
In a world where AI is informing more design choices, it’s easy to mistake predictions for certainties. This article introduces Probabilistic Design, a mindset that allows UX and product teams to accept uncertainty, decipher AI outputs with nuance, and make smart, adaptive decisions.
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Pratik Joglekar·June 16, 2026AI & ML 
Cloudflare is deepening our investment in AI with the addition of team members from Ensemble AI, focusing on machine learning infrastructure and efficiency.
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Alex Reneau, Zach Albertson·June 15, 2026AI & ML 
CSS functions, the alpha() function, Grid Lanes, some things about Dialog that you might not know, CSS Wordle, and more — this is What’s !important right now.

Security and sustainability are our goals. CYBERTEC is ISO and TISAX certified. CYBERTEC is audited on a regular basis.
CPCYBERTEC PostgreSQL·June 15, 2026Security 
GitHub Copilot CLI for Beginners: Learn how to use slash commands to control your terminal AI agent.
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Kayla Cinnamon·June 15, 2026AI & ML 
A new repository-level dataset, published on GitHub under CC0-1.0, helps researchers and developers discover multilingual developer content across READMEs, issues, and pull requests.

Our Sidekick team used LLM judges to automatically curate training data and teach domain-specific models how to refuse impossible queries.
SEShopify Engineering·June 15, 2026AI & ML 
Cloudflare Security Insights system now processes over 120 scans per second, providing frequent insights for all customers. By optimizing Kafka consumers, Postgres queries, and our API, we scaled our throughput 10x without adding hardware.

One of those nuances to keep in your back pocket when writing for screen readers.

Better orchestration, fewer handoffs, faster progress, without a single new knob.
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Pingping Lin, Yu Hu·June 12, 2026AI & ML 
We have officially moved past the era of humanoid robots as mere public relations stunts. As they become increasingly lifelike, society may soon face profound social, psychological, and ethical challenges. What happens when the boundary between humans and machines becomes almost impossible to distinguish?

Using an agentic AI system to surface threat models during code review and spot gaps between security requirements and implementation.
MBMark Breitenbach·June 11, 2026Security 
We rearchitected the layers panel with new computation and caching strategies, resulting in 30–50% faster interactions in some of the largest, most complex files.

In May, we experienced nine incidents that resulted in degraded performance across GitHub services.

Alerts are more trustworthy and actionable when noise is reduced. See how we improved the verification step with context-aware LLM reasoning.
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Mariko Wakabayashi·June 11, 2026AI & ML 
Abstract Agent-driven end-to-end (E2E) tests add a new exploratory layer to testing, but should they replace traditional deterministic tests? We ran more than 200 agentic E2E workflows using the Playwright MCP, Playwright CLI, and agent-generated Playwright tests in test workspaces using non-production data to find out how agentic testing could fit into both our and…

Our data shows that agents are capable of independently writing code and integrating with APIs like Stripe’s. Yet, many steps adjacent to writing code are still too hard for agents to do on their own. We’re expanding Stripe Projects to solve this.


Lead Product Designer at Dropbox Sara Clayton used Figma Weave to add dimension to an Ideal Customer Profile in under two minutes. Steal her template to make your users feel real.

Install and configure LSP servers for GitHub Copilot CLI, replacing brute-force grep/decompile with real code intelligence.
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Bruno Borges·June 10, 2026AI & ML 
Quick lets anyone at Shopify ship a site in seconds. It has changed the culture of how we build and share.
SEShopify Engineering·June 10, 2026AI & ML 
Findings from an exploratory user research study highlighting the unique insights and practical UX recommendations shared by participants with cognitive disabilities.

At Spotify, data problems used to follow a specific pattern. You'd look for the relevant dashboard, there...

In our post about Project Glasswing, we made the argument that the architecture around a vulnerability matters more than the speed of the patch. Here we walk through what that architecture looks like, the threats it defends against, and how we run it ourselves as Cloudflare's customer zero.
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Rohit Chenna Reddy, Chase Catelli·June 9, 2026Performance 
This blog explores the experience of PGConf Dev 2026, in depth, you can know more about the experience from the blog.

Custom agents let GitHub Copilot CLI understand your stack and team workflows, turning one-off terminal prompts into repeatable, reviewable processes.
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Jacklyn Carroll·June 9, 2026AI & ML 



Cloudflare customers can now use Cloudforce One threat intelligence directly within the WAF to block high-risk traffic. By using new cf.intel fields, security teams can automate protection against specific threat actors and targeted industries in real time.
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Alexandra, Harsh Saxena·June 8, 2026Security 
Having the right tools can only take you so far. To become a master of your craft, you need to hone a point of view.

Find the answers to some of the most common GitHub-related questions.

The June 2026 AI Gateway production index: DeepSeek's token share jumped to 17% as low-cost models entered production, while Anthropic held 65% of all spend.

AI Gateway now features real-time spend limits to prevent runaway token bills across multiple AI providers. By integrating with Cloudflare Access, companies can use identity-driven budgets and policies.
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Ming Lu, Kenny·June 5, 2026AI & ML 
VoidZero, the team behind Vite, Vitest, Rolldown, Oxc, and Vite+, is joining Cloudflare. Vite stays open source, vendor-agnostic, and built for everyone.
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Evan You, Steve Faulkner·June 4, 2026Frontend 
GitHub Universe is back: returning to the historic Fort Mason Center in San Francisco on October 28–29, 2026.

Stripe’s latest global commerce solutions help all types of businesses localize checkout for every market, increase authorization rates with AI, reduce FX costs with multicurrency support, and automate tax and compliance processes.

This blog explores Graph relationships in PostgreSQL with PGQ. Read and learn on, how to traverse and create Graph relationship.

We’re introducing Instantaneous PowerLoss Storm, a new testing paradigm within Meta’s infrastructure for handling and mitigating instant or zero-notice power loss in our data centers. We’re sharing: how we built readiness to tolerate instant failures into our existing systems with defense-in-depth strategies; tradeoffs made in implementing it, and how we validated our readiness. Disaster preparedn

Practical guide on how to reduce drifts, minimize mistakes, maintain context, and improve the quality of AI-generated prototypes. Brought to you by Design Patterns For AI Interfaces, **friendly video course on UX** and design patterns by Vitaly.
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Vitaly Friedman·June 3, 2026AI & ML 
We moved quickly to help Stripe businesses take advantage of DCAP and capture interchange savings while protecting their authorization rates. Here’s what we did.

This article discusses row-level security, security barrier functions and leakproof functions, which are necessary to make them work.

At Microsoft Build 2026, GitHub introduced new tools, updates, and surfaces so agents can work the way you already work.
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Mario Rodriguez·June 2, 2026AI & ML 
We investigated why firmware updates were causing our core servers to take four hours to reboot. By diving into UEFI data structures and iPXE automation, we eliminated unnecessary timeouts and cut boot times back down to minutes.

Let’s kick off June — and the beginning of summer — with some fresh inspiration! Artists and designers from across the globe once again tickled their creativity to welcome the new month with a new collection of desktop wallpapers. Enjoy!

Inference theft lets attackers resell your paid AI calls. See how the attack works, why rate limits and auth walls fail, and how Vercel BotID stops it on every request.

Discover some of the interesting features that have landed in stable and beta web browsers during May 2026.

Here’s how we built Town Lake, Cloudflare's unified analytics platform, alongside Skipper, an internal AI agent running on top of it.
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Brian Brunner, Dmitry Alexeenko·May 28, 2026AI & ML 
How Dropbox is moving from AI tools that assist engineers to agentic systems that can execute scoped tasks, and how we’re building platforms to support those workflows.

From visual editing to contextual prompting and collaboration, Figma Make is expanding how teams can design with code.

AI tools are changing how teams build products—from where they start to what carries through to production.

The ESC collection lets you escape the confines of your desk and get out into the sun where good ideas are bound to happen.

What it took to ship our Slack-native agent River, lessons learned, and the substrate that runs beneath it. Co-authored by River.

In early 2023, Slack faced a foundational challenge: serving Large Language Models (LLMs) at enterprise scale with the security, reliability, and performance our customers expect. Over three years, we evolved from basic infrastructure to orchestrating a sophisticated multi-cloud architecture. We didn’t just want shiny new models; we needed a system resilient to regional outages and…
SKShaurya Kethireddy·May 28, 2026Security 
Seventy percent of websites still fail basic WCAG contrast checks in 2025. After years of design system tooling, accessibility linters, and JavaScript libraries, nothing moved the needle. We didn’t need better libraries. We needed better CSS. `contrast-color()` is that better CSS.

In 2025, solo founders in the top decile generated 61 times the revenue of the median solo founder in their first six months. We analyzed the data to understand what drives that gap.

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

“Vibe coding” - the practice of non-technical citizen builders using generative AI tools to rapidly develop applications, this has significantly accelerated software prototyping. However, because AI agents naturally prioritise the path of least resistance, they frequently recommend insecure configurations, creating systemic security exposure across industries. To combat this we need to write a sec

In a recent article about harness engineering for coding agent users, I laid out a mental model for expanding a coding agent harness: a system of guides and sensors that increase the probability of good agent outputs and enable self-correction before issues reach human eyes. This article is a more practical follow-up where I walk through my experience with using sensors that help keep the codebase

Radar now blocks high-risk transactions across all supported payment methods; defends against new fraud types; and gives platforms new tools to evaluate and mitigate merchant risk on and off Stripe.