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Nov 7Sat
  1. Hacker News AI36

    AI photo editing: Build on the editors we have instead of replacing them

    The author argues that AI photo editing often looks fake because current approaches rely either on fragile prompts or on AI rebuilding an editor from scratch each session, and proposes instead connecting AI assistants to established desktop editors like Photoshop or GIMP. Their project, Editmamei, lets the AI decide the edit while the editor applies it layer by layer with real masks and adjustments, producing a layered file that can be opened and changed. The desktop version is free, with source at github.com/editmamei/editmamei.

  2. Hacker News AI50

    Auria Chain – SDK for AI agents to pay AI agents over HTTP (x402)

    Auria Chain is an SDK that lets AI agents pay other AI agents over plain HTTP with on-chain settlement, no human in the loop and no new token. It provides createSellerMiddleware to paywall an Express route and createBuyer to make payments, plus a two-agent demo where a seller does paid Claude work and a buyer pays in testnet USDC. It is published on npm as auria-chain and is testnet only (Base Sepolia) via the public x402.org facilitator, with production (Coinbase CDP facilitator, mainnet) not yet wired up.

  3. ElevenLabs Blog30

    Ads Engine adds human review from localization experts and creative specialists

    ElevenLabs Ads Engine now lets teams have ElevenLabs localization experts and creative specialists review ads made in the tool, including new variants and localizations for markets where no team member speaks the language. Ads Engine connects to ad platforms, pulls existing creative, translates text, adapts images and dubs video, with linguists from ElevenProductions and in-house creative specialists reviewing before ads are finalized. It uses Brand Kit to apply colors, fonts, logos, reference images and rules across variants, and can return finished creative for approval or push it directly to ad platforms.

  4. TechCrunch · AI58

    Meta introduces Spaces, a new way to collaborate with your Muse agent

    Meta has launched Spaces, which it calls "custom experiences" and which function as topic-specific breakout conversations in the sidebar of the Muse agent interface, where Muse works toward a particular goal such as a vacation plan, gift tracker, or wedding planner. Meta says Spaces can connect to third-party apps and update in the background, and Mark Zuckerberg posted on X that he has built a BBQ game, an event tracker, and a home control dashboard with the feature. The launch follows Muse Voice last Thursday, and Zuckerberg said in October that the agents had 10 million users in the U.S. and Canada less than two months after debuting.

  5. The Verge · AI58

    Meta’s Muse AI can create custom ‘spaces’ for the version of the app you need right now

    Meta is rolling out a "spaces" feature in its Muse AI assistant that lets users build customized, app-like experiences such as a shopping hub, school dashboard, music tracker, or trivia game by describing them and tweaking them through prompts. Spaces can connect to relevant apps so Muse updates pricing, dates, and other information in the background, and users can check things off, add notes, and edit them. Meta is also releasing a "specialized" version of its Muse Wonder AI model and is exploring ways to share and collaborate on spaces.

  7. AWS Machine Learning Blog58

    SageMaker Inference now supports Multi-Instance GPU to maximize GPU utilization for model endpoints

    Amazon SageMaker Inference now supports NVIDIA Multi-Instance GPU (MIG) partitioning on inference component endpoints, letting you divide a physical GPU into up to seven hardware-isolated partitions and place a different model in each. Partitioning is declared via AcceleratorPartitionLayouts on the endpoint config and AcceleratorPartitionType on each inference component, with no new API operations or IAM actions. In testing, a mig-3g.40gb partition of an H100 delivered 53–89% more output tokens per second and 18–34% lower cost per million output tokens than a full A100-40GB above a workload-dependent concurrency crossover.

  8. Hacker News AI58

    AI Product Team – 64 specialized AI agent roles with executable CLI workflows

    AI Product Team is a package of 64 specialist agent roles, 28 shared methods and 12 workflows for building AI features inside Claude Code and Codex, where a plain-language product question routes only the specialists it needs and records what each conclusion rests on. It requires Python 3.12 or later and installs only under .claude/, .codex/ and .agents/ in a project, with review gates that cannot be skipped and a case ledger in aipt-cases/<case>/ledger.jsonl. The author states v0.1 (October 2026) definitions are written and checked but none has been evaluated on a live model, and that no workflow has been shown to complete end to end.

  9. Mastra Blog38

    Introducing Ring Signals for Mastra Agents

    Mastra agents can now receive Ring doorbell events as notification signals with configurable priorities, letting the agent fetch a snapshot or video clip from the Ring API and decide what to do. Setup requires a Ring developer app, the @mastra/ring-signals package (0.1.0) and @mastra/core 1.81.0 or later, and RingSignals can target an existing channel thread such as iMessage or be followed via the client SDK's subscribeToThread().

  10. Claude Code Releases20

    v2.1.319

    Claude Code v2.1.319 changes auto mode so calls the server can't check are asked about or denied when telemetry or feature flags are off, adds MCP task backgrounding in the terminal with a CLAUDE_CODE_DISABLE_MCP_TASK_BACKGROUND opt-out, and introduces a permissions.denyInsteadOfPrompting setting. It also adds /claude-api latency-optimize, spend breakdowns in /usage, several Claude apps gateway admin settings, and a long list of fixes spanning MCP, /diff, permissions, sandboxing, self-hosted runners, VSCode and cloud sessions.

  11. MarkTechPost36

    Zyphra ZYFA: FP8 FlashAttention for AMD MI355X, Up to 1.76x Faster

    Zyphra released ZYFA, an Apache 2.0 open-source library of FP8 and BF16 prefill attention kernels for AMD Instinct MI355X GPUs (ROCm 7.2.3, PyTorch 2.12) with a drop-in flash_attn_func interface. Its FP8 kernels run 1.16-1.76x faster than AMD's AITER on real model activations, reaching 2,672 TFLOP/s at 32K tokens (53% of FP8 peak), and show 62-78% lower FP8 error than AITER at head dimension 128. ZYFA covers causal prefill forward only, with no decode or paged KV support.

  12. Databricks Blog30

    How public sector organizations can govern AI at scale

    Databricks outlines why public sector AI projects stall on governance questions—model access, data residency, and spend visibility—and describes how its Unity Gateway provides centralized controls over which models, coding agents, and tools teams can use, with per-user or per-team spending caps, platform-level compliance policies, and geographic data residency for hosted foundation models. The piece argues that agencies which solve governance centrally before scaling adoption can match each mission to an appropriate model while keeping data, users, and budgets under control.

  13. Hacker News AI40

    Stay ahead in AI race; Build on next AI Idea

    dAIly is an open-source, GitHub Actions–scheduled AI digest that goes beyond "what happened" to answer "what should I build," closing each issue with an evidence-backed Opportunity of the Day and logging every pick to docs/receipts.md. It supports pluggable providers (Gemini, Claude, or local Ollama), a SOURCE_PRESET variable to retarget the briefing to security, biotech, or fintech, cross-day deduplication, and a freemium split where the Opportunity of the Day is public and the Builder's Edge is private. Setup requires a Gemini or Anthropic key plus a Resend key, with a free dry-run path via Ollama.

  14. The Decoder69

    Perplexity now has its own always-on AI agent

    Perplexity launched Teammates, always-on AI agents that run on their own virtual machine with a desktop and browser and work through ongoing projects independently, unlike the one-off Perplexity Computer. Users track progress in dedicated threads in the Perplexity app and can interact with the agents via Slack. Teammates require the $200-per-month Max plan, joining similar offerings from SpaceX, Meta, OpenAI and Anthropic.

  15. Hacker News AI32

    Show HN: AegisKernel – Zero-trust POSIX runtime for AI agents in <0.016ms

    AegisKernel is presented as a zero-trust POSIX runtime for AI agents that uses deterministic capability boundaries instead of probabilistic LLM guardrails, claiming to block autonomous tool hijacking in sub-millisecond time. The page includes a red-team attack vector generator with an execution interceptor telemetry panel and a two-line integration example for LangChain, CrewAI and AutoGen via an AegisShield with a strict SecurityPolicy.

  16. Factory Blog36

    Extending the Factory Organization Model with User Groups

    Factory introduced User Groups, which sync from an identity provider via Directory Sync and let admins set usage limits and model access per group, mapped into chosen organizations. Settings resolve per request in a hierarchy where an individual override wins, then the user's group settings in that organization, then the organization default; for limits the highest group limit applies, and for model access a model is allowed if any of the user's groups allows it. Groups are configured in the Enterprise Admin Console, group limits can be managed through the Organization API up to 100 groups per request, and changes are recorded in the audit log.

  17. Hacker News AI58

    Show HN: Infinity – Git-style branching for AI chats

    Infinity is a free macOS app (version 0.1.5, macOS 14+, Apple silicon and Intel, early testing) that lets every AI answer branch, with forks from any phrase, a Canvas view mapping all branches, and side-pane or inline continuation. It supports local models via Ollama, LM Studio and Apple Intelligence plus cloud providers including OpenAI, Anthropic, Google and OpenRouter, can send one message to up to four models at once, and adds Code and Assistant modes with shared projects. The app requires no account and includes no ads or analytics, keeping chats, settings and the file index on the Mac and API keys in the Keychain.

  18. Hacker News AI65

    AI agent can move money in Stripe

    Stripe's MCP server lets AI agents build checkout pages, run financial reports, automate refunds or price adjustments, and now send money to others via Stripe Treasury. Agents can connect on your behalf via OAuth with human confirmation required for sensitive live-mode actions, or get their own identity through agent-tagged API keys governed by Approval rules that require designated reviewers for sensitive actions. Approval requests can be reviewed in the Dashboard, expire after 14 days if unapproved, and agents can listen for outcomes via webhook events such as v2.core.approval_request.approved.

  19. Baseten Blog70

    Introducing Serverless Loops: frontier RL training for everyone

    Baseten announced the general availability of Serverless Loops, a Tinker-compatible training SDK for supervised fine-tuning and reinforcement learning on frontier open models at 256k context length, with one-click deployment to Baseten Dedicated Inference or weight download in Hugging Face Safetensors format. The release cites early users including NVIDIA, Datadog, LangChain Labs and Ambience Healthcare, and reports NVIDIA's post-trained Nemotron Super 3.5 VL improving intent classification accuracy from 76.8% to 94% and reaching 87% validation F1 on receipt extraction.

    Why it matters: Useful for readers weighing managed post-training options, as it pairs a GA launch with named early adopters and concrete reported results.

Nov 6Fri
  1. Hacker News AI10

    Only today free language learning App with AI

    Habla is an all-in-one Spanish learning app offering AI speaking practice, swipeable flashcards, grammar and listening exercises, games, home and lock screen vocabulary widgets, and a two-way live voice translator. It is free and ad-supported, with an optional one-time "Remove Ads Forever" purchase at €14.99, requires iOS 15.1 or later, and is rated 4+ for ages.

  2. ElevenLabs Blog55

    Give your Unity NPCs a voice with ElevenAgents

    ElevenLabs released an ElevenAgents Unity SDK that connects a Unity scene to an ElevenLabs voice agent, listening through the player's microphone, playing the agent's voice through an AudioSource, and running the session via the Conversation API. The same code runs in the Editor, desktop builds, and WebGL, with iOS, Android, and XR in beta. The SDK supports dynamic variables, overrides, contextual updates, client tools, and main-thread events, and is installed via the git URL https://github.com/elevenlabs/unity.git#v0.1.0.

  3. OpenRouter Announcements67

    Introducing the New Auto and Auto Code Routers

    OpenRouter launched a rebuilt Auto Router on a new technical foundation that it says outperforms the previous version by up to 4× on benchmarks, with a routing step 3× faster at p90 (0.65s vs 1.96s), alongside a new coding-specialized Auto Code router (openrouter/auto-code) that scores in line with Claude Opus 5.5 across five benchmarks while costing 74% less per task. The new routers weigh eleven factors per request combined with live pricing, provider health, and cache status, and work within governance policies such as guardrails, zero data retention, provider restrictions, allowed model lists, and BYOK keys. The slug openrouter/auto is unchanged, and the cost_tier, allowed_models, and excluded_models settings still work.

    Why it matters: Useful for readers tracking model-routing products, since it details concrete latency and cost claims and explains how routing differs from provider routing.

  4. Hacker News AI40

    Show HN: EasyRunCraft – An office and creative suite for your AI agent

    EasyRunCraft is a browser-based suite of 13 office and creative editors, including WordCraft, GridCraft, DeckCraft, PdfCraft, PhotoCraft, FilmCraft and CADCraft, built on ArtCraft's open-source Crafting Apps. Manual editing is free without an account, while a built-in AI agent or an external agent connected via MCP can edit files, with MCP operations costing 1 credit each.

  5. Hacker News AI58

    Show HN: Agentic Identity Broker, OAuth Delegation for AI Agents

    Agentic Identity Broker manages delegation chains for on-behalf-of flows in agentic AI, bridges distinct OAuth2 infrastructures, and provides a secure token vault, deployed in the call path via gateways like Agentgateway. It handles OAuth2 ceremonies, token vaulting and token translation centrally so MCP server developers only need to provide tools, and it offers consent management, audit logging, and an impersonation feature for delegation chains without user presence. The project is in active development and used internally in production for several MCP servers.

  6. Hacker News AI58

    Show HN: Current – Change control for AI agents (Elixir)

    Current is an Elixir runtime in which AI agents cannot act directly: they submit typed proposals that are validated, reviewed, approved, and only then applied by a separate trusted interpreter. Every step, from the request and the files the model read to approvals and effect outputs, is recorded in a hash-chained, event-sourced log that can be replayed to rebuild state. It is early-stage, single-node, and explicitly not a sandbox or authentication system.

  7. Hacker News AI58

    Physical AI can't learn from the internet. We build the worlds it learns from

    Physicl launched Studio, a beta app that lets researchers describe a failure case in plain words and then proposes a matching scene from a library of 10,000 environments and 100,000 assets, suggesting variations to cover it. It renders images and video with ground truth computed from the 3D scene on every frame, including depth, surface normals, segmentation, boxes and camera pose. Studio is free during the beta and opening to research teams in waves.

  8. TechCrunch · AI58

    After blocking Muse, Amazon now lets users text Alexa to help them shop

    Amazon is launching a feature that lets select U.S. customers chat with its Alexa AI agent over text messages to search for items, add them to cart, and purchase on Amazon, following its September block on Meta's Muse querying its site. The text agent builds on recent Alexa shopping upgrades and can manage lists, track prices, search across the web, compare products, check order status, and search via shared photos. Customers without an invite can join a waitlist, with broader rollout in the coming weeks.

  9. Hacker News AI34

    Show HN: Grid – A Hold'em arena where your AI agent plays your strategy (Beta)

    GRID is a free beta no-limit hold'em arena where LLMs compete by connecting through an MCP client such as Claude Code or Codex, receiving game state and returning actions via tool calls. Players write a strategy of up to 6,000 characters in the game, can edit it at any time with changes applying from the next action, and can ask their AI to revise it based on opponents' strategies observed in match history. The team notes MCP can be finicky, especially after a browser refresh, that tool calls consume many tokens with a more efficient connection type planned, and that a built-in local model plays basic hold'em but struggles to follow written strategies.

  10. Hacker News AI24

    Citable – Get recommended by AI and create blog posts automatically

    Citable is a subscription tool that weekly asks ChatGPT, Gemini, Google AI Overviews, Google AI Mode and Perplexity buyer questions to measure how often answers name and link to your site versus competitors, then proposes and publishes sourced articles, page fixes and outreach, and re-checks whether citations changed. Plans run from $24 to $90 per month per site with 8 to 45 articles included, and a free one-off report covers up to five questions on three engines.

  11. The Verge · AI50

    Amazon will let you text Alexa your shopping list

    Amazon is adding a texting feature to Alexa for Shopping that lets customers describe products or send a photo, receive matching recommendations from Amazon listings, and have Alexa place the order on their behalf. The contact appears as "Amazon Alexa" and can handle requests like weekly groceries, gift ideas, and price-drop alerts, remembering personal preferences over time. It is rolling out to a small group of US customers today, with a wider rollout to "millions more customers" in the coming weeks.

  12. Hacker News AI65

    Baton – Keep long coding goals moving across AI coding agents

    Baton is a tool that keeps a single long coding goal running for days by rotating it between coding agents, ending each agent's turn at 5 hours or USD 50 and excluding Claude from a goal after USD 150 spent. It works with Codex and Antigravity alone, with Claude as an optional pay-per-use third agent that joins only once an API key is saved, and it finishes a goal only when a verification command exits 0. Each goal cycles through plan, build and review phases, with context passed between agents via the repository, commits and a handoff file, and Superpowers is required for every round.

  13. Hacker News AI58

    Show HN: Antidraw – Open-source AI prototyping canvas for any React library

    Antidraw is an open-source, MIT-licensed design canvas that runs Claude Code locally with your own Claude account, where each frame is real React code built from libraries like shadcn/ui, Radix, Mantine and Material UI, or any npm package. It is currently in early alpha for macOS (Apple Silicon and Intel), with signed and notarized builds and automatic updates via electron-updater.

  14. Hacker News AI18

    Smooth Outdoor-Indoor Mapping, JWT Auth and AI Analytics

    Navigine's autumn 2026 platform update adds raster map tile support, flicker-free zooming, turn-by-turn guidance with pedestrian ETA and a built-in route simulator to its mobile SDKs. It also completes a full migration to JWT authentication across API, Web Portal, QR Navigation and Emulator, deprecating legacy hash and API key methods, and introduces API rate limiting and configurable track history retention. AI-powered analysis is added to Heatmap and Workday picture reports, alongside interactive zone-level notification overlays and targeted email and Telegram alerts sent to individual tracked assets.

  15. The Decoder60

    Anthropic adds bank account access to Claude so users can track their spending

    Anthropic launched a beta feature called Personal Finance that gives Claude read-only access to users' bank accounts via Plaid, letting them break down spending by category, check upcoming payments, or ask questions like "Am I spending more than I earn?" It cannot move, manage, or invest funds, and Claude never sees bank passwords. The feature is available in the US for Pro, Max, and Ultra subscribers, with conversations excluded from model training, no ads or sponsored recommendations, and the ability to disconnect at any time.

  16. Hacker News AI58

    Most AI apps learn about you on their own. exxperts learns with you

    exxperts is a free, open-source desktop app from Exxeta that drafts what a conversation is worth remembering and shows you the draft to edit, save or discard before it is stored, keeping each project's memory as a plain Markdown file on your computer. It works with your existing ChatGPT, Claude or GitHub Copilot plan, an API key or a company gateway, and sends conversations and room memory only to the AI provider you choose. On the public LongMemEval-S test, a room answered 47 of 50 questions from its memory using under a quarter of the tokens per question, versus 41 for the same model reading the whole history.

  17. Hacker News AI22

    Markeplay – Run an online store with specialized AI agents

    Markeplay is a no-code e-commerce platform for building and growing B2B, B2C and marketplace projects, now enhanced with AI to automate processes, generate content and pages, and assist customers through the purchase journey. It offers a set of specialized AI agents—Configure, Design, Code, Reach, Search, Bridge, Catalog, Translate, Care and Insight—covering product configuration, frontend creation, Vibe Coding page generation, Meta Ads campaigns, catalog optimization, translation and chat support. Through Agentic Commerce and AI Bridge, the platform makes catalogs accessible to AI assistants such as ChatGPT, Claude and Gemini so they can discover products and buy on customers' behalf.

  18. Hacker News AI58

    Launch a swarm of obliterated AI agents to hack your site

    A service offers authorized penetration testing for domains you can verify via a six-digit code sent to a work email, using models including Kimi K3.1 Pro Obliterated, DeepSeek-V4.1-Flash-Obliterated and OrcaCyber-Zero across 13 pen-test skills. It tests only the public web app (authentication, access control, input handling, session behaviour) from external infrastructure without credentials or code access, and delivers a plain-English report with evidence and fixes within 24 hours. Pricing is $99 one-time or $70 per month with a 100% refund if unsatisfied; government, education, military and other critical sites are excluded.

  19. Hacker News AI22

    We are building an AI design tool that skips the prompt

    Grafista argues that chatbots are a poor fit for complex tasks like graphic design, since users lack prompt skills and models default to repetitive styles. Its AI graphic designer instead has users start with their content in a text editor, then apply "Blueprints"—visual references covering layout, fonts and colors—rather than writing prompts, with every generated element remaining editable. The tool is free to try at grafista.io.

  20. Amp Chronicle60

    Spaces

    Amp launched spaces, a new way to interact with agents and your team in which a space is a conversation with a single agent whose job is to spawn and coordinate agents for you, so you no longer have to create and organize threads yourself. The post describes internal uses, including building Spaces v1 itself, running a service-accounts launch with monitoring and user refunds, and a security review that split the codebase into 16 areas. To start a space, use the + in the Spaces section of the sidebar, set a title and a project, and tell your agent what to work on.

    Why it matters: It offers a concrete look at a higher-level agent-orchestration workflow, illustrated with the team's own day-to-day examples.

  21. Amp Chronicle50

    Close the Loop

    Amp now offers a feedback widget that lets users send change requests directly from their website: enable it in project settings, add a script to the site's <head>, and allow the site's origin. Visiting the site with ?amp shows the annotation widget, where clicking page elements and writing instructions sends feedback that starts a new thread in the project, and the change is shipped from that thread like any other. After the first use, the widget appears on the site without ?amp until hidden.