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Technology is going to drastically reshape the economy, and it’s within our power to decide what that looks like The idea that autonomous, thinking machines may one day destroy property, hierarchy and inequality is as old as western political thought. In Aristotle’s Politics, the philosopher cites a fantasy from the Iliad, in which machines begin to act independently of human direction, concluding
Pilot project in Preston comes with apprenticeship offer for Neets at end of three-week course In a youth centre opposite Preston bus station, the UK government is trying to address two of the greatest challenges facing the national economy: AI and youth unemployment. The hope is that one will solve – rather than cause – the other. In a room at the recently opened Vault, a community hub in the Lan
OpenAI’s decision comes after dire warnings about rapidly progressing technology and lawmakers’ calls for new rules OpenAI will not go public in 2026, Sam Altman said in a Fortune interview published on Saturday, citing safety concerns over artificial intelligence. “I actually think that, given everything happening with safety, right now would be an ill-advised moment to go public, and we don’t fe
In a social media post, Dario Amodei proposed a plan including third-party evaluations of AI systems The CEO of the artificial intelligence company Anthropic issued a new appeal on Saturday for the AI industry to “slow down” and offered a three-part plan for doing so, saying that his company would “unilaterally” commit to the first of the steps. In a post on social media, Dario Amodei shared a lin
As OpenAI model cracks Millennium Prize Problem that puzzled experts for decades, many feel shocked at pace of change It was a week that left mathematicians reeling. Hot on the heels of a flurry of cases of artificial intelligence furthering the field, OpenAI declared a major scalp: its latest AI model had cracked a Millennium Prize Problem, a puzzle with a $1m reward that had defied human brains
Economics graduates also appear to be affected as demand for them falls in well-paid roles in finance AI may be warping the job prospects for students in the previously high-demand subjects of computer science and economics, according to a detailed look into the careers of recent UK graduates. Data obtained for the 2027 Guardian University Guide published on Saturday shows that coding and software
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.
A health plan CFO closes the month after the usual round of extracts, spreadsheets,...
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.
This is the first post in a new series exploring how Lakeflow Connect brings fully...
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.
Every now includes 64 GB of storage, up from 32 GB. This includes sandboxes created from a or custom image, as well as those configured with the deprecated property.Vercel SandboxVercel Managed Imageruntime The additional space provides more room for large repositories, dependencies, build artifacts, data workloads that spill to disk, and storage-intensive agent tasks. Learn more about in the docu
Featured on Vercel Compute without the clusters AI SDK and AI Gateway: one abstraction for every model Workflow SDK for long-running backend jobs 3 engineers supporting 3 brands and 100,000+ users on Vercel Migrated 374 Sanity sites from AWS Elastic Beanstalk to Vercel and power Featured's chat bot across 17 modelsAI SDKAI Gateway replaced custom long-running job infrastructureWorkflow SDK Know th
Tailscale on Vercel Hundreds of AI models shipped to customers in-product Model access granted and revoked by tailnet network identity Went from model routing prototype to paying customers in months The AI Gateway itself retains no data. They can set ZDR globally or use the per-request flag, which automatically restricts routing to ZDR-compliant providers.zeroDataRetention A sandbox spins up and c
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
Red Hat Positioned as a Leader in the 2026 Gartner® Magic Quadrant™ for Container ManagementRed Hat is recognized as a Leader in the 2026 Gartner® Magic Quadrant™ for Container Management. In Red Hat's opinion, this recognition reinforces OpenShift’s ability to manage containers, VMs and AI workloads with the same operational and security rigor across any infrastructure footprint. Learn more Red H
Detection is only half the process. Swift remediation is what keeps operations smooth. Yet for many site reliability engineers (SREs), on-call shifts are spent trapped in a loop of repetitive firefighting. Pairing Splunk Observability Cloud with Red Hat Ansible Automation Platform helps bridge the gap between discovery and response, transforming manual triage into safer, automated self-healing tha
Lightwell empowers organizations to respond to vulnerabilities with greater speed. However, receiving a patch is only part of the equation; your teams require validated skills to deploy those fixes into production quickly, safely, and with confidence.When a new vulnerability surfaces, obtaining a security patch is merely the 1st step. The true challenge lies in safe and efficient deployment.Lightw
Stop losing critical messages in the noise. Discover how to deliver secure account verifications and operational updates via WhatsApp.
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...
Pro and Enterprise teams can now control who can create and manage connectors. Connectors let applications and agents access external services using credentials managed by your team.Vercel Connect Owners can enable this restriction under in . Once enabled, only people with the Owner role or extended permission can create or manage connectors.Connector PermissionsTeam SettingsConnector Manager Brow
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.
The defense says: ‘It’s about competition, not conspiracy’ A US prosecutor described China’s Huawei as a criminal enterprise that stole from US companies to build its telecommunications empire, as the trial against the tech company kicked off in Brooklyn federal court on Wednesday. “Theft, lies, cover-up,” Taylor Stout, a trial attorney from the US Department of Justice, said in the government’s
The now supports GitHub Copilot through the official adapter. The harness layer lets your application run different coding agents through the same interface, so you can switch agents without changing your application code.AI SDK harness layer@ai-sdk/harness-github-copilotHarnessAgent Pass to :githubCopilotHarnessAgent Under the hood, the adapter uses to connect GitHub Copilot to through the Agent
FastAPI frontends and static files, served with or , are now promoted to the at build time. Requests for those paths are served directly from the CDN, without invoking your Vercel Function.app.frontend()StaticFilesVercel CDN FastAPI evaluates routes in declaration order. A route declared before a mount takes priority over any CDN file at that path. This precedence is preserved.StaticFiles Promoted
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.
In our previous posts, we showed how open table formats, open APIs and unified governance...
Thanks to a little-known feature in Instagram, I try to travel back to 2012 – before everything on the internet was an ad Follow our Australia news live blog for latest updates Get our breaking news email, free app or daily news podcast I have a confession. I love my social media algorithm. It is a perfectly curated window into my insane and inquiring mind. It knows precisely which videos will tic
The disaggregated storage model of Lakebase Postgres provides a feature rich, flexible...
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.
Tech mogul calls director Alex Gibney a ‘bitter old man’ who has ‘zero integrity’ in series of posts on X Elon Musk has issued an angry tirade at the film-maker behind a four-hour documentary about his life and influence, labelling the director, Alex Gibney, a “bitter old man” who has “zero integrity”. Gibney, who has previously made films about the collapse of Enron, WikiLeaks and Vladimir Putin,
Explore how New Relic's global team built community, gave back, and fostered career growth across regions this summer.
Solid battery life, snappy performance and quality software make for a great smaller phone with a killer camera Google’s latest Pro phone is out to prove it has the best camera on a smartphone while embracing customisation, allowing you to change the look and feel of your photos far beyond simple filters even if that means making them technically worse. The Pixel 11 Pro packs the best of Google’s
Adam Mosseri says platform’s algorithm ‘feels like a black box’ but company trying to give users more control after Labor announces opt-out plan Instagram’s chief executive has said users will have a worse experience in an algorithm-free world, seeing more brand-related content, and spend less time on the app. The comments come as the Australian government plans to give users the option to opt out
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.
If you manage Red Hat Enterprise Linux (RHEL) systems connected to Red Hat Lightspeed, you're likely familiar with insights-client, the tool responsible for reading system information and reporting it to Red Hat Lightspeed's hosted services.Starting with RHEL 9.8 and RHEL 10.2, Red Hat is changing how insights-core, one of the components of insights-client, delivers its updates. The change gives s
Part 3 of a series on implementing zero trust security in Red Hat OpenShift with the layered zero trust validated pattern.Kubernetes NetworkPolicies are one of the most powerful—and most misunderstood—security primitives available to platform engineers. They declare intent: "This pod should only accept connections on port 8443 from the ingress namespace." But declaring intent is not the same as ve
If you run AI platforms for a bank, an insurer, or anyone else living under a stack of regulations, you already know the use case everyone asks for first: let our compliance and risk teams ask questions against our own policy documents and get an answer they can trust, with a citation they can check.Retrieval-augmented generation (RAG) is the right tool for that job. When a question is asked, inst
Build inbound and outbound voice AI assistants that can handle tool calls using Python, Twilio Agent Connect, and OpenAI's GPT-Live.
Build real-time voice AI Agents with Twilio and GPT-Live-1 in the OpenAI API with these tutorials, sample apps, and more.
Find hundreds of Cyber Monday email subject lines with templates and examples to inspire your email campaigns this shopping season.
Build an AI voice assistant that answers a phone call with Twilio Programmable Voice and Media Streams, powered by OpenAI's GPT-Live-1.
Build an AI agent that places outbound calls with Twilio Programmable Voice and Media Streams, powered by OpenAI’s GPT-Live-1.
SMS pumping fraud is an urgent problem for businesses that use SMS. Learn more about SMS pumping and how to prevent it.
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.
Every request to Vercel , which executes on average over 80 million routing instructions per second. Part of that work is looking up metadata to determine which paths exist and how to serve them. When that metadata isn’t cached, the CDN has to fetch it before it can serve the response.passes through our CDN We used to fetch and cache metadata one path at a time, retrieving only what each lookup ne
You can now build and deploy long-running, tool-using agents with the on Vercel. OpenAI manages the agent loop and session state, while Vercel hosts the application and connects each session to for code execution and file access.OpenAI Agents APIVercel Sandbox With this integration, you get: Follow the to build and deploy an agent, or explore the .step-by-step guidesample application Read more An
is free exclusively on AI Gateway through September 30. Tako Search It lets AI models search Tako's curated data and the live web, filter web results by domain or publication date, and use the results to answer questions with current information, citations, and visualizations. After September 30, searches are billed at standard rates. The same integration works with on AI Gateway, so you can switc
can now run in all 20 , up from four. Vercel SandboxVercel compute regions Running sandboxes closer to the databases, storage, and other services they access reduces latency. Teams can also keep sandbox workloads in approved regions to support data residency and regional processing requirements. remains the default region. Region selection is available on every plan. iad1 Pro and Enterprise teams
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.
The passport-size iPhone Duo serves as the first big test for John Ternus, who took over from Tim Cook last week Apple has unveiled the iPhone Duo, the company’s first foldable phone and the most significant change to the iPhone since the smartphone’s introduction in 2007. The nearly $2,000 device takes inspiration from iPads’ wide screens and combines them with the portability and camera features
Last year at Sibos Frankfurt, the question was whether AI works. This year: can your...
Solvency II reporting is not only a regulatory submission. It is a business process...
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
The challengeEmbedding a Databricks AI/BI Dashboard in a customer-facing application is relatively straightforward...
For 25 years I built software on the practices I grew up with: Kent Beck’s TDD, Martin...
Effective enterprise data agents require search that is both accurate and fast. Earlier...
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.
An LLM router instrumented end to end on New Relic: native AI Monitoring, custom routing/eval events, and an Autopilot-driven, human-approved fix.
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.
Pro teams can now enable for individual projects at $20 per project per month. When enabled, Password Protection requires visitors to enter a password you set before they can view the project’s deployments.Password Protection Open in the sidebar, select , and turn it on. Disable it to stop future charges for that project.SecurityDeployment Protection Previously, Password Protection was available o
can now protect all deployments in a project, including production, at no additional cost on every plan. Previously, protecting production domains required the $150-per-month Advanced Deployment Protection add-on.Vercel Authentication When enabled, visitors must sign in with a Vercel account that has access to the project. This makes it useful for internal tools, private dashboards, and sites that
Zepto's Push for Reliable, Real-Time Customer SupportZepto is one of India's fastest-growing...
We’ve been talking with business leaders about Lightwell for the past few months, and the conversation always starts with enthusiasm. AI-driven exploits are moving at unprecedented speeds, and enterprise security teams are feeling a level of urgency we haven’t seen in decades. When organizations discover they can submit software vulnerabilities under an embargo window and receive certified, backpo
In July, the OpenClaw Foundation was announced with Red Hat joining as a sponsor to bring open, more secure infrastructure to autonomous AI agents. OpenClaw has quickly become a premier open source autonomous agent framework, and Red Hat’s involvement aims to bring the enterprise readiness and infrastructure needed to transition this technology from a powerful personal tool to a production-grade b
Enterprise teams have moved past early experimentation. Pilots succeed, prototypes impress, and individual teams deliver initial results. The challenge every platform engineering and ITOps team hits next is much harder: operating AI with the same operational rigor as mission-critical AI infrastructure. Moving beyond isolated development sandboxes requires answering 4 questions before scaling: Can
Red Hat has published Sovereign AI Cloud as a Service, a joint reference architecture built with Rafay for telecommunications providers, sovereign cloud operators, and NeoClouds that want to turn distributed GPU infrastructure into a governed, self-service, revenue-generating AI cloud.Built on Red Hat's foundational AI and multi-tenant cloud platform, the architecture integrates Rafay to add the s
Email deliverability determines whether your messages reach inboxes or spam folders. Follow these 10+ best practices to improve your deliverability rates.
Learn how to integrate an ElevenLabs voice agent with Twilio Programmable Voice for seamless AI-to-human call handoffs, preserving context and call control.
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.
Integrate Deepgram Flux with Twilio ConversationRelay in Node.js for faster turn detectio, and tunable end-of-turn control.
Plan your 2026 holiday email campaigns with best practices for list hygiene, sending volume, testing, subject lines, and post-season churn.
Learn how to turn a product brief and feature flag into a connected launch workflow for instrumentation, experimentation, QA, and reporting.
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.
When a runtime threat appears, every step costs time. Datadog Workload Protection can now kill processes and isolate workloads with automated and manual response actions.
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.
Reactive monitoring catches problems after users are already affected. Explore the top proactive monitoring tools, how they work, and what separates tools that detect anomalies from tools that prevent incidents.
Managing infrastructure across AWS, Azure, and GCP? Explore the top multi-cloud management tools, what to look for, and how observability keeps costs, performance, and reliability under control.
Enterprise APM goes beyond basic uptime checks. Explore what enterprise-grade application performance monitoring requires, how it differs from SMB tools, and what to look for when managing distributed systems at scale.
An APM dashboard is where performance data becomes actionable. Learn what a good APM dashboard should include, how to read the key metrics, and how unified dashboards accelerate incident resolution.
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.
Build, debug, and run Datadog workflows from Bits Chat and AI coding agents using the operational and development context where you’re working.
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
Learn how to use prompt caching effectively and monitor your models and agents to troubleshoot cache invalidations.
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.
Implement Enterprise-Managed Authorization in Auth0 using Cross App Access (XAA) and ID-JAG. Build enterprise-ready AI agents without friction.
Learn how Datadog improved Rust tracing by building an opinionated OpenTelemetry-based library to help ensure consistent sampling, propagation, and trace quality at scale.
Learn how to read AI agent traces as a roadmap and how to run production experiments that measure whether improvements hold in production.
Learn how Datadog visualizes CUPED adjustments so you can trace which covariates change experiment lift estimates and improve precision.
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.
Identity as the Foundation of the World’s Newest Shopping Channel.
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.
New Relic's Japan region is now generally available. Ensure data sovereignty for regulated industries with in-region data storage and AI processing.
Secure your Rust CLI applications with Auth0 Device Code flow and protect your Axum backend endpoints by validating JWTs with Rust's type safety.
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.
Five Rust-level memory optimizations to the DNS cache layout of Big Pineapple cut per-entry memory by 56%, freeing approximately 100 TB of memory across Cloudflare's fleet.
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
Managing library updates can be tedious at times. Learn how the GitHub Copilot app can handle this type of repetitive task. The post GitHub Copilot app for Beginners: Automate Dependabot pull request triage appeared first on The GitHub Blog.
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
Interviewing Evenpay on building trust from day one.
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
These are the lessons we learned evaluating LLMs for real-world secret scanning. The post How to evaluate LLMs before production appeared first on The GitHub Blog.
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
Learn how Auth0 pricing plans scale with your app — from free auth for AI vibe coders to B2B Enterprise SSO for scaling startups and enterprise platforms.
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
We migrated the Cloudflare Blog to EmDash to prove our stack at massive scale. Here is how we stress-tested performance, safely routed production traffic, and redesigned the frontend experience.
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.
Discover the right GCP cost optimization tools for your environment. Get clear, actionable signals to control cloud spend efficiently and sustainably.
JavaScript errors are everywhere — but not all monitoring tools surface them with the same depth. Compare the top JavaScript monitoring tools and learn what to look for beyond basic error capture.
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...
Cloudflare's new Bot Preference Sync automatically aligns your robots.txt file with your AI bot policies for Search, Agent, and Training. Easily manage which bots access your content without maintaining static files.
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
Cloudflare OAuth now supports optional scopes, giving users more control over what an app can access and helping developers build secure consent flows around the task at hand.
The Postman AI Engineer prompts that trace an ID across your APIs, catch three-way drift, and auto-write a PR review from the graph. The post The prompts only the Postman AI Engineer can answer appeared first on Postman Blog.
As AI transforms software economics, the standard revenue playbook is breaking down. Learn how leaders around the world are preparing for agent buyers, updating processes for faster pricing iteration, and building more flexible infrastructure.
Observe what users ask your AI agent, evaluate where it fails and what those failures cost your business. Agent Analytics is now available to all customers.
Drive the jhipster-mcp server from Postman's MCP client to test tools, prompts, and resources before handing them to an AI agent. Try it today. The post Develop and test MCP in Postman: jhipster-mcp in action appeared first on Postman Blog.
Platforms like DoorDash, Meta, and Deel already enable stablecoin payouts for global workers. We surveyed 2,300 workers in 20 countries to see what's driving stablecoin demand, where the opportunity is highest, and how other platforms can adapt.
See how CashBook replaced hand-read transcripts with a measurable AI failure rate, and why one bad first answer cost 15 points of retention in four weeks.
Learn what verification loops check inside a software factory, why they can’t tell you if a change moved your metric, and the post-ship loop PMs need to own.
As demand for AI continues to grow, so does the infrastructure needed to support it.
Each location will be a permanent community space to offer free workshops, networking events, pitch nights, content creation spaces, collaboration/co-working areas, and event hosting for developers, students, or tech professionals who want to walk through the doors.
If you've watched an AI coding assistant hunt down a bug, run a test, read the failure, and adapt its next fix, you've watched Reasoning and Acting (ReAct)-like behavior at work. ReAct is a common pattern in production agent systems today. It's simple...
How does Amplitude understand what users want from an AI chat box? Here are the biggest takeaways from our early tests.
By Liam Lu, Riccardo Ciovati, and Savannah Whelan In Part 1 of this series, we shared our vision for a unified Cronet engine, our initial rollout for media traffic, and how we forked cronet-okhttp to fix request tag tracking and Flipper debugging. With developer tooling functional, we turned our attention to evaluating performance in production — where we immediately ran into three more major chal
Last week, AWS contributors joined the OpenSearch and Valkey communities at Open Source Summit Korea 2026 and MCP DevSummit Seoul 2026 to meet open source developers and contributors. At the four-day event, community leaders and users of these Linux Foundation open source projects gathered to share knowledge, collaborate on solutions, and push the projects forward. […]
Two product upgrades make it easy for global businesses to manage FX entirely on Stripe. We’re expanding multicurrency settlement to more markets and currencies, and we’re introducing the ability to convert currencies instantly—all on Stripe.
Making your first LLM API call is easy: with most provider SDKs, it's about five lines of code. Keeping that call fast, affordable, and reliable once real users show up is where the actual engineering happens: costs can compound as conversations grow,...
Vector search is great at finding things that are semantically similar, but similarity isn't the same as correctness. A pure vector query doesn't know that a product is out of stock, that a document belongs to a different customer, or that a policy wa...