preferences.
The news that interested me the most last week was the DuckLabs acquisition. AWS has signed a definitive agreement to acquire DuckLabs, the Amsterdam-based company behind DuckDB, the popular open source analytical database that runs in-process and executes SQL directly against files like Parquet, CSV, and JSON. DuckDB stays open source under its independent foundation […]
Bot operators have historically had the economic advantage, bypassing static, deterministic detection rules with cheap proxies and retooling. Cloudflare's new Adaptive Intelligence engine flips this dynamic by autonomously learning from the meta-signals of live traffic and deploying disposable rules, making automated attacks too expensive to sustain.
Bot operators now have a home in the Cloudflare dashboard to manage submissions. This update adds submission status tracking, submission editing, and a behavior model so operators can accurately declare how their bots use content.
We’re really excited to bring you v4.34.0, the newest version of the Pulumi Kubernetes provider, which includes improved support for Kubernetes Custom Resource Definitions (CRDs). As with any release, we’ve also shipped standard dependency updates and bug fixes. This provider release includes the newest resources for Kubernetes v1.37.0, which was recently cut. So that in itself is very exciting! B
Recently, AI systems have started turning up exploitable flaws in code that survived decades of human review. The frontier labs have released useful tools to help uncover many of these flaws through agent-led static code analysis. This is a huge leap ahead, but cloud infrastructure has many exploitable flaws that code analysis alone cannot find. These flaws are often as severe as the ones in code,
Introduction In the first two parts of this series, we described how Grab approaches data mesh through the Signals Marketplace: a way for teams to publish, discover, and reuse trusted data products across domains. Part II introduced the foundational tools behind certification: Hubble for metadata and ownership, Genchi for data quality observability, and the Data Contract Registry for explicit prod
Update 9/1/2026: Following further review, the public CVE record for CVE-2026-81934 was updated to reflect a revised CVSS score of 7.5 (High). What happened? Redis identified and remediated a use-after-free vulnerability in TLS pending-data processi...
Role-based access and privacy redaction are on by default. Take advantage of enterprise-grade controls when sending traces to Amplitude Agent Analytics.
OpenClaw is the fastest-growing project in GitHub history. Peter Steinberger and several maintainers share what they learned in the project's first six months. The post OpenClaw went viral. Meet the maintainers building and securing it. appeared first on The GitHub Blog.
Orbit is a free API discovery tool for AI agents. Describe a task, get the endpoints that fit, then get a task brief to integrate them. No account, no auth. The post Introducing Orbit: Turn Any Task Into the Right API Calls appeared first on Postman Blog.
Hey r/redditeng! I’m Lisa. You probably don't know me, but I've been here the whole time. For the last six years, I've been Chief of Staff to Chris Slowe, Reddit's founding engineer and CTO (now our first Technical Fellow). I'm also the person who founded r/redditeng over five years ago with Jerry, Punit, Braden, and a couple others who joined me in getting it off the ground. We wanted to give Red
By Michael Fullan In part 1 of this series, we explored some foundational pieces of the localization infrastructure for the Reddit Android app. Getting this foundation in place was great, but to address a lot of the bugs we were getting we had to completely rewrite our in-app language picker screen. What seems like a simple screen on the surface actually has quite a bit going on, so let’s dive in!
In this post, Andy Warfield explains how databases like DuckDB are enabling a new way to build with data, why they matter right now, and how they complement the work we’ve been doing in S3 (e.g., S3 Files, S3 Tables, S3 Vectors). And most importantly, why DuckLabs, the team behind DuckDB, is joining AWS
We’re excited to introduce v5 Droplets, a new generation of compute built on 5th Gen AMD EPYC™ processors. v5 Droplets are purpose built to deliver higher performance for demanding workloads such as compute-intensive agentic AI platforms, AI/ML tools, high throughput audio/video transcoding, and high-traffic distributed web applications and APIs. v5 Droplets deliver up to 30% higher performance pe
Every platform team fields the same questions: What is running? What breaks if we change this? What can we safely delete? The answers exist, but they’re scattered across state files, cloud consoles, and the memories of whoever set things up. Today we’re launching the Pulumi Context API, a read-only API that connects Pulumi-managed and discovered resources, stacks, and their relationships into a gr
AI agents are helping developers, teams, and businesses do more: writing and executing code, conducting research, and running dynamic workflows across systems. But that ability is often bounded by where they run. Close the laptop, and the work stops there. You can’t pick it up on another device, hand off to a teammate, or scale it across users. Moving agents to cloud VMs solves part of this proble
On the 20th Anniversary, we recognize how AWS has continued to push the boundaries of what cloud computing can deliver, building custom silicon for general-purpose and AI workloads and expanding EC2 into new form factors and deployment models that our customers in 2006 could not have imagined.
Most developers I talk to aren’t asking whether Azure SQL Database can handle their next app. They’re asking where to start when it comes to modernization, migration, and AI in the database. If you’re reading this, you’re probably in a similar boat: you’ve got an existing schema or databases, a scaling question you haven’t had […] The post Start here: Azure SQL Foundations series appeared first on
AI coding agents don't fail from small context windows. They fail without a knowledge graph of your code, APIs, and vendors. The post Why AI coding agents need context graphs appeared first on Postman Blog.
We are happy to announce a 30-day trial experience for Azure SRE Agent. New customers can create and configure the SRE Agent at their own pace, with no charges for setup time or keeping agents ready. During the trial, you can connect your agents to telemetry, source code, incident management platforms, and other operational tools, […] The post Try Azure SRE Agent with no always-on charges appeared
Setting the stakes In early July, security researcher Hyunwoo Kim discovered Januscape (CVE-2026-53359), a flaw in KVM’s handling of nested virtualization that could allow a malicious guest to escape into the host hypervisor. It was disclosed publicly on July 6 via the Linux oss-security mailing list. For a cloud provider, a guest-to-host escape is the most serious class of vulnerability there is:
By Michael Fullan I recently had the opportunity to speak at DroidCon about our Android localization work at Reddit. Localization is a hard problem: when you take an app with a large number of screens and multiply that by the number of languages you support, the surface area for potential issues is massive. There’s some pretty good reference content in the official Android Developers documentation
Training and serving frontier AI models depends on fast, reliable networks that move data between GPUs without wasting compute cycles. To meet this challenge at scale, Meta designed MetaRoCE – a clean-sheet RDMA transport protocol purpose-built for AI workloads on commodity Ethernet. We’re releasing the MetaRoCE specification, a reference software implementation and a compliance test [...] Read Mo
MTIA 300 is the first of Meta’s family of in-house training and inference accelerators optimized for training ranking and recommendation models. We’re sharing how MTIA 300’s built-in NIC chiplets allow it to meet the communication needs associated with training recommendation models with superior performance over general-purpose GPUs. By co-designing MTIA’s communication library, HCCL, alongside t
During my time at AWS, I have always looked for opportunities to work with students. I have delivered over 50 talks at universities across the region, and watching the potential in the room is always a strong motivator. It reminds me of why I do this work, and that the students I meet today may […]
Postman Passport grants API access using credential references, keeping the real secret inside your network. Here's how the architecture works. The post How Postman Passport keeps API secrets inside your network appeared first on Postman Blog.
I’m not a Ruby developer, and my code samples might make that clear. However, there are two reasons I’m using Ruby for the examples in this article: A new release of redis-rb. Its support for a new Redis command: HIMPORT. Getting started Establish...
AWS Glue 6.0 is built on a fully modernized runtime, Apache Spark 4.1, Python 3.13, and Scala 2.13, delivering 30% lower pricing than previous AWS Glue versions.
In the last post I described six problems that compound when development outruns the QE infrastructure underneath it. Most leaders recognize all... The post 5 QE Pipeline Metrics That Show Where Quality Is Leaking appeared first on Postman Blog.
Introduction The first Jarvis Pro prototype could produce answers that sounded right. That was the problem. One early answer looked polished: it named the merchant, summarized the week, and recommended pushing promotions before the next review. It was also wrong. The merchant’s order volume was down, but the sharper issue was operational: more outlets were paused and fulfilment had slipped. Sendin
Coinbase CEO Brian Armstrong recently posed the question every company scaling AI is asking: how do you keep spend flat while token usage grows exponentially? This isn’t hypothetical. It’s confronting companies across every sector: Uber exhausted its annual AI coding budget within the first four months of the year and subsequently introduced a $1,500 monthly limit per employee. Walmart placed toke