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Show HN: Libretto PR agents – Automatically fix failing playwright scripts

Libretto PR agents is a free TypeScript library for maintaining Playwright browser automations. Add one line of code to your existing Playwright scripts and it lets an agent automatically open GitHub PRs fixing the script when it fails. A few months ago we released Libretto, a CLI + coding-agent skill for building deterministic browser automations. The idea was that for many browser workflows, especially repetitive business workflows, you don’t need an AI agent making decisions at runtime. You w

2026-07-17 原文 →
开发者

Why are people buying so many CDs?

CD sales are apparently going up, reportedly thanks to fans realizing they're an affordable way to support their favorite artists. According to a new report from research firm Luminate, 16.3 million CDs were sold in the first half of 2026 in the US, a 16 percent increase year-over-year. The growth in CD sales was driven […]

2026-07-17 原文 →
AI 资讯

AWS Continuum to Enable Agentic Code Security for Enterprises

Amazon Web Services has recently introduced AWS Continuum, a new integrated security platform to automate the discovery, enforcement, and remediation of security issues across codebases, dependencies, and applications. AWS Continuum launches with four agentic capabilities, aiming at the entire vulnerability lifecycle: penetration testing, code review, threat modelling, and code vulnerabilities. By Gianmarco Nalin

2026-07-17 原文 →
AI 资讯

Give your Laravel AI agent real-time web knowledge

One of the best things about the Laravel AI SDK is that it doesn't lock you into a provider. Swap OpenAI for Anthropic, add Gemini as a failover, and your agent code barely changes. That's the entire pitch, and it mostly holds up. Until your agent needs to browse the web. The provider-agnostic promise has a hole in it The SDK ships two provider tools for giving agents access to the web: WebSearch and WebFetch . They're convenient, a couple lines and your agent can search or fetch a page. But they're not really part of the SDK's unified layer, they're implemented natively by whichever AI provider you're using, which means their availability depends entirely on which model you picked. WebSearch works on Anthropic, OpenAI, Gemini, and OpenRouter. WebFetch only works on Anthropic and Gemini. So if you configure a failover chain that includes Groq, DeepSeek, Mistral, or xAI, and one of those becomes the active provider, your agent quietly loses the ability to browse. Not an error, not a warning, just an agent that stops citing sources or stops noticing the page it was supposed to check even changed. That's a rough thing to discover in production. You built a failover chain specifically so a rate limit or outage wouldn't take your feature down, and it turns out one of your fallback providers was silently missing a capability the whole time. Even when it works, it's pretty shallow Set the provider problem aside for a second. Even on a provider where WebSearch and WebFetch are both available, what you get back is raw: search results or fetched page content that the model has to reason over itself. There's no schema. There's no guaranteed citation tracking. If you want your agent to return a structured, sourced answer, that reasoning happens somewhere in the model's own inference, not in a layer you control or can test. For a lot of use cases, that's fine. For anything where the answer needs to be defensible or reproducible, a research assistant, a competitive brief, anythin

2026-07-17 原文 →