Loading articles…
RSS reader
Showing 210 of 210 articles in Last 30 days
Know an interesting engineering blog?
Feel free to contribute and add more sources to the aggregator.
Companies like Spotify need vast quantities of data accessible at low latency for online services and,... The post Indexing the Data Lake for Online Point Queries appeared first on Spotify Engineering.
AI Gateway now supports . Set on a request to pin it to the US or EU. Every model provider that supports the selected region handles it the same way. Inference runs there, and any data the provider keeps is stored there.regional inferenceinferenceRegion AI Gateway supports two pinned regions, plus global routing: If no model provider can serve it, the request fails rather than running somewhere el
How we catch distributed system failures before users do Written by Hiram Silvey u/space4268 and Shashank Veerapaneni u/colorsoda Reddit on Fire: How This All Came to Be Let me paint you a picture that many engineers are familiar with: You’re sitting at home sipping your coffee when suddenly the echoing thock of thousands of fingers hitting CTRL+R simultaneously pierce your eardrums in the form of
A practical GitHub Copilot workflow for prototyping, planning, implementing, and reviewing software without chasing every new AI tool. The post The harness is all you need (mostly) appeared first on The GitHub Blog.
eve agents on Slack can now keep replying in a thread without repeated mentions, cancel an in-progress response or reset a conversation entirely, and react to any event your Slack app subscribes to. Mentions no longer have to carry the conversation. Once a thread has an active session, your agent can reply on its own. The new hook receives incoming Slack messages, and two helpers decide which ones
How I built Quill, a Slack AI blog agent that researches, drafts, and stages posts using Claude, Postman AI Request, and Astro AI. Deploy your own. The post Building Quill: A Slack AI Blog Agent with Astro appeared first on Postman Blog.
New to the GitHub Copilot app? Learn how to start projects, work with AI agents, explore canvases, and streamline your development workflow. The post GitHub Copilot app for Beginners: Getting started appeared first on The GitHub Blog.
Last week I had the privilege of spending three days in São Paulo with technical builders from across Latin America, brought together for a regional tech event full of deep-dive sessions, hands-on workshops, and conversations with customers and partners. What struck me most wasn’t any single session, it was the energy of a technical community […]
pvcli is a curl-like tool designed to simplify the testing of complex privacy protocols like OHTTP.
Artificial intelligence firm should provide $100m for cyber defences, says Hugging Face CEO The boss of the startup hacked by an OpenAI agent has called for the investigation into the incident to show “radical transparency”. Clément Delangue, the chief executive of Hugging Face, said the “unprecedented” attack on his business required a similar response. Continue reading...
Discover the best CloudWatch alternatives to improve multi-cloud visibility, reduce costs, and simplify monitoring for modern engineering teams.
The offensive potential is no longer theoretical. We need to develop systems to strengthen public health as quickly as AI is accelerating biological design As artificial intelligence rapidly transforms the biological sciences, it is pushing the future of biology in two opposing directions. AI can help bad actors generate recipes for biological weapons with just a few keystrokes and computational p
Federal government touts emergency warning alert test as a success and says no approach works 100% of the time Follow our Australia news live blog for latest updates Get our breaking news email, free app or daily news podcast A blaring emergency warning alert Australians had been warned about was anti-climactic for some – and totally missed by others. Almost every phone in the country, alongside s
Research shows AI accounts are gaining millions of views on TikTok by spreading dubious health advice Misleading health claims online pose a “huge danger to public safety”, experts have warned, after research has shown that AI-generated doctors are gaining millions of views on TikTok by spreading dubious health advice. The British Medical Association council deputy chair, Dr Emma Runswick, flagged
I’m a self-employed driving instructor and I’m running out of cash to hire a replacement dual-control vehicle My livelihood as a self-employed driving instructor is under threat owing to Nissan’s failure to repair my leased dual-control car. It has been off the road awaiting a spare part for three months, and I’ve now been told it will take at least a further month to arrive. Continue reading...
Super-premium Android has top performance, long battery life and good cameras, but is let down by software Honor’s svelte Android phone-tablet has been given a glow-up for its sixth version, offering a great alternative to Samsung for a fancy foldable with a red suede-like back framed in gold. The Magic V6 continues the Chinese challenger brand’s strategy of taking a razor-thin device and slapping
Last week, OpenAI evaluated two models on an exploit benchmark within an isolated sandbox. Guardrails were reduced for testing, and the models found a vulnerability in their environment, accessed the internet, and reached Hugging Face's production database. No human directed the action, but the breach is a clear example of how much more capable malicious attackers are when equipped with powerful A
now supports WebSocket mode for the OpenAI Responses API. You can keep a persistent connection open and continue each turn by sending only new input items plus , instead of re-sending the full context over a fresh HTTP request every turn.AI Gatewayprevious_response_id up to ~40% faster end-to-end execution on WebSockets for agentic rollouts with 20 or more tool calls.OpenAI reports The Responses r
A practical guide for technical leaders and developers on leveraging the Auth0 Subscriptions tab. Learn how to conduct an Auth0 plan comparison, evaluate add-ons, and monitor Auth0 quota utilization to align your identity infrastructure with product growth
Pulumi Cloud organizations can now enforce a maximum expiry on the access tokens used against them. Organization admins can set a cap in days, and from that point on, personal, organization, and team tokens operating on resources in the org must carry an expiration within the cap for requests to succeed. Tokens that never expire, or that have too much lifetime remaining, get rejected with an error
As AI capabilities advance, they transform the security landscape in real time. To address these challenges at scale, no single company can act in isolation. We must bring together our respective expertise across the industry. That is why Red Hat is proud to participate as an inaugural member of the new Open Secure AI Alliance with NVIDIA. This initiative focuses on developing open tools and techn
I’m fortunate that I get to speak with hundreds of customers every year. These enterprises span the technology adoption curve—some who thrive on the leading edge, and others who prefer being as risk-averse as possible. But the AI era—ever-churning and bursting with exuberance—has united nearly all of them at this moment. Experiment time is over. Enterprises are focused on moving beyond theoretical
When integrating AI into your software development processes, the methodology you use to build software is as important as the models themselves. At Red Hat, we believe the true value of AI emerges when it is integrated into transparent, scalable, and reliable enterprise workflows. We're moving beyond traditional development practices toward a new agentic software development life cycle (SDLC). Wi
The team has released Nuxt 4.5.1 and 3.21.10, along with 3.3.1, to address eight security advisories, including a high-severity server-side remote code execution vulnerability.Nuxt@nuxt/devtools Vercel received advance notice of the server-side remote code execution vulnerability, , and deployed platform-wide WAF mitigations before public disclosure.GHSA-9473-5f9j-94wq Applications deployed on Ver
and its faster serving path, , are now available from US-based providers on AI Gateway, including Baseten and Fireworks. (ZDR) is also supported for both models. Kimi K3 from Moonshot AIKimi K3 FastZero Data Retention Running Kimi K3 on US-based providers lets teams with data residency and compliance requirements use the model on US infrastructure. Because AI Gateway serves the models from multipl
You can now run with .Claude Managed AgentsChat SDK Claude Managed Agents handles the agent loop server-side, including the model, tools, session state, and sandboxed web research. Chat SDK gives that agent a chat interface through a single type-safe handler, with adapters that carry it to Slack, WhatsApp, and more. To see it work, a new builds a working research analyst you chat with in the brows
More than 3,600 people sign petition for careful assessment of proposed AI hub, now a flashpoint for national debate on datacentre boom Follow our Australia news live blog for latest updates Get our breaking news email, free app or daily news podcast For some residents it started with a letter in the mailbox. It was a “friendly introduction from the team behind the Victorian AI hub”. “I am knockin
Avtar spent decades wondering what happened to the mother he never got to know. Thousands of miles away, Nicci was haunted by the story of a half-brother given away before she was born. How did a chatbot bring them together? As a small boy growing up in Amritsar, India, in the 1960s, Avtar Singh used to hear whispers. Your mum isn’t really your mum, the rumours would say. Your mum lives abroad. Av
The can now protect a Vercel Blob store. The same rules that guard your deployments (deny, challenge, rate limit) now apply to blob traffic with no changes to your code, blob URLs, or . Vercel WAF@vercel/blob Every blob is already served through , so protection is a switch on the store, not a new proxy. Stop scrapers, geo-restrict downloads, rate limit expensive assets, or block abusive IPs before
By doing in-depth testing, we found nearly 70% of BGP paths experience ORIGIN attribute rewrites by transit providers seeking traffic advantages. We examine the global impact of this practice and argue for deprecating ORIGIN in route selection.
Most AI agent security advice focuses on the model. But the real risks come from the architecture choices you make as a developer: whether to use an agentic loop or a multi-agent graph. Here's what changes when you do.
Workflow steps on Pro and Enterprise plans can now run for up to 30 minutes (1800 seconds), up from 800 seconds, using (in beta).extended function durations To opt in, set to in your project's Environment Variables, then redeploy. Requires and a supported Node.js or Python runtime.VERCEL_ENABLE_WORKFLOW_EXTENDED_MAX_DURATION1Fluid compute Extended durations are not available on Hobby plans, which
Part 1: From one support bot to a framework At Grab, AI agents have evolved from interesting team prototypes into production services used every day by millions of merchants, drivers, and consumers. Today, more than 500 services run on our internal agent framework, over 50 Model Context Protocol (MCP) servers are registered on our remote MCP framework, and a single Large Language Model (LLM) gatew
If you are running containerized workloads on Red Hat OpenShift, then you already benefit from industry-leading process isolation. Security context constraints (SCC) restrict what pods can do, SELinux enforces mandatory access controls, cgroups limit resource consumption, and many permissive Linux capabilities are dropped by default. That said, all of these controls still operate on a shared host
Red Hat OpenShift Commons Gathering Salt Lake City 2026Register for the in-person Red Hat OpenShift Commons Gathering alongside KubeCon + CloudNativeCon North America. This event brings together the global OpenShift community-including users, contributors, partners, and Red Hat experts-to share knowledge, build connections, and learn from real production experiences. Learn more 5 new ways Red Hat
Looking back a few months ago, it's wild to think about how much things have changed in the world of cybersecurity. Not long ago, running a few outdated application runtimes, pushing Common Vulnerabilities and Exposures (CVE) patches to "next month's sprint," or carrying end-of-life tech stacks was a normal, acceptable part of doing business. Today? That approach is an immediate open door for auto
Whether you’re managing a few dozen servers or a massive, distributed Red Hat Enterprise Linux (RHEL) estate, Red Hat Satellite's architecture is engineered for growth. As an infrastructure expands, relying on a single, centralized Red Hat Satellite Server to handle every task can create significant resource constraints.To truly achieve high scalability and keep your environment running smoothly,
This tutorial walks you through choosing the right Deepgram speech model for noisy conditions in a Twilio Conversation Relay agent, and shows you which TwiML attributes to tune when the defaults fall short.
from Anthropic is now available on AI Gateway.Claude Opus 5 Opus 5 improves on previous Opus models for long-horizon agentic coding, handling multi-file features, larger refactors, and end-to-end feature work, and completing full tasks rather than leaving stubs or placeholders. Opus 5 is effective at low and medium effort, which produce quality at a fraction of the tokens and latency of higher set
Anyone building with AI runs into the same tradeoff: how to get the most intelligence per dollar, the right model at the right cost for each task. DigitalOcean Inference Engine is built to help you make that tradeoff, and one way is finding the right model for each job. But sometimes one model isn’t enough. On deep-research tasks, we found that running several models and synthesizing their outputs
‘Ratepayer Protection Pledge’ president has touted is non-binding as people continue to struggle with rising bills Donald Trump has announced that about 200 entities have signed on to his non-binding “Ratepayer Protection Pledge”, expanding a voluntary commitment which claims to ensure US consumers will not bear the cost of the AI datacenter build-out. Trump delivered remarks on Thursday at the En
Building on Microsoft 365 Copilot? Here’s your playbook. Declarative agents are quickly becoming one of the most exciting ways to extend Microsoft 365 Copilot and bring organizational knowledge, workflows, and tools directly into the flow of work. But as agent capabilities grow, so does the need for practical guidance: How do you build agents that […] The post The Microsoft 365 Copilot Agent’s Pla
“We showed the value of having a foundational data platform, and that success story...
Perhaps you’ve seen something that should sail out of cache get dragged back to the origin by a stray Set-Cookie or Cache-Control, headers that can be difficult to change on the origin itself. Cache Response Rules is the fix, applied at the right time.
In earlier posts, we introduced contextual policies in Omnigent and showed them blocking...
At Databricks, our field engineering organization exists to help customers succeed....
A new default three-day cooldown delays version update pull requests so maintainers and security researchers can address findings in a release before it gets into your code. The post The case for a cooldown: Why Dependabot now waits before issuing version updates appeared first on The GitHub Blog.
Postman is ISO 42001:2023 certified for AI management. See what our AI governance means for your data, Agent Mode, and API workflows today. The post Postman Earns ISO 42001 Certification for Responsible AI appeared first on Postman Blog.
Conventional wisdom in agentic AI says that better answers cost more tokens: let...
Importance of Simpler S3 connectivityConnecting Amazon S3 is one of the most important...
Today, we're announcing AI Spend Controls in Unity AI Gateway. This release extends...
In this blog, we look at instrumentation of Strands Agent with OpenTelemetry along with understanding traces for AI agents.
Discover how the right log analysis tools help engineers troubleshoot faster, reduce noise, and improve system reliability with clear, actionable insights.
Explore top AppDynamics alternatives to improve observability, reduce complexity, and lower costs with data-driven insights for engineering teams.
Learn how New Relic Smart Alerts automatically improve alert quality, reduce alert noise, and expand monitoring coverage using historical telemetry and intelligent recommendations.
New US petition demands review of plans from tech companies amid fears of environmental destruction Space datacenters proposed by SpaceX, Jeff Bezos’s Blue Origin and others would release staggering levels of pollution that would probably alter the Earth’s atmosphere and be “catastrophic” for the planet, space industry experts and environmental groups warn in a new petition demanding a review of t
Pulumi ESC makes it easy to store configuration and secrets for your Pulumi programs, and with Approvals for ESC you can review and approve changes before they go live. The new --override-env flag lets you preview any environment change, including an unapproved draft, to see exactly how it would affect your stack before it becomes the latest version. Example scenario Your team stores production ap
At Red Hat, our goal for the ecosystem has always been simple: build a predictable, profitable partner program for our partners to scale their business. As always, we remain committed to the future of open source, and that means continuously investing in the partners who help us bring that future to life.Now, we are rolling out a series of updates to the Red Hat Partner Program designed to streaml
Agencies are keeping missions moving while technology, security requirements, data demands, and public expectations all continue to shift at once. That’s why this year’s Red Hat Government Symposium couldn’t have come at a better time. Bringing together leaders from federal, state, and local government agencies and higher education, panelists focused on how their organizations are managing disrupt
A secured agent that can't reach anything is just expensive autocomplete with a badge. In "Why prompt-level guardrails aren't enough," I walked through how Red Hat AI allows you to give each agent a cryptographic identity and lock down what it can touch. That solves the trust problem, but it doesn't solve the connectivity problem, and the connectivity problem is where I see most enterprise agent r
This tutorial walks you through choosing the right Deepgram speech model for noisy conditions in a Twilio Conversation Relay agent, and shows you which TwiML attributes to tune when the defaults fall short.
Build a human-like AI voice assistant using PHP, Twilio Conversation Relay, and OpenAI. Learn to handle interruptions and add natural pauses for better UX.
Learn how to provision Datadog on Stripe Projects, start a 14-day free trial, and manage billing through your existing Stripe account.
Learn how AI gateways help you scale your agents to consume multiple LLM services reliably, and how to monitor these systems to ensure you’re getting the best performance and cost.
now shows a live evaluation view on each flag's detail page. You can see evaluations per minute charted over time, with each flag version marked in the chart so you can tie evaluation shifts to specific configuration changes.Vercel Flags You can group and filter evaluations by variant, reason, environment, SDK key, client, and reporting project. Custom clients can set the new property on the clien
You can now connect to any running Sandbox from the Vercel dashboard. Run commands, browse the filesystem, upload and download files, and inspect open ports without leaving the browser. From the same view, you can also manage the sandbox lifecycle: take snapshots, and stop or resume persistent sandboxes. Open the on any sandbox to try it out.Connect tab Learn more about Vercel Sandboxes in the .do
IntroductionTraditionally, auditing is a tedious process that often requires detailed...
Copilot now bills usage at listed API rates. Compare direct model access with the coding workflow, policy, and harness work around it. The post Copilot vs. raw API access: What are you actually paying for? appeared first on The GitHub Blog.
Company behind ChatGPT says agent ‘cheated’ an evaluation by attacking a Hugging Face database OpenAI has revealed that an autonomous AI agent powered by its technology went rogue during a test, accessed the open web and hacked a prominent startup by itself in an “unprecedented incident”. The company behind ChatGPT said the startup Hugging Face had detected and contained the agent – an AI tool des
GitHub is making some significant changes to its bug bounty program, shifting its focus to give researchers a better experience working with the GitHub team. The post Next chapter: Restructuring GitHub’s bug bounty program appeared first on The GitHub Blog.
APIFlow-Bench scores 19 frontier and open-weight models on twenty-subtask API workflows: generated tasks, deterministic grading, and a public leaderboard. The post APIFlow-Bench: The Enterprise Survival Test for AI Agents appeared first on Postman Blog.
Bloomsbury has 14,087 titles listed in agreement between AI startup and authors over use of their work The publisher of Harry Potter has received a multimillion-pound payout as a beneficiary of a $1.5bn (£1.12bn) copyright settlement between the AI startup Anthropic and thousands of authors over the use of their protected work to power chatbots. Bloomsbury, which is home to the bestselling novelis
Learn how to streamline Flask authentication using the Auth0 Cursor plugin. This guide walks you through setting up your Auth0 tenant without manual configuration.
Pulumi ESC CLI v0.26.0 is the latest standalone release. We encourage users to use the Pulumi CLI instead. The ESC repository has been archived and the code now lives under pulumi. Why are we making this change Pulumi ESC is the best way to store and manage configuration and secrets in your Pulumi programs and while you can certainly use ESC to store secrets and configurations for your application
Build a human-like AI voice assistant using Node.js, Twilio Conversation Relay, and OpenAI. Learn to handle interruptions and add natural pauses for better UX.
How to Handle Background Noise When Using Conversation Relay in C#
Learn how to build a space hotline using Twilio, OpenAI, and Python. This step-by-step tutorial covers integrating live astronomy APIs to answer space questions and provide real-time sky reports.
Modern Java profilers often rely on unsupported JVM internals for accurate CPU profiling. Here’s how engineers from Datadog, SAP, Amazon, and the OpenJDK community helped bring a new CPU profiling event to JDK 25.
Learn why Single Step Instrumentation is our default recommendation for setting up APM traces, and when to consider other methods.
The prompt a production LLM receives is almost never something a person wrote. By the time a request reaches the model, your app has stitched together system instructions, retrieved documents, conversation history, tool schemas, and stored memories in...
Somewhere around your third agent, someone in a design review asks, "Shouldn't we be using A2A for this?" It's a fair question that most teams can't answer well, because the two big agent protocols keep getting lumped together when they solve differen...
We've watched enterprise teams go from vague "we might do agent stuff" conversations to full internal agent environments in a matter of months, and the same protocol question comes up in almost every one: does the design need the Model Context Protoco...
Last month, a data team and a marketing team sat in the same room and talked past...
The setupAt cellcentric, a joint venture of Daimler Truck and Volvo Group, we develop...
Why we built the Carbon Footprint LedgerAt Dow, our ambition is to be the most innovative,...
Canvases turn AI into interactive workspaces where you can visualize information, explore workflows, and take action across complex tasks. The post How to build interactive experiences with canvases appeared first on The GitHub Blog.
A benchmark report: we audited 19 production Claude Code skills, cut invocation costs 23% (13,300 tokens per run), and found none had tool scoping. Here's the data — and what it's worth in dollars. The post How DevRel saves thousands of tokens per Claude Code run appeared first on Postman Blog.
We analyzed global HTTP traffic to explore how kickoff times, streaming habits, and hydration breaks reshaped online activity worldwide. From late-night traffic surges to halftime browsing spikes, here is how the world connected during the global tournament.
Keep your custom dashboards where your entities live — curated, contextual, and ready the moment you need them, for everyday work and to cut MTTR when things break.
Most changes you think will improve AI agent behavior won't. We tested a dozen hypotheses on a real project upgrade scenario and the majority failed. Learn how to emulate documentation, API, and MCP server changes locally so you can validate what works before shipping anything to production. The post How to test agent experience changes without shipping them appeared first on Microsoft for Develop
Effective August 1st, 2026, we will be updating prices on select GPUs. This change reflects strong demand for advanced GPU capacity and helps us expand reliable access to high-performance compute for customers. Even with the updated rates, DigitalOcean continues to offer some of the most competitive GPU infrastructure pricing in the market. Below is a detailed breakdown of these upcoming changes a
To understand what can influence win rates, we analyzed evidence packets from one million disputes over a 16-week period. Here’s what the data shows and what it means for how you mitigate disputes.
When you use a coding agent, it can seem like there’s a trade-off between autonomy and permissions. If you approve every command, it’s safe but slow. Let it do whatever it likes and it works more autonomously, but as the nx supply-chain attack showed, that can go badly. The fix is to give the agent a sandbox: a box it’s allowed to wreck, with limited permissions and scoped network access. The only
Learn how to build a more natural-sounding AI voice agent using Python, Twilio Conversation Relay, and OpenAI covering low-latency responses and graceful interruption handling to reduce the robotic feel of AI phone assistants.
Learn how to properly store your Twilio credentials on Replit using Replit Secrets, then build the communications app of your dreams.
Your RAG-backed support assistant just told a customer the refund window is 30 days. It's 14. The retrieval logs look clean: chunks came back, latency was normal, nothing errored. That's what makes RAG failures slippery. The pipeline still returns an ...
Cloudflare Internal DNS brings authoritative and recursive DNS for private networks to the same global network and control plane that runs Cloudflare's Zero Trust, networking, and public DNS.
Last week, my team visited Seoul to meet AWS Korea User Group (AWSKRUG) leaders. AWSKRUG is the largest cloud developer community in Korea, with 20 meetup groups organized by topic and area that collectively host over 100 events each year, primarily in Seoul. My team regularly visits countries across the Asia-Pacific region, listens to feedback […]
Written by Aleksandr Krivoshchekov and Walther Lee. Prometheus has a simple idea at its core: metric_name + labels = time_series. Any two samples with the same metric name and labels map to the same series, but adding even a single extra label initiates a completely new series. In Kubernetes, that extra label is usually pod. It’s noisy and always changing. It spams our system with more and more se
Over the past two months, podcast creators have experienced a series of reliability issues on Spotify. This... The post Content Ingestion & Podcast Video Incident Report appeared first on Spotify Engineering.
Celebrating $100 million contributed by the community to the people who build and sustain open source every day. The post $100 million for open source: A milestone built by the community appeared first on The GitHub Blog.
Postman draft workspaces let you share a live preview URL of your local Native Git work before merging. Learn how the review-before-publish workflow works. The post Share your local API changes for review—before they reach the Cloud appeared first on Postman Blog.
Riviera is the Dropbox content processing platform that’s been iteratively improving content transformation in our products for roughly a decade.
Prove the ROI of your observability spend. Learn how mapping telemetry to uptime, digital experience, and engineering excellence drives business value.
You usually find out in the postmortem: the alarm fired, but it paged a schedule nobody was on anymore. Or the service had been running in production for three months before anyone created the matching PagerDuty service, so the first person to notice the outage was a customer. The infrastructure was code, reviewed and versioned. The incident response setup was forty clicks in a web UI, done once,
Which CDP gives AI agents the full customer picture? We compare the top platforms on unified profiles, AI readiness, integrations, and pricing.
Learn how you can use vendor-neutral telemetry while preserving Datadog’s infrastructure and APM experiences.
A cache that has drifted from your database will happily serve wrong prices, expired permissions, or phantom inventory, and it won't feel a shred of guilt about it. Cache consistency is the discipline behind keeping that drift small, so cached values ...
Why the next decade of banking competition will be won or lost on experience, not price.
Learn how NS used Amplitude to scale experimentation, improve customer experiences, generate €2.4M in business value, and prevent €1.8M in revenue loss.
Learn how to launch, monitor, and act on product data faster using Amplitude's Global Agent
AI agents perform best with accurate, real-time context, and a CDP like Twilio Segment provides it. By delivering clean, consented data and only the traits agents need, it enables smarter, faster, and safer decisions that enhance customer experiences and drive measurable results.
The strongest Terraform alternatives in 2026 split into three groups: general-purpose-language platforms like Pulumi and AWS CDK, HCL-compatible forks like OpenTofu, and cloud- or platform-specific tools like AWS CloudFormation, Azure Bicep, and Crossplane. (Pulumi also supports HCL directly and can serve as a Terraform-compatible state backend, so teams don’t have to choose between staying in HCL
Integrating the right apps and software into your Twilio Flex contact center helps you create a personalized customer experience. Read our top integrations.
Cloudflare has deployed two WAF rules in response to high-severity vulnerabilities disclosed to us by the WordPress security team. The new rules protect all Cloudflare customers using affected WordPress versions, but customers should still update immediately to a patched release
The cost of writing code dropped; the cost of owning it didn't. A framework for deciding which changes are actually cheap in the AI era. The post The cost of saying yes has changed appeared first on The GitHub Blog.
Your agent skill calls an API. The moment you start evaluating it, every run either costs money or mutates production data. Learn how to mock APIs transparently so you can run evals without changing your skill or hitting real endpoints. The post How to test agent skills without hitting real APIs appeared first on Microsoft for Developers.
Learn how to make a professional email address that makes the perfect first impression with your audience in the inbox.
See how we built MCP tools for Cloud SIEM, using usage data, progressive disclosure, and a custom eval framework to keep a multi-team agentic toolset reliable.
Use the Cloud Cost skill in Bits Chat to investigate cost anomalies, perform root cause analysis on cost spikes, and get personalized savings.
Walk through Postman Live Sessions for real-time API pair debugging, onboarding new engineers, and partner integration walkthroughs. The post Postman Live Sessions for Pair Debugging APIs appeared first on Postman Blog.
Learn how New Relic Autopilot transforms observability into Autonomous Operations by reasoning across operational context, recommending evidence-based actions, and accelerating incident resolution.
Discover why trusted operational intelligence is the foundation for Autonomous Operations and the future of enterprise AI.
New Relic Ground Truth transforms observability data into trusted operational intelligence that enables AI agents and Autonomous Operations.
How to implement proper consent management to allow users to consciously authorize your applications.
New to GitHub? This beginner's guide explains version control, repositories, and pull requests—plus everything else you need to start working confidently on GitHub. The post GitHub for Beginners: Your roadmap to mastering the GitHub essentials appeared first on The GitHub Blog.
Hierarchical Interest Representation is a research area for Meta Ads. We’re exploring an upstream representation layer over the universe of Ads entities – users, advertisers, products, services – learning unified embeddings that connect users’ inferred interests with the breadth of what advertisers offer in their deep funnel ads. The innovations in Hierarchical Interest Representation are [...] Re
This is the eighth and final article in a series about Agent Experience (AX): the practice of making AI coding agents work correctly with your technology. The series covers what you can and can’t control in the agent stack, how to measure whether your extensions are helping or hurting, and how to iterate toward better […] The post Building AX evals that actually work appeared first on Microsoft fo
Stop writing manual API calls and hand-rolling token refresh logic. Learn how to accelerate your production setups using the Auth0 SDK, Auth0 CLI, and Infrastructure as Code.
Pulumi Insights gives you visibility and governance across your entire cloud footprint, but that visibility is only as complete as the set of accounts you’ve connected. Until now, connecting an account meant repeating a manual setup for each one: OIDC configuration, hand-written Pulumi ESC environments, and per-account scan and policy setup. For an organization with dozens or hundreds of AWS accou
Datadog has been recognized as a Leader in the 2026 Gartner® Magic Quadrant™ for Observability Platforms for the sixth consecutive year. Learn more.
Learn how to monitor Apigee X with Datadog so you can track API traffic, latency, anomalies, and security posture and catch issues before clients do.
Your AI agent issued the refund. It read the customer's tier, checked the return window, confirmed the policy, and processed it in seconds. The problem: the return window had closed four minutes earlier when a batch job updated the order status, and t...
Today, we are announcing an organizational change at Redis, including a reduction of approximately 200 roles globally and a realignment of roles, teams, and priorities across the company. This is a difficult decision because it affects people who hav...
Discover what makes a good North Star Metric, how to avoid using bad ones, and examples of each.
Discover how to use feature management to build innovative products with insights from guest Forrester Principal Analyst Chris Condo.
Cohort analysis answers a business question about how a specific group or segment of users has interacted with or is expected to interact with a product. Breaking users' behavioral data down into cohorts helps teams better understand what users want from their product. In 2026, that understanding is what separates teams that grow from teams that churn, and retention has moved to the top of the pri
Your latest update has hit the App Store — you're excited for your users to try out your new feature that you've spent months working on. How do you measure the impact of your new feature? Are people using it? Is it improving your user experience and affecting your company's bottom line?
Product management tools include the platforms, websites, and software that help make your job as a product manager (PM) easier.
Walk through Postman Agent Mode recipes for debugging auth, cleaning up collections, refreshing docs, and running compliance audits. The post Postman Agent Mode Recipes for Common API Tasks appeared first on Postman Blog.
Over the past few years, we’ve been on a journey to modernise how we run Amazon Elastic Compute Cloud (EC2) instances at Slack. In our first post, Advancing Our Chef Infrastructure, we shared how we moved from a single Chef stack to a resilient, multi-stack setup with versioned cookbook deployments and safer promotion workflows. This…
Pulumi Neo is an AI agent that takes on real infrastructure work, and it’s natural to want to hand it more and more. Usage limits give you control so you can do exactly that: set a monthly dollar limit, and Neo pauses when your organization reaches it. How usage limits work Your organization limit is a single monthly dollar amount covering all Neo usage across the org. To set one: In the Pulumi Cl
When a failed DNSSEC key rollover took down the .al TLD, we deployed a Negative Trust Anchor to restore resolution. This time, though, clients didn't have to take our word for it: 1.1.1.1 returned EDE 33, a new DNS error code that signals directly in the response that DNSSEC validation was bypassed.
Securely extend your multi-tenant APIs and MCP servers to AI agents, partner marketplaces and developer ecosystems using native, organization-scoped access control with Auth0 Third-Party Applications for Organizations
Five weeks ago I wrote that the least glamorous piece of an agent loop is also the one that decides whether it compounds: memory. A markdown file outside the context window that holds what is done, what is next, and what was learned, because the model forgets all of it between runs. Write the memory file before the loop. What I left open, because there was nothing to point at, was the format. My m
You built a research AI agent in the LangGraph framework. Another team shipped a customer-service agent in CrewAI. A third team wired up tools through the OpenAI Agents SDK. Now leadership asks: can these things work together? For most teams, the hone...
If you have run an API governance program, you already know it can fall apart. What surprises people is how predictably it... The post Why API Governance Programs Break Down, and What the Successful Ones Do Differently appeared first on Postman Blog.
On July 13, 2006, we launched Amazon Simple Queue Service (Amazon SQS) as one of the first three services available to customers, alongside Amazon EC2 and Amazon S3. We had learned firsthand that distributed systems need a reliable way to pass messages between components without creating tight dependencies. If one service called another directly and […]
Written by Sarah Thomas Hi, r/RedditEng! I’m one of the leads of Reddit’s Women Engineers Employee Resource Group (ERG), WomEng. I’m here to tell you about how Reddit celebrated International Women in Engineering Day this year, and the idea that shaped the programming. Like many ERGs, WomEng exists to build community among employees with shared identity, and provide a support network for its membe
AWS Builder Center turned one year old last week. Launched on July 9, 2025, the platform has grown from a community hub with Wishlist voting, community profiles, and a toolbox into a full ecosystem with sandbox environments, workshops, Spaces, and a Builders’ Library. To mark the anniversary, Rick Suttles published a full feature timeline covering […]
TL; DR At Meta’s scale, a few milliseconds of latency degradation can have a significant negative impact on ads performance. When a Linux kernel upgrade risked regressing latency across Meta’s ad serving fleet, we turned to sched_ext — the upstream, BPF-based extensible scheduling framework — to build a scheduling policy customized to the Ads delivery [...] Read More... The post Modernizing the Me
Precursor, our new continuous behavioral validation engine for bot management, offers visibility into how humans and bots actually interact across the full user journey. By turning session-level behavior into bot detection signals, it identifies advanced automation with higher precision — while reducing friction for legitimate users.
Learn how to close the audit gap in agentic workflows by leveraging Auth0 logs monitoring, Token Vault secure token exchanges, and CIBA approval flows.
Pulumi Cloud now supports passkeys for users who sign in with email and password. Select a button, approve with Touch ID, Face ID, Windows Hello, or your hardware key, and you’re signed in. A passkey is a public-key credential stored on your device: your phone, your laptop, a hardware key (YubiKey, Google Titan, etc.), or your password manager can all function as the authenticator. When you sign i
Type "songs for a rainy Sunday morning" into a music app and you'll get results that match the mood, even though none of those words appear in the track titles. That kind of result is often powered by vector embeddings, numerical representations of me...
Most teams pick a chunk size once and never touch it again. Copy the settings a tutorial used (usually 512-token chunks with 50 tokens of overlap between them), and ship it. Then the corpus grows, the queries get stranger, and that early choice quietl...
Postman now detects and vaults API secrets automatically at runtime. Learn how Local Secrets Protection, Shared Vault, and Secrets Resolution keep your credentials safe. The post What’s new in Postman: Secrets management built in appeared first on Postman Blog.
How migrating Copilot code review to shared Unix-style code exploration tools reduced review cost by reshaping agent workflows around pull request evidence. The post Better tools made Copilot code review worse. Here’s how we actually improved it. appeared first on The GitHub Blog.
Smart Tiered Cache allows for precise upper tier selection for origins hosted on AWS, GCP, Azure, and Oracle Cloud with customer-provided cloud region hints.
Introduction: The evolution of Grab’s Data Lake At Grab’s scale, managing petabytes of data across billions of S3 objects demands more than a storage layer. It demands a robust architectural primitive that supports the high-concurrency needs of a modern “Lakehouse.” Our goal is full storage-compute separation, leveraging S3 as an elastic foundation for both near-real-time metrics and large-scale b
Learn where agentic token costs come from, how to reduce them across tool definitions, session history, and retrieval loops, and how to monitor spend.
AI agents don't have one memory requirement. They have three: recalling what happened seconds ago, retrieving what they learned weeks ago, and tracking what they're doing right now. Most databases handle one of those patterns well, which is why so man...
Production Weaviate in minutes, managed by DigitalOcean. Starting at $20/month. Vector databases have become a core piece of the AI application stack. Whether you’re building retrieval-augmented generation (RAG), semantic search, agentic workflows and memory, or similarity-based recommendations, you need a vector store that’s reliable, fast, and doesn’t require a dedicated ops engineer to keep run
Postman achieved the AWS AI Competency in Agentic AI Tools, and that says as much about your APIs as it does about... The post AI is ready. Your APIs probably aren’t. appeared first on Postman Blog.
NIST is advancing nine new post-quantum signature algorithms as potential candidates for future standardization. We take a closer look at all of them, and argue that while they are in the works and show great potential, we should use ML-DSA for now — the best currently available.
Written by Alexey Bykov, Staff Software Engineer at Reddit & Google Developer Expert for Android technology Reddit serves approximately hundred of millions playbacks a day on Android. In our last two posts: Improving video playback with ExoPlayer and Taking ExoPlayer Further: Reddit's performance techniques we covered ExoPlayer performance and what you can do to improve startup latency, rebufferin
Explore why delegated administration in SaaS isn't just a UI feature — it is a fundamental security and trust architecture for your enterprise customers.
Join us for a free online event series kicking off July 16 to learn how to get started with the GitHub Copilot App! The post Let’s Learn GitHub Copilot App – Free Virtual Training Event appeared first on Microsoft for Developers.
This is the seventh article in a series about Agent Experience (AX): the practice of making AI coding agents work correctly with your technology. The series covers what you can and can’t control in the agent stack, how to measure whether your extensions are helping or hurting, and how to iterate toward better outcomes. You […] The post The hidden variables in your agent eval appeared first on Micr
Cloudflare Research is building a global consensus service called Meerkat that uses a new consensus algorithm called QuePaxa. We plan to use Meerkat to build a strongly consistent, fault-tolerant key-value store, and other applications.
Today, we're releasing the second season of the Now Go Build documentary series. Five episodes featuring technology leaders from around the world solving the hardest problems in healthcare and education.
Learn how to balance control and security using the four stages of Auth0 customization, from standard Universal Login to embedded authentication.
Monitor and help protect AWS Strands Agents by using Datadog AI Guard to evaluate prompts, model responses, and tool calls inline.
Use the Datadog .NET MAUI SDK to monitor crashes, errors, ANR events, network performance, and user sessions across iOS and Android apps.
Two AI agents fixed the same API drift in opposite directions. See why API context — not code context alone — drives correct engineering decisions. The post We Gave Two AI Agents the Same API Spec Drift Problem. The Difference Was Context. appeared first on Postman Blog.
There’s advice making the rounds: replace your CLI args with a single --json payload so agents can use your tool more effectively. The thinking being, that agents already think in structured formats, and nested data maps cleanly to JSON. Flat args on the other hand, force awkward conventions like repeating --service-name to delimit multi-value groups, […] The post Don’t rewrite your CLI for agents
The pledge is a voluntary framework inviting organizations to commit to foundational cyber security governance, board-level accountability, and supply chain rigor. For over a decade, Cloudflare has pioneered the core pillars of this framework: democratizing security, leadership accountability, and radical transparency.
Add Auth0 login, logout, sessions, and token refresh to a Hono app on Cloudflare Workers with one middleware call. A practical guide to the new @auth0/auth0-hono SDK (beta).
Pinned to an older Pulumi CLI or SDK version and finding that the docs describe a newer release? The Pulumi CLI command reference and the SDK API docs now include a version selector, so the documentation you’re reading matches the version you’re actually running. How it works When you open the CLI command reference, you’ll see a version dropdown near the top of the page, below the title. The SDK A
You ask a chatbot to summarize a long email thread, and it hands back a tidy paragraph. Useful, but that's a single-step system—one prompt, one response, done. A multi-step AI agent works differently. Ask it the same question, and it can check your or...
A couple of editions ago I wrote about what I find so energizing about working with startups. Last week I got a fresh dose of it: I spent a few days with the AWS Startups team, listening to stories of founders talking about the problems they’re actually solving. One story that stayed with me came […]
A new model drops with lower per-token pricing and better benchmarks. You switch. A week later someone asks why the agent is burning 12x more tokens on the same task while producing worse output. We ran 150 agent tasks across 15 scenarios on two models, Claude Sonnet 4.6 and Claude Sonnet 5, using GitHub Copilot […] The post Not all model upgrades are upgrades appeared first on Microsoft for Devel
Infrastructure as Code (IaC) has evolved beyond simple automation into a fundamental shift toward applying software engineering practices to infrastructure management. In 2026, leading organizations aren’t just provisioning infrastructure—they’re treating it as software, complete with testing, version control, code reviews, and continuous integration. As infrastructure complexity grows, teams incr
Introduction Counter Service is used across Grab’s anti-fraud platform to answer time-windowed count questions, such as recent ride requests by a user or failed payment attempts on a card. The service handles tens of thousands of queries per second (QPS) with about a billion requests per day, while maintaining strict requirements around latency and reliability to support real-time fraud rule evalu
Postman's API Catalog now shows Service Health Scorecards for Enterprise teams, aggregating test results, spec compliance, and gateway metrics in one view. The post What’s new in Postman: API health scorecards in the Postman API Catalog appeared first on Postman Blog.
Moving AI from a flashy demo to a high-volume production environment is a transition filled with hidden technical debt and infrastructure challenges. There’s a difference between calling the OpenAI API in a weekend prototype and serving 50,000 concurrent users who need sub-200ms latency, graceful fallbacks, and reliable output every single time. It is rarely a “model problem.” Instead, it is a pro
Learn how Kubernetes version rollbacks for Amazon EKS let you reverse cluster upgrades within seven days. This new feature provides a safety net for upgrade failures—no cluster rebuilds required—turning Kubernetes version upgrades into a reversible, low-risk operation.
Over the past several years, model capabilities and training dataset sizes have experienced exponential growth. During the past year or so, the time between new-frontier-model releases has gone down from months to weeks. Reliable and fast access to storage is important to both the speed and computational cost of this AI innovation. If AI is [...] Read More... The post Meta’s AI Storage Blueprint a
Choosing the right model or inference router for production means more than reading a leaderboard. It means validating any model or routing configuration on your own data using your prompts and your evaluation criteria before it ever reaches production, and comparing quality, latency, and cost in one place. Evaluations, now available on the DigitalOcean Inference Engine, lets teams validate any mo
This is the sixth article in a series about Agent Experience (AX): the practice of making AI coding agents work correctly with your technology. The series covers what you can and can’t control in the agent stack, how to measure whether your extensions are helping or hurting, and how to iterate toward better outcomes. We […] The post What AI benchmarks are not telling you appeared first on Microsof
AWS CloudFormation speeds up infrastructure deployment with Express mode, enabling AI agents and developers to receive deployment confirmation in seconds and iterate faster. Available in all commercial Regions at no additional cost.
Amazon EC2 C9g and C9gd instances, powered by AWS Graviton5, are now generally available. They deliver up to 25% better compute performance than Graviton4-based instances, 5x larger cache, fastest memory of any processor instances in the cloud, and local NVMe storage options (C9gd).
AWS Certificate Manager now supports the ACME protocol for public TLS certificates, enabling automated issuance and renewal through any ACMEv2-compatible client on any workload. Administrators get centralized governance, IAM-based access controls, and domain scoping, reducing operational risk as certificate lifetimes continue to reduce.
This year marks Meta’s 10th consecutive year as a sponsor of the Python Software Foundation (PSF), the charitable organization dedicated to advancing, supporting, and protecting the open-source Python programming language and the community that sustains it. Python is one of the world’s most influential programming languages, and we use it across our engineering stack, from [...] Read More... The p
What made the Quick desktop team successful is the same thing that has always produced the best work I've seen at Amazon: a small group of people who trusted each other, owned the problem end-to-end, and acted on their conviction.
Behavioral cohorting allows you to define a group of users based on their actions, save that group for further analysis, and better understand user behavior.
It has been a busy stretch on the AWS Summit circuit. At the New York City Summit, I delivered a workshop called Building AI architectures with AWS Serverless, and it was a lot of fun watching builders wire up agents and serverless services to solve real problems in a single afternoon. This week I am […]