Acompanhe notícias sobre modelos DeepSeek, API, preços e ferramentas para desenvolvedores, além de novidades de IA. O DeepSeek V4 Hub é uma publicação independente.
Dsh-guizang-design is a DeepSeek Harness plugin that turns one article into a web page, image-text cards, or a horizontal web deck. It needs dsh 0.2.1-rc.2 or newer and below 0.3.0, and installs from the plugin page or one CLI command. All three outputs share one theme, and the de-AI skill only handles Chinese.
Ler artigoDsh-media-desk is a free, MIT-licensed community plugin that adds a Media Desk page to the DeepSeek Harness sidebar. It captures one-line ideas, drafts a spoken script, title, cover, images and a six-frame storyboard, then puts the finished piece on a calendar. Text runs on the model you already use in DSH, image generation needs your own OpenAI-compatible image key, and optional account import costs under a cent to about two cents per account. It does not publish for you and it keeps all content local.
Ler artigoKimi K3.1 Pro is available now with a 1,048,576-token context window and $2 per million input tokens / $10 per million output tokens. GPT-6.2 is not officially documented as of November 6, 2026. Google Cloud quota entries name gpt-6.2-astra and gpt-6.2-sol , and The Information reported a possible Friday launch. Kimi has published token prices; reported per-task figures for GPT-6.2 do not establish how it will be billed. If you need a model today, Kimi is the one you can call. If you already use the GPT tool stack, wait for the official price sheet.
Ler artigoEm 4 de novembro de 2026, o DeepSeek Harness registrava 1,54 milhão de usuários ativos diários e consumia cerca de 92 trilhões de tokens por dia. O ecossistema conta com aproximadamente 35 mil plugins de terceiros, e um programa de apoio aos desenvolvedores está em preparação.
Ler artigoChatGPT Dots, os agentes persistentes dentro de ChatGPT, agora podem manter uma conversa individual por meio de RCS em Google Messages no Android. No iPhone, a mesma ponte passa por iMessage. É uma prévia limitada para assinantes do ChatGPT Pro nos Estados Unidos. A opção Texting deve aparecer no Dot e o número de telefone deve ser verificado. Não há substituto para SMS, bate-papo em grupo, chamadas e criptografia de ponta a ponta.
Ler artigoA Moonshot liberou os pesos do Kimi K3.1 Pro, um modelo de mistura de especialistas com 2,8 trilhões de parâmetros e janela de contexto de 1 milhão de tokens. Ele marca 65,7% no Terminal-Bench 4.0, contra 66,4% do Claude Opus 5.5 e 58,2% do GPT-6 Astra. Com ferramentas, obtém 92,7 no BenchCAD (Opus 5.5: 96,2) e 64,4 no OfficeQA Pro v2. A taxa de alucinação por afirmação cai de 23,4% no K3 para 8,3%. Pesos abertos não tornam a inferência barata: nessa escala, a maioria das equipes ainda recorrerá a serviços hospedados.
Ler artigoDeepSeek Bot is an open-source desktop app and plugin built on DeepSeek Harness (DSH). You install it, point each bot at a model you have already configured, and give the team roles and memory. The bot files stay on your machine. ChatGPT Dots is OpenAI's hosted agent feature, introduced on September 29, 2026. A Dot gets its own cloud computer, connects to ChatGPT apps, and can pick up Codex work or edit Work automations. It is limited to Personal Pro, Business Premium, and Enterprise plans, not Free, Go, or Plus. In practice, DeepSeek Bot is a toolkit you assemble and own. Dots is a managed agent you configure inside ChatGPT.
Ler artigoDeepSeek V4.1 Flash is available now through its public API. It offers a 1M-token context, image input, tool calls, MIT-licensed weights, and off-peak prices of USD 0.15 input and USD 0.60 output per million tokens. Google describes Gemini 4 Carbon as its strongest model for long-horizon engineering and security work. It plans introductory pricing of USD 2 input and USD 10 output per million tokens. As of November 2, 2026, public access, a model ID, and a context window have not been announced; initial access is limited to selected cyber defenders. DeepSeek exposes Search and Fetch as separate APIs. Google’s Gemini API supports search grounding and URL reading inside a request, but Carbon-specific tool availability has not been confirmed.
Ler artigoDeepSeek Harness (DSH) plugins run with your permissions, so an unattended run can delete a file, leak a key or burn through your token budget. Scan plugins before install, keep a recycle-bin guard and a secret scanner on, review the output with a second model, and set a monthly budget. The official notice says DSH has not had a security audit, so keep backups.
Ler artigoStart with GLM-5.3 for self-hosting, Claude Fable 5 for complex coding and knowledge work, GPT-6.1 Terra for visual reasoning and computer use, and Gemini 4 Argon for long-context, multimodal work. These are starting points, not a definitive ranking: the four models have not been compared here under identical conditions.
Ler artigoStart with DeepSeek V4.1 Flash if API cost, a large context window, and open weights matter most. Test Grok 4.7 if your workflow relies on Cursor, integrated search tools, or complex knowledge work. Vendor-reported benchmarks use different setups, so they do not establish a head-to-head winner.
Ler artigoKimi K3.1 Pro stood out for its SVG design and detailed interactions in a four-model review. Claude Opus 5.5 earned the reviewer's strongest praise for visual quality overall. DeepSeek V4.1 Flash 1017 had the lowest reported bill. The two cases below show why those judgments need some context.
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