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Infraestrutura: as notícias,
para devs.

As últimas notícias de infraestrutura de todos os provedores de IA: lançamentos, mudanças de preço e descontinuações, resumidos com o que significam para você.

OpenAI· Infraestrutura

OpenAI explica como escalou o Habitat, sua plataforma de armazenamento, no Azure Cosmos DB

Na segunda parte de uma série de engenharia, datada de 23 de outubro de 2026, a OpenAI descreve o Habitat, a plataforma de armazenamento online que dá suporte ao ChatGPT, à API e ao Codex. A OpenAI afirma que o Habitat atende a mais de 1 bilhão de usuários em 40 regiões e armazena mais de 500 petabytes de dados; segundo o resumo da publicação, as leituras do ChatGPT ficaram 12× mais rápidas.
Programação

Polylane lança agentes proativos que monitoram e corrigem aplicativos Cloudflare Workers

Boris Tane anunciou o Polylane for Cloudflare, um serviço que executa agentes proativos que monitoram continuamente os Workers, Durable Objects, Workflows e recursos semelhantes de uma conta Cloudflare. Segundo o anúncio, os agentes corrigem bugs, melhoram o desempenho e lidam com alertas.
Infraestrutura

Vercel explica como o Vercel Agent acessa a produção

A Vercel publicou um post sobre como o Vercel Agent acessa implantações em produção. Segundo a Vercel, o agente investiga um problema com acesso somente de leitura e, em seguida, propõe um plano junto com as permissões necessárias para executar a correção, para que pedir a ele que corrija uma implantação não signifique conceder credenciais amplas.
Infraestrutura

Vercel AI Gateway adiciona tako_search, uma ferramenta de busca de dados estruturados

A Vercel anunciou que a busca de dados estruturados da Tako já está disponível como ferramenta no AI Gateway. Em vez de páginas de texto, a ferramenta retorna dados em JSON com unidades, fontes e datas: a Vercel cita ações, pesquisas de opinião, previsão do tempo e contratos governamentais, e diz que os dados são licenciados, têm fontes citadas e estão atualizados.
Anthropic· Infraestrutura

Claude Models no Google Cloud (gerenciado pela Anthropic) já está disponível para todos

A Anthropic afirma que Claude Models no Google Cloud (gerenciado pela Anthropic) já está disponível para todos. Segundo a Anthropic, a oferta leva todo o conjunto de recursos do Claude Platform ao Google Cloud, com credenciais do Google Cloud IAM, faturamento e abatimento de compromissos.
Infraestrutura

Vercel Drop publica um arquivo, uma pasta ou um ZIP sem precisar de uma conta

A Vercel anunciou o Vercel Drop: o usuário arrasta um arquivo, uma pasta ou um ZIP e recebe uma URL ativa, sem precisar de uma conta. O projeto só permanece ativo se o usuário entrar na conta para reivindicá-lo em até uma hora.
Infraestrutura

You.com lança o Inference Router, uma API compatível com OpenAI para modelos de pesos abertos, com busca na web integrada

O CEO da You.com, Richard Socher, anunciou o Inference Router, um serviço de inferência hospedado com uma única API compatível com OpenAI e sem taxa de plataforma. Para usar o serviço com código já compatível com OpenAI, basta alterar a URL base.
Google· Infraestrutura

Google Cloud announces Agent Compute Engine and expanded agent governance for Gemini for business

Google Cloud announced a new product, Agent Compute Engine, at AGNTCon + MCPCon. It also announced expanded agent governance for Gemini for business. Google Cloud says the two together give organizations the control they need to run, govern and scale their agents. The details are in Google Cloud's blog post, "Introducing Agent Compute Engine and expanding agent governance".
Anthropic· Programação

Anthropic releases Claude API version 2026-10-21, with breaking changes

Anthropic's ClaudeDevs account announced API version 2026-10-21, which it calls the first official Claude API version release since 2023. Anthropic says it plans to release versions more often, so developers can handle breaking changes before a new model requires them. The older version, 2023-06-01, is not deprecated.
OpenAI· Infraestrutura· 1 discussão

OpenAI will require approval for model routers and AI gateways that offer its models

OpenAI says it has spent the past few months aligning safety policies with the partners and customers that provide its models, whether they host them or resell access. Partners must maintain safeguards consistent with OpenAI's own, investigate potential violations, take action and coordinate enforcement with OpenAI.
OpenAI· Infraestrutura

OpenAI API lets organizations choose which service tiers projects can use

OpenAI's API changelog for October 21, 2026 says that Platform settings now let you choose which service tiers projects can use, and that organization settings can restrict service tiers for all projects. The entry points to documentation on service tier errors.
OpenAI· Infraestrutura

OpenAI describes how ChatGPT's ad stack works

OpenAI published a post, summarized by @OpenAIDevs on X on October 21, on how ChatGPT's advertising system is built. OpenAI says it is designed to respond to the evolving conversation while keeping answers independent of ads.
Infraestrutura

Vercel makes WebSocket support in Vercel Functions generally available

Vercel announced that WebSocket support in Vercel Functions is now generally available. Vercel says it now serves 15 million WebSocket connections a day across AI chat, streaming and realtime multiplayer apps. The details are in Vercel's changelog entry.
AlertaOpenAI· Modelos· 5 discussões

OpenAI says its models helped find critical security flaws in PHP

OpenAI announced that its models helped researchers, working under its "Patch the Planet" initiative, discover critical security flaws in PHP, which it says runs an estimated 70% of websites. According to OpenAI, it led a coalition of maintainers, researchers and security providers for about two months to prepare fixes and protections before disclosure; the fix was intricate and required a major change to the PHP engine.
OpenAI· Modelos· 4 discussões

OpenAI says its models are coming to Google Cloud

OpenAI has published a post titled "OpenAI models are coming to Google Cloud". Its summary says OpenAI and Google Cloud are bringing frontier models and Codex workflows to Gemini's Model Garden, available through Google Cloud Marketplace. This is OpenAI's own account. Posts on X about the announcement say the models and Codex arrive on Google Cloud in the coming weeks.
DeepSeek· Modelos

Stork: Alibaba raised its price for DeepSeek V4 Flash 0731 by 230%

Stork AI Daily, a newsletter that runs its own LLM price catalog, reports that Alibaba raised the price of DeepSeek-V4-Flash-0731 overnight. This is Stork's account from its own tracker; neither Alibaba nor DeepSeek has announced it, and the newsletter does not say which Alibaba service it means.
Programação· 1 discussão

Vercel introduces durable-harness for running coding-agent harnesses durably

Vercel announced durable-harness on X. In Vercel's words, it lets users run Pi, OpenCode, Codex, Claude Code, eve, fx or their own harness durably on Vercel, and agents automatically resume work after failures and run for hours, days or months.
OpenAI· Infraestrutura

OpenAI API adds a 12-hour prompt caching option

OpenAI's API changelog for October 20, 2026 says developers can now choose 12-hour prompt caching in the API (labelled for v1/responses). It keeps shared instructions, tools and context cached longer, so cached-input pricing applies even when requests are hours apart. OpenAI says 12-hour cache writes cost 2.5x the input token price.
DeepSeek· Infraestrutura

DeepSeek open-sources DeepInfer, its inference engine

DeepSeek has published DeepInfer on GitHub (deepseek-ai/DeepInfer) under the Apache-2.0 licence. The README calls it the inference framework that powers DeepSeek's large-scale production services. The release was shared on Hacker News on October 20. The details below are from the repository README.
GitHub Copilot· Infraestrutura

GitHub adds a REST API for Copilot model policies

GitHub's changelog announces generally available GET and PATCH REST endpoints to read and update Copilot model policies at four levels: enterprise, enterprise teams, enterprise apps and organizations (for example /orgs/{org}/copilot/model-policies).