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907 articles on AI & ML.

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AI & ML — Vercel collaborates with OpenAI for GPT-5 launch

Vercel collaborates with OpenAI for GPT-5 launch

The GPT-5 family of models released today, are now available through AI Gateway and are in production on our own v0.dev applications. Thanks to OpenAI, Vercel has been testing these models for a few weeks in v0, Next.js, AI SDK, and Vercel Sandbox.

VVercel·August 7, 2025AI & ML
AI & ML — Diff Risk Score: AI-driven risk-aware software development

Diff Risk Score: AI-driven risk-aware software development

The state of the research Diff Risk Score (DRS) is an AI-powered technology built at Meta that predicts the likelihood of a code change causing a production incident, also known as a SEV. Built on a fine-tuned Llama LLM, DRS evaluates code changes and metadata to produce a risk score and highlight potentially risky code […]

CWChris Wiltz·August 6, 2025AI & ML
AI & ML — How far can we push AI autonomy in code generation?

How far can we push AI autonomy in code generation?

We ran a series of experiments to explore how far Generative AI can currently be pushed toward autonomously developing high-quality, up-to-date software without human intervention. As a test case, we created an agentic workflow to build a simple Spring Boot application end to end. We found that the workflow could ultimately generate these simple applications, but still observed significant issues

BBBirgitta Böckeler·August 5, 2025AI & ML
AI & ML — MCP UI: Breaking the text wall with interactive components (2025) - Shopify

MCP UI: Breaking the text wall with interactive components (2025) - Shopify

MCP UI extends the Model Context Protocol to enable AI agents to return fully interactive UI components. It solves the critical challenge that commerce experiences require visual and interactive elements like product selectors, image galleries, and cart flows. This open-source protocol allows agents to embed commerce components while maintaining control through an intent-based messaging system, de

SEShopify Engineering·August 5, 2025AI & ML
AI & ML — Building a human-computer interface for everyone

Building a human-computer interface for everyone

What if you could control any device using only subtle hand movements? New research from Meta’s Reality Labs is pointing even more firmly toward wrist-worn devices using surface electromyography (sEMG) becoming the future of human-computer interaction. But how do you develop a wrist-worn input device that works for everyone? Generalization has been one of the […]

CWChris Wiltz·August 4, 2025AI & ML
AI & ML — AI SDK 5

AI SDK 5

Introducing type-safe chat, agentic loop control, new specification, tool enhancements, speech generation, and more.

VVercel·July 31, 2025AI & ML
AI & ML — Who is LLM?

Who is LLM?

Is an LLM a stubborn donkey, a genie, a slot machine, or Uriah Heep?

MFMartin Fowler·July 22, 2025AI & ML
AI & ML — Using AI to make lower-carbon, faster-curing concrete

Using AI to make lower-carbon, faster-curing concrete

Meta has developed an open-source AI tool to design concrete mixes that are stronger, more sustainable, and ready to build with faster—speeding up construction while reducing environmental impact. The AI tool leverages Bayesian optimization, powered by Meta’s BoTorch and Ax frameworks, and was developed with Amrize and the University of Illinois Urbana-Champaign (U of I) […]

CWChris Wiltz·July 16, 2025AI & ML
AI & ML — From Googlebot to GPTBot: Who’s crawling your site in 2025

From Googlebot to GPTBot: Who’s crawling your site in 2025

From May 2024 to May 2025, crawler traffic rose 18%, with GPTBot growing 305% and Googlebot 96%. This blog post explores crawling activity focused on AI and search web crawlers, and how 14% of top domains now use robots.txt rules to manage them.

JTJoao Tome, JorgeJoao Tome, Jorge·July 1, 2025AI & ML
AI & ML — Introducing Roast: Structured AI workflows made easy (2025) - Shopify

Introducing Roast: Structured AI workflows made easy (2025) - Shopify

Roast is a convention-oriented workflow orchestration framework designed specifically for creating structured AI workflows that interleave AI prompting with normal non-AI execution. It provides a declarative approach primarily using YAML configuration and markdown prompts, giving AI agents the guardrails they need to solve developer productivity problems at scale.

SEShopify Engineering·June 18, 2025AI & ML
AI & ML — Cloudflare service outage June 12, 2025

Cloudflare service outage June 12, 2025

Today, June 12, 2025, Cloudflare suffered a significant service outage that affected a large set of our critical services, including Workers KV, WARP, Access, Gateway, Images, Stream, Workers AI, Turnstile and Challenges, AutoRAG, and parts of the Cloudflare Dashboard.

JHJeremy Hartman, Cj DesaiJeremy Hartman, Cj Desai·June 12, 2025AI & ML
AI & ML — The no-nonsense approach to AI agent development

The no-nonsense approach to AI agent development

Learn how to build reliable, domain-specific AI agents by simulating tasks manually, structuring logic with code, and optimizing with real-world feedback. A clear, hands-on approach to practical automation.

VVercel·June 4, 2025AI & ML