#产品更新

Show HN: AI solved software. Now it's time to raise the bar. Introducing Brigade

Brigade is an MIT-licensed open-source product that gives you a team of AI teammates running the real Claude Code or Codex CLIs signed in with your own Claude or ChatGPT subscription accounts, each with a job, its own computer, Apps and memory. Decisions needing you land in one list on your phone, and it is free to self-host or $99 a month per workspace for Brigade Cloud. The repository includes the dashboard, API, runner, desktop app and deployment docs, and most commits come from Brigade's own teammates with a person approving every change.

Your Own AI Secretary, on WhatsApp

This promotional page describes an AI secretary named Maggie, reachable via WhatsApp, email or a web app, that handles emails, diaries, travel and personal errands, and brings in vetted human secretaries under NDA for tasks needing a phone call. It connects to Gmail or Outlook, Google or Microsoft calendars and tools such as Xero, HubSpot, Attio, Monday and Zoom, and can make purchases on single-use cards within set limits and approvals. The service is free with possible usage limits, and companies can move billing over and add secretaries for other leaders.

Your Algorithm: Giving People More Ways to Personalize Facebook Recommendations

Meta introduced Your algorithm, a suite of AI-powered tools that gives Facebook users a single editable page showing the interests shaping their Feed and Reels, where they can add or remove preferences in natural language. The system uses large language models to generate an initial interest profile and Lately Summary, validate each edit, and perform a final reranking check against "Not Interested In" topics, with dedicated retrieval, filtering, and delivery mechanisms to make changes take effect responsively. Meta says it is exploring better handling of ambiguous input and additional entry points for shaping preferences.

Optimizing Muse Spark Open on TPU v7 with SGLang-TorchTPU

The post describes ExecuTorch's new WebGPU backend, which lets PyTorch models exported once to a .pte file via torch.export run in any WebGPU-enabled browser through a WebAssembly runtime, covering LLMs, vision-language, segmentation, depth, detection, super-resolution, speech-to-text and on-device LoRA/DiReFT fine-tuning. On an Apple M1 Pro in Chrome, WebGPU was 4–7× faster than ExecuTorch's Wasm/XNNPACK CPU path on prefill and 2–10× faster on decode, with all data staying on the device. The backend is still in early development, and the post links an ExecuTorch WebGPU Playground and Hugging Face repos with .pte files and export recipes.

Featured coverage of this story: 《ExecuTorch WebGPU: PyTorch Models on the GPU, in the Browser》

Apple Now Charges for High AI Use in Logic Pro, Debuts New Credit System

Apple has introduced paid AI usage in Logic Pro: Apple Intelligence access stays free for limited use, then switches to paid access once capacity runs out, with a new usage tracker under Intelligence Features > Show Usage and a "Buy More Usage" button costing $49.99 for an "intelligence usage pack." Unused free usage is replenished and used before paid credits, usage packs roll over month to month until 12 months after purchase, and Family Sharing is not supported. Apple has not confirmed which apps get the system next, though it could expand to Final Cut Pro, Pixelmator Pro, and the iWork suite.

Google broadens its AI hardware portfolio with two new specialized chips

Google unveiled two new variants of its in-house tensor processing units (TPUs) for AI workloads: TPU 8tx, designed with AMD for confidential training and inference with security built into the hardware layer, and TPU 8i Max, which combines two inference-focused TPU 8i chips in a single package to double memory capacity, processing power and bandwidth. Both are part of the company's eighth-generation chips introduced in April and broaden its portfolio to confidential inference and larger memory capacity for large workloads. The launch comes as hyperscalers and AI labs work on their own AI-specific semiconductors to reduce reliance on Nvidia.

Introducing Mastra FDE

Mastra announced Mastra FDE, a forward-deployed engineering program open to any team building agents, in which a dedicated Mastra engineer embeds with the customer's team from architecture through production at 6 hours/week consultative or 20-40 hours/week hands-on. The post cites Salesforce's Agentforce Vibes harness, MongoDB's Sage platform, and Workday moving security operations agents from Bedrock Agents to Mastra in 31 days while cutting 3,000 lines of code and about 98% of estimated vector storage costs. It positions the offering as cheaper than one senior AI hire and backed by a shared Slack channel with Mastra's founders and engineers, roadmap insights, upskilling sessions, and Mastra Enterprise.

NVIDIA Expands Open Source Commitment With OpenShell Donation and New AI Infrastructure

At KubeCon + CloudNativeCon, NVIDIA is contributing its OpenShell agent security runtime to the CNCF as a Sandbox project and contributing to Google-led Agent Substrate, also accepted into the CNCF Sandbox. NVIDIA also announced new DSX AI Factory Platform components: NVIDIA Kubernetes Engine, NVIDIA Kubernetes Recipes and NVIDIA Snapshot, which restores checkpointed replicas in seconds without model reload or warmup. Design partners Crusoe and Saturn Cloud reported reduced workload readiness and vLLM startup times using Snapshot.

MiniMax H3 Image is now available in ComfyUI

MiniMax H3 Image, MiniMax's open-weights image model, is now natively supported in ComfyUI, handling both text-to-image and reference-image editing from a single checkpoint with six sampling steps at guidance 1 and native output up to 4096×4096. It can run on your own GPU with downloaded weights or via Partner Nodes, and it shares its Qwen3-VL text encoder with the MiniMax H3 video model already supported in ComfyUI. The MiniMax H3 Image Conditioning node supports multi-reference editing via <Picture n> prompt tags, prompts up to 4096 tokens, and automatic sizing that defaults to 2048×2048 for text-to-image or follows image_1 when images are connected.

Show HN: Dryplate MCP – local image tools for AI agents (HEIC, strip metadata)

Dryplate MCP is an MCP server that gives agents in Claude, Cursor and other MCP clients local image tools: convert, compress, resize, crop, rotate, blur, watermark, merge and strip metadata, including reading iPhone HEIC, with nothing uploaded. It is part of a set of packages alongside @dryplate/sdk, a JavaScript SDK for Node (on sharp) and the browser (WASM codecs), with shared operations in packages/core. The project is MIT licensed, and the SDK ships libheif as an unmodified WASM file under LGPL-3.0.

Show HN: Estimate the carbon footprint of your company's AI use (open data)

SOMA AI released a free calculator that estimates the CO₂e, electricity and water behind an organisation's use of AI tools such as ChatGPT, Microsoft 365 Copilot, Claude, Gemini, GitHub Copilot and AI APIs, broken down by team and tool with a range. It uses SOMA AI's published inference factors (DOI 10.5281/zenodo.23371447, method in peer review), based on ML.ENERGY Leaderboard v3 energy per token on H100 GPUs, a PUE of 1.2 and regional grid carbon intensity from Ember 2023 and US EPA eGRID 2023. A first estimate needs only tools, people and usage frequency (Tier 2b), with message counts or token data replacing defaults, and results are reported as Scope 3 Category 1 location-based.

Show HN: We wanted to build an AI application, not maintain RAG pipelines

Akropolys offers free integration of live voice, chat, and proactive personal agents directly into a website, with Kiku providing the user-facing experience. It connects to data either through batch ingestion of an array of records (Growth, Pro and Business plans) or single-record ingestion (all plans including Free), both building the same search index. A coding agent can be given the Akropolys integration skill via `npx skills add https://akropolys.cloud --skill akropolys-integration`.

Show HN: Deedglass – Verify AI Agent SQL Changes Using Postgres WAL

Deedglass is an open-source, self-hosted tool that sits between AI agents and the systems they modify: rules decide each tool call, a check compares what the target actually changed against what the agent reported (Claimed, Checked or Proven), and each result is sealed as a signed record verifiable offline. Its demo shows an agent reporting a 1-row UPDATE while a legacy trigger changed 301 rows in the same transaction, caught via Postgres logical decoding, with an undo that runs only after a person countersigns. It is pre-1.0, has one maintainer, and Proven checks cover Postgres only, requiring wal_level=logical and REPLICA IDENTITY FULL on watched tables.

New Linux-Based Desktop Operating System Is Built for AI Nerds

Kora, announced Tuesday, is a Linux-kernel desktop operating system aimed at "the AI native, not mass market," designed to integrate context across multiple AI tools at the system level and scheduled to launch sometime in 2027. The startup has partnered with Qualcomm to bring Kora to Snapdragon PCs next year, supports x86-64 architecture, and plans built-in compatibility layers for standard Windows apps alongside its own native apps and an SDK. Kora grew out of CEO Kirt McMaster's startup Playtron, whose GameOS architecture now lives inside Kora as GameFrame, and the company is optimizing for desktop configurations with at least 64 gigabytes of RAM.

Meta’s AI agent Muse lands on Apple Watch and Android Wear OS

Meta announced Monday that its Muse AI agent is now available on Apple Watch and Android's Wear OS, letting users interact with the assistant via voice calls, text messages, or dictation on their smartwatch. The launch follows a dedicated iPad app for Muse introduced a month earlier, after Muse first arrived on the App Store in September. Meta has also recently added Spaces for topic-focused conversations and U.S. video chat with a Muse avatar.

Worktrunk – Git worktree management for parallel AI agent workflows

Worktrunk is a CLI for Git worktree management designed for running parallel AI agent workflows, offering three core commands (switch, list, remove) that address worktrees by branch name. It adds hooks for workflow automation, LLM-generated commit messages, a one-command merge workflow, an interactive picker with CI status, and copy-on-write build cache sharing on APFS, btrfs, and XFS. It is installable via Homebrew, Cargo, Winget, Arch Linux, and Conda/Pixi.

Manage Kubernetes Clusters for GPU Infrastructure with NVIDIA Kubernetes Engine

NVIDIA announced two open source projects, NVIDIA Kubernetes Engine (NVKE) and NVIDIA Kubernetes Recipes (NVKR), for building and operating managed Kubernetes services on GPU infrastructure. Both are new projects available in public preview. The announcement notes that AI Factory customers often want to consume GPU capacity through the Kubernetes APIs, tools, and ecosystem they already use.

Start and Restore GPU Workloads in Seconds with NVIDIA Snapshot

NVIDIA Snapshot is a new open-source component of the NVIDIA DSX AI Factory Platform that makes initialized GPU workloads reusable across inference replicas, speeding startup and recovery. The post notes that when inference demand spikes or a replica fails, available GPUs do not immediately translate into serving capacity, since initializing an LLM workload—a cold start—can take minutes.

Agent Substrate: Advancing Kubernetes for Agents at Scale

AI agents spend most of their time idle, waiting on a human prompt, a tool result or a model response, and Kubernetes was not built for that. Running one Pod per session holds memory for inactive sessions, while deleting Pods between turns incurs a multi-second cold start and loses the agent's state, and RL post-training hits the same wall. Agent Substrate has now been donated to the foundation named in the source.

Photoshop, Lightroom, and Premiere are making it easier to remove things

Adobe announced at its Max event new features including a beta Generative Remove tool in Premiere that erases unwanted objects on the editing timeline, an updated Remove Tool in Photoshop, and desktop blemish removal in Lightroom. Photoshop also gains Quick Compare and Relight, Lightroom adds Open Eyes in public beta, and Firefly gets new video and image tools plus Quick Actions now generally available.

Adobe is going all in on agentic AI

At its Max conference in Miami, Adobe announced that third-party AI agents from providers like OpenAI, Google, and Anthropic will be able to access and modify Creative Cloud projects through local Model Context Protocol integrations, with a private beta planned for early 2027. Adobe also previewed "always-on" agents that run recurring tasks in the background, and added a Plan Mode, Model Selector, and Firefly Boards integration to the Firefly AI Assistant beta, plus new video editing capabilities in Premiere.

Spotify’s AI DJ gets new voices, personalities, and an option for less chatter

Spotify announced that Premium users can now customize its AI DJ with a choice of voices and personalities, including seven English options with British, American, Irish, Australian, and Indian accents and two new Spanish voices, while the original voice "X" remains available. Users can also toggle off commentary between songs so the DJ only gives brief acknowledgements when starting and stopping the feature. The new voices begin rolling out November 10 in the more than 95 markets where DJ is already supported.

Adobe brings AI agents and new creative tools to Photoshop, Premiere, and Firefly

At its MAX event in Miami, Adobe announced new AI features across Photoshop, Premiere, Illustrator, InDesign, Lightroom, and Firefly, including a private-beta Firefly prototyping tool called Builder, an always-on proactive agent, and a local Model Context Protocol (MCP) that exposes Creative Cloud capabilities to chatbots like ChatGPT, Claude, and Gemini. Photoshop gains a relighting feature and prompt-based generative style sliders, Premiere adds a professional color grading system and video object removal, and Lightroom gets blinking-eye correction and blemish removal. Adobe VP Deepa Subramaniam told TechCrunch the company is still deciding which capabilities to expose through the MCP and will rely on user feedback.

Open-Source 2026 AI Cloud GPU and Scraping Proxy Pool Cost Calculator

This interactive calculator estimates monthly costs for dedicated proxy pools (IPv6, shared IPv4, and individual IPv4 tiers) and cloud GPU compute (RTX 4090, A100, and H100) based on IP count and active hours. It displays market-average comparisons, recommended static IP counts for AI agents, and a promo code for 5% off at proxy6.net.

Almanzor – Ask AI and an MCP server for your docs, with cited answers

Almanzor Ask turns your docs or website into an assistant that answers from your own content, links the page it used, and says "I don't know" when the answer isn't there. It offers a docs MCP for coding agents such as Cursor or Claude Code, and a floating Ask button added with one line of code. It is hosted in the EU, and the company says content and conversations are never used to train models.

Show HN: Padwan AI, an LLM Client for Python with HTTP/2 and HTTP/3

Padwan AI is a lightweight async Python client for OpenAI, Gemini, Mistral, Grok, Anthropic, ElevenLabs, Gradium, and any OpenAI-compatible API, built on a single dependency (niquests) with no provider SDKs and TypedDict-only types. It offers a unified async interface with HTTP/2 and HTTP/3 negotiation, streaming, conversation management, an agentic loop with MCP tool support, thinking-token callbacks, and realtime voice and TTS features.

Show HN: ChatCairn, a local, searchable library of your AI chats

ChatCairn is a Chrome and Edge browser extension that saves conversations from ChatGPT, Claude, Gemini, Grok and Perplexity into a local, searchable library, with Markdown and PDF export and highlights turned into notes and tasks. It requires no account, keeps chats in the browser with no ChatCairn servers or analytics, and is free for up to 30 saved chats, with Pro at $4.99/month or $69 lifetime.

Find it, fix it, ship it: building secure apps on Lovable

Lovable outlines its security model: secure sign-in and access controls are on by default, secrets are encrypted, and apps are scanned on every publish for code, application logic, database schemas and row-level security policies, with a free deep scan available on demand. Users can select Fix to have an agent resolve a flagged issue, enable "Auto-fix security issues" in project settings, or use publishing controls to block releases with critical findings. The post also notes upcoming changes this month: a redesigned security experience and scheduled scans on all paid plans.

Hands-on with Ring’s new AI drone camera for your home

Ring says its Drone Cam, an AI-piloted indoor drone that flies pre-programmed routes to livestream and record when triggered by Ring sensors, will ship on January 27th, 2027, for $249.99. The Verge's hands-on found a 165-gram device with 2K resolution and a 148-degree field of view that relies on cloud-based AI Pilot for navigation, offers 5 to 8 minutes of flight per charge, and requires about 8 minutes of charging per minute of flight. Ring also announced the $999.99 Ring Rover Cam, and said the Drone Cam is still obtaining FCC certification.

Show HN: TeamOnly, free hosting for AI-built apps behind your company login

TeamOnly is a hosting service for internal tools built with AI coding tools such as Claude Code or Cursor, deployed with the command `npx teamonly deploy` to a private link like https://expenses.acme.teamonly.app that only coworkers on the company's email domain can open. It includes a database, file storage and secrets set up on first deploy, and sign-in via work Google or Microsoft accounts or a code sent to a work email, checked before app code runs. It offers a 14-day free trial with no card, then from $19 a month.

Show HN: pvewarden – let an AI agent patch Proxmox VMs without giving it a shell

pvewarden is an MCP server that lets an AI agent such as Claude Code check pending updates, take snapshots, install updates, reboot and verify services on Proxmox VE guests without receiving a shell or root. Safety comes from a pool-scoped Proxmox token, per-guest SSH keys bound to a forced command, required Proxmox tags for updates and reboots, automatic snapshots before installs, and confirmation dialogs the agent cannot answer. It is at version 0.1.x, tested on Proxmox VE 9 with Debian 12/13 and Ubuntu 22.04/24.04/26.04 containers and VMs, and is licensed Apache-2.0.

Google Cloud launches Gemini for healthcare.

Google Cloud announced Gemini for healthcare, an AI solution designed to unify fragmented clinical, operational, and administrative systems by turning siloed data into coordinated action. The platform integrates specialized skills and data connectors with existing third-party systems, drawing on electronic health records, billing platforms, clinical guidelines, and Medicare datasets to orchestrate multi-step workflows such as medical records synthesis and prior authorization review within defined guardrails and with human oversight. It is initially available in preview with launch partners including HCA Healthcare, Highmark Health, and Northwell Health.

Meet Nod: a standalone personal agent from n8n Labs that runs on your computer

n8n Labs, a new team within n8n, has released Nod as a research preview: a standalone, open-source (Apache 2.0) personal agent for Mac and Windows that runs on your computer with its own local sandbox and browser, working in connected apps like Gmail, Calendar, Drive and Slack as well as websites with no integration. It remembers months of conversation (scoring 93.2% on LongMemEval), offers jobs it could take on, runs tasks in parallel via the app, Telegram or WhatsApp, and is free apart from model provider costs, with per-task receipts and a monthly spending limit.

Helping caregivers use AI in everyday life

OpenAI Academy is bringing free, hands-on ChatGPT workshops to caregivers in five U.S. cities, helping them build practical AI skills for everyday life.

Show HN: Eigin. Local-first and no-shell personal AI for iOS

Eigin is an open-source (AGPL v3) personal AI agent for iOS whose agent runtime, memory and tools run on-device, with chats, memories and settings stored locally. It offers an on-device knowledge graph, a choice of Eigin's European cloud AI, an OpenAI-compatible provider or a local model, native calendar/reminders/health integrations plus MCP, and on-device speech recognition and text-to-speech. It is a closed-set agent with a fixed set of declared tools and no shell or virtual computer, and it asks before changing your data or acting on your behalf.

Show HN: AI Hustle Team – an AI on its own computer that does your daily work

AI Hustle Team is a product offering AI agents that run on their own cloud computer with a browser, handling tasks such as cold email, inbox management, social posts and customer support, and checking with the user before sending. Plans range from Pro at $29/month (discounted from $69) to Scale at $297/month, with a free plan requiring no card. The page also cites quotes from figures including Jensen Huang, Sam Altman and Bill Gates, and states none of them or their publishers are affiliated with or endorse the product.

Show HN: Cosh – An open-source AI agent orchestrator

Cosh is a general-purpose coding agent for the terminal with software engineering and computer tools that let it interact with graphical applications. It offers a multi-agent mode (/agents) for running external agents such as Gemini, Claude, Codex and Cline alongside the main agent in split panes, and reads graphical interfaces via an accessibility tree, falling back to screenshots only when needed. It is installed via a curl/bash or PowerShell script, is tested on Linux and Windows (macOS untested), and is released under Apache-2.0.

Show HN: VoxaDub – Open-source AI video dubbing with speaker-aware voices

VoxaDub is an open-source, local-first tool that dubs video by transcribing dialogue, translating it with Hy-MT2, and synthesizing speech with speaker-aware VoxCPM2 references before reconstructing the original background. It offers offline dubbing plus an experimental Live Dubbing mode for authorized YouTube streams, with optional CUDA-only LatentSync lip-sync and local, Colab, or Modal compute. The v0.1.0 release notes that the 7B and 30B-A3B translation models are selectable but not runtime-verified, and that several platforms and the new Chrome live launcher remain unverified end-to-end.

Show HN: Grai – A deterministic cadence gate for AI drafts

Grai is a local-first HTML5 workbench that extracts a writer's "Voice DNA" from 5 to 20 past posts—measuring median sentence length, burstiness (CV), and rhythm floor—then audits AI-assisted drafts against 8 structural rules and a CV ≥ 0.32 floor in the browser. The shipped grai.html (618 KB) blocks direct API connections by default and runs in Copy-Paste mode, building prompts under 1,800 characters for Claude, ChatGPT, or Gemini, with a BYOK/Ollama path available by editing connect-src and rebuilding. It cites the LigoSocial dataset of 134,522 LinkedIn posts across 1,499 founder profiles over 3.5 years, reporting that arrow bullets rose 20.5x and "Here is why" openings rose 7.4x, and offers a free browser-based test plus paid editions ($79/yr Solo, $99/mo Agency).

Show HN: DayBreak, a stock brief where the AI never touches the numbers

DayBreak is a self-hosted morning brief and stock analysis tool for US equities that watches a watchlist overnight and sends a short note only when a stock moves beyond a threshold (default ±3%), has earnings within 7 days, or crosses a custom watch price. All numbers are computed deterministically in code, and a validation layer rejects any AI output containing a number not in the fact sheet or any advisory or predictive wording, falling back to a deterministic template after two violations. It includes a "Why Did It Move?" explainer comparing returns against SPY and sector ETFs, a 5-year chart with technical indicators, per-stock signal backtests, and paper-trading scorecards.