How we used DSPy to turn AI evaluations into better responses in Dash chat
We used DSPy to improve LLM judges and optimize our chat experience, creating an evaluation-driven feedback loop that produced better outputs.
Evaluating performance and efficiency of the GitHub Copilot agentic harness across models and tasks
Explore how the GitHub Copilot agentic harness delivers strong results across multiple benchmarks and leading token efficiency, while maintaining flexibility to choose among more than 20 models.
AI SDK 7 is now available
AI SDK is the TypeScript SDK for building AI applications, features, frameworks, and agents across any model provider. AI SDK 7 focuses on what it takes to run AI in production.
What does the future of software look like?
Our community imagines how AI might bring about more human ways to interact with software.
I automated my job (and it made me a better leader)
Explore how my day as a senior leader looks now that I use 40 automations to help, and learn more about some of my favorites.
GitHub joins coalition advocating for fixes to California AI Transparency Act to protect open source
We’re calling for targeted amendments to resolve conflicts with open source licensing and align with international transparency frameworks while preserving regulatory intent.
Toward More Controllable AI Video Editing: An Early Research Exploration at Netflix
Four travel and hospitality trends from HITEC 2026
More than 6,000 hospitality executives and operators gathered in San Antonio last week for the HITEC conference. The big topic: whether the industry’s AI investment is actually working. Across four days and over 50 meetings, four trends stood out.
Temporary Cloudflare Accounts for AI agents
The moment an agent needs to deploy something, it slams face-first into a wall built for humans. Today we're rolling out Temporary Accounts on Cloudflare Workers. Any agent can now run wrangler deploy — temporary and get a live Worker in seconds.
How we built an internal data analytics agent
Qubot, our internal Copilot-powered analytics agent, allows any GitHub employee to ask questions about our data in plain language. Here’s what we learned as we built it.
Build your own vulnerability harness
We break down the technical architecture behind our multi-stage vulnerability discovery harness and automated triage loop. Learn how we manage state controls, squash false positives through adversarial review, and route around LLM context limits.
What Link data tells us about AI spending
We analyzed spending patterns across the 250 million customers paying with Link. We found that Link customers are spending more on AI than they were three months prior, investing heavily in platforms that let them build with AI.
Introducing the Cloudflare One stack- agent-powered deployment
The Cloudflare One stack is a library of agent skills that gives any AI agent the knowledge it needs to plan, deploy, and manage a Zero Trust environment — no migration calls required.
Getting more from each token: How Copilot improves context handling and model routing
How GitHub Copilot is making more of each session go toward useful work, so your credits go further.
Clustering billions of products for agentic commerce with Catalog API (2026) - Shopify
How Shopify built an LLM-powered pipeline to match product listings across millions of merchants into a unified catalog that AI agents can search.
What are git worktrees, and why should I use them?
Git worktrees have been around since 2015, but it wasn’t until recently they became popular. Learn what they are, how to use them, and why you might.
Designing With Uncertainty: How AI Supercharges Probabilistic Thinking — Smashing Magazine
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.
Growing the Cloudflare AI team with talent from Ensemble AI
Cloudflare is deepening our investment in AI with the addition of team members from Ensemble AI, focusing on machine learning infrastructure and efficiency.
GitHub Copilot CLI for Beginners: Overview of common slash commands
GitHub Copilot CLI for Beginners: Learn how to use slash commands to control your terminal AI agent.
Accelerating researchers and developers building multilingual AI with a new open dataset
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.
Teaching Sidekick to say no: automated data curation with LLM judge consensus (2026) - Shopify
Our Sidekick team used LLM judges to automatically curate training data and teach domain-specific models how to refuse impossible queries.
How we made GitHub Copilot CLI more selective about delegation
Better orchestration, fewer handoffs, faster progress, without a single new knob.
Making secret scanning more trustworthy: Reducing false positives at scale
Alerts are more trustworthy and actionable when noise is reduced. See how we improved the verification step with context-aware LLM reasoning.
Give GitHub Copilot CLI real code intelligence with language servers
Install and configure LSP servers for GitHub Copilot CLI, replacing brute-force grep/decompile with real code intelligence.
Quick: An internal hosting platform for the AI era (2026) - Shopify
Quick lets anyone at Shopify ship a site in seconds. It has changed the culture of how we build and share.
From one-off prompts to workflows: How to use custom agents in GitHub Copilot CLI
Custom agents let GitHub Copilot CLI understand your stack and team workflows, turning one-off terminal prompts into repeatable, reviewable processes.
DeepSeek enters the fight for token volume, Anthropic continues to dominate spend
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.
Your AI bill is out of control. Cloudflare can fix it now.
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.
How To Make Your Design System AI-Ready — Smashing Magazine
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.
GitHub Copilot app: The agent-native desktop experience
At Microsoft Build 2026, GitHub introduced new tools, updates, and surfaces so agents can work the way you already work.
How we built Cloudflare's data platform and an AI agent on top of it
Here’s how we built Town Lake, Cloudflare's unified analytics platform, alongside Skipper, an internal AI agent running on top of it.
Beyond code generation: rethinking engineering productivity in the age of AI agents
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.
4 new ways to go from idea to product with AI tools
AI tools are changing how teams build products—from where they start to what carries through to production.
SilverTorch: Index as Model — A New Retrieval Paradigm for Recommendation Systems
We’re introducing SilverTorch, a reimagining of recommendation systems that unifies all retrieval components for user generated content under a unified architecture. SilverTorch shows up to 23.7x higher throughput compared to the state-of-the-art approaches. It’s also showing 20.9x more compute cost efficiency compared to a CPU-based solution while also improving accuracy. Our research paper, “Sil
Introducing Nova, our internal platform for coding agents
Nova lets engineers run multiple coding sessions in parallel and lets internal systems use AI agents as part of automated workflows.
What matters when anyone can build
If AI can make anyone a product builder, the real edge is knowing what’s worth shipping.
GitHub recognized as a Leader in the Gartner® Magic Quadrant™ for Enterprise AI Coding Agents for the third year in a row
We are committed to empowering every developer by building an open, secure, and AI-powered platform that defines the future of software development.
Take your local GitHub sessions anywhere
Kick off work in VS Code or the CLI, finish it from your phone. Remote control for GitHub Copilot sessions is now generally available on github.com and GitHub Mobile.
Building a general-purpose accessibility agent—and what we learned in the process
Learn about the experimental general-purpose accessibility agent that GitHub is piloting.
Interrogatory LLM
Practical Interface Patterns For AI Transparency (Part 2) — Smashing Magazine
Why traditional loading patterns like spinners fail in agentic AI experiences, and how interface patterns that reveal the system’s process, status, and decision-making can improve transparency and build user trust.
GitHub Copilot individual plans: Introducing flex allotments in Pro and Pro+, and a new Max plan
Starting June 1, our lineup of individual plans will update based on your feedback.
Dungeons & Desktops: Building a procedurally generated roguelike with GitHub Copilot CLI
Learn how one Hubber used GitHub Copilot CLI to build an extension that turns any codebase into a unique, roguelike dungeon.
Five vertical SaaS insights from Sessions 2026
AI is forcing platforms to expand beyond pure software. See how vertical SaaS platforms are using payments, financial services, and agentic commerce to build more durable businesses.
How Superset built the IDE for AI agents on Vercel
Improving token efficiency in GitHub Agentic Workflows
Agentic workflows that run on every pull request can quietly accumulate large API bills. Here’s how we instrumented our own production workflows, found the inefficiencies, and built agents to fix them.
Agent pull requests are everywhere. Here’s how to review them.
A practical guide to reviewing agent-generated pull requests: what to look for, where issues hide, and how to catch technical debt before it ships.
Validating agentic behavior when “correct” isn’t deterministic
How to build the “Trust Layer” for GitHub Copilot cloud agent without brittle scripts or black-box judgements by using dominatory analysis.
Register now for OpenClaw: After Hours @ GitHub
OpenClaw builders will gather at GitHub HQ during Microsoft Build 2026 for demos and conversations. Join in person, or watch the livestream on Twitch.
GitHub Copilot CLI for Beginners: Interactive v. non-interactive mode
Learn the difference between CLI interactive v. non-interactive modes.
Everything we announced at Sessions 2026
We’re making Stripe even more programmable; protecting and propelling your business with the strength of the Stripe network; and building economic infrastructure for AI.
Structured-Prompt-Driven Development (SPDD)
LLM programming assistants have demonstrated considerable value, but mostly with individual developers. The internal IT organization in Thoughtworks has been using them for their teams and have developed a method and workflow called Structured Prompt-Driven Development (SPDD). The article describes a simple example of this workflow with details in github. This workflow treats the prompts as a firs
2026 Vercel AI Accelerator recap
Read the recap of the 2026 Vercel AI Accelerator, where 39 AI startups spent six weeks building with Vercel before pitching at Demo Day at our San Francisco headquarters.
GitHub Copilot is moving to usage-based billing
Starting June 1, your Copilot usage will consume GitHub AI Credits.
The “Bug-Free” Workforce: How AI Efficiency Is Subtly Disrupting The Interactions That Build Strong Teams — Smashing Magazine
AI tools are eliminating the need to “bug” colleagues for help, but the informal interactions they replace are the very scaffolding that builds team trust, belonging, and innovation. Casey Hudetz and Eric Olive explore the research and potential impacts behind that risk and offer practical strategies for maintaining human connection while leveraging AI’s strengths.
The UX Designer’s Nightmare: When “Production-Ready” Becomes A Design Deliverable — Smashing Magazine
In a rush to embrace AI, the industry is redefining what it means to be a UX designer, blurring the line between design and engineering. Carrie Webster explores what’s gained, what’s lost, and why designers need to remain the guardians of the user experience.
How AI leaders are borrowing from the design playbook
A new class of leaders is leaning on design principles to guide their companies through AI transformation.
Modernizing the Facebook Groups Search to Unlock the Power of Community Knowledge
We’ve fundamentally transformed Facebook Groups Search to help people more reliably discover, sort through, and validate community content that’s most relevant to them. We’ve adopted a new hybrid retrieval architecture and implemented automated model-based evaluation to address the major friction points people experience when searching community content. Under this new framework, we’ve made tangib
Changes to GitHub Copilot Individual plans
We’re making these changes to ensure a reliable and predictable experience for existing customers.
Introducing the Agent Readiness score. Check to see if your site is agent-ready
The Agent Readiness score can help site owners understand how well their websites support AI agents. Here we explore new standards, share Radar data, and detail how we made Cloudflare’s docs the most agent-friendly on the web.
