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Oct 30Fri
  1. Hacker News AI34

    Show HN: Beolis – Manage your coding AI agents

    Beolis is a tool for managing coding AI agents that run in parallel or in the background, either locally (using your current repository or git worktrees) or remotely, where it creates a git worktree and runs the agent there. Rather than chatting with the agent at each step, users define workflows with coded default steps—for example, running tests, having a cheap agent summarize failures, then a smarter agent apply fixes. Local use is free, with paid collaboration features and remote workers available.

  2. Hacker News AI58

    Show HN: Navital Gym – open environments for testing AI agents on Indian tasks

    Navital Labs released Navital Gym, a public, actively developed suite of six sandboxed, deterministically auto-graded environments (trip planning, GST invoicing, forms, multi-document forms, Hindi/Hinglish customer support, and UPI) for testing AI agents on Indian-reality tasks without an LLM judge. It runs on plain Python 3.10+ with optional adapters for Inspect AI, verifiers and OpenEnv, and publishes pass@1 and partial-credit results for small, mid-size and larger models. The environments use simplified, documented rules and synthetic data and are not affiliated with NPCI, RBI, GSTN/CBIC, IRCTC or any government body.

  3. Hacker News AI34

    Show HN: Molfar – AI meetings where several models answer at once (Android)

    Molfar is a free Android AI app offering a chat assistant, 28 role-based experts, and meetings where up to four AI models plus an Orchestrator and Secretary answer simultaneously. Users connect their own API keys for Google Gemini, OpenAI, Anthropic Claude, OpenRouter, NVIDIA NIM or any OpenAI-compatible service, with keys stored in encrypted Android Keystore and chats and files kept on the phone. It also includes Markdown and document editors, a private file manager, and AI usage statistics.

  4. Hacker News AI58

    The AI Chip Imports Explorer

    A new AI Chip Imports explorer estimates how much AI compute has arrived in different countries quarter by quarter since 2022, built from customs records from 16 major destinations and used to split global chip sales estimates by destination. It estimates that of 27.4 million H100-equivalents arriving from 2022 through June 2026, 19.8 million (72%) went to the United States, followed by China at 2.6 million (10%), the EU at 1.4 million (5%) and Malaysia at 0.7 million (2%). The authors note limitations including mixed customs codes, uncertainty in the China estimate (ranging from 1.9 to 4.2 million H100e under alternative assumptions), and the exclusion of chips made and used within the same country.

  5. Hacker News AI63

    Show HN: Dodaiso – Open-source personal AI agent (like Jarvis, dots,duet)

    Dodaiso (formerly Personal Jarvis) is an open-source, Apache 2.0 agent OS for desktop that runs coding agents, browser and apps by voice or chat on your own machine, with no account or paid tier and support for hosted, subscription or local models. It offers an Agentic IDE with multiple coding agents in live panes addressed by call signs, plus agents, memory, plugins/MCP, a marketplace and approval checks on system-changing actions. It runs on Windows, macOS, Linux or a headless server, installable via a one-line script or desktop installers.

  6. Hacker News AI36

    Show HN: Send21 – Crypto pay links an AI agent can create but can't spend

    Send21 lets an AI agent or backend create a payment draft using a scoped API key that can create and track drafts but never spend, while a person always signs in their own wallet. The same flow is available over API or MCP (Streamable HTTP), and test networks on send21.io are for the demo only, with account drafts using live networks. A draft moves no money until someone signs it, so creating small drafts to your own address and canceling them is a safe integration test.

  7. Hacker News AI22

    Show HN: AI agents trade privately on BitcoinZ, with proof of delivery

    This Show HN post introduces I Am Wallet, an MCP/REST service that lets AI agents create shielded BitcoinZ wallets, send signed private messages, and trade in small paid steps where each delivery is fingerprinted and checked. It describes built-in safety limits, Ed25519 signer identities, a 1 BTCZ service fee per payment or message, and honest caveats including custodial key storage and reliance on current zk-SNARK cryptography. The code is MIT-licensed and can be self-hosted with a synced BitcoinZ node, Python, and nginx.

  8. Hacker News AI40

    Show HN: Breatic – Collaborative canvases and documents with an AI agent

    Breatic is a real-time collaborative AI workspace where creative teams combine Document Spaces for briefs and scripts with Canvas Spaces for generating and refining media assets, plus an AI agent that works within project context. It is available online and source-available under the Breatic Source-Available License v1.0, which permits individual, private-group and single-organization internal use but prohibits public offerings without separate authorization. Self-hosting uses Docker images with PostgreSQL and Redis, plus a Cloudflare Worker and R2 bucket for uploads, and is not an offline or wholly on-premises installation.

  10. Claude Code Releases20

    v2.1.314

    Claude Code v2.1.314 adds a permissions.blockWritesOutsideWorkingDirectories setting that blocks Write, Edit and NotebookEdit outside working directories in every permission mode, optional IdP group lists for Claude apps gateway upstreams, guardrail_trace logging for Bedrock upstreams, and idle compaction in VS Code and the Claude Desktop Code tab. It also fixes numerous issues, including "Invalid effort level" failures under admin effort caps, claude -p exiting 0 with no output on startup failure, Bedrock sessions with many images failing with "400 Input is too long," and Microsoft Foundry sessions failing when the default model has no deployment.

  11. Hacker News AI22

    How to Ace Interviews and Meetings with AI Assistance

    OTO AI is a desktop AI meeting assistant that listens to live conversations, detects questions, and generates real-time answers using an AI provider of your choice, supporting OpenAI, Anthropic Claude, Google Gemini and DeepSeek via your own API key. It works across Google Meet, Microsoft Teams, Zoom, Webex and other platforms, can use pre-loaded TXT, Markdown, DOCX and PDF documents as context, and can analyse your screen with compatible multimodal models. It is sold as a one-time purchase rather than a subscription, with users paying the AI provider directly for API usage.

  12. Pydantic AI Articles42

    Rendreal takes print orders inside the assistant you already use

    Rendreal, built with Vstorm using Pydantic AI, lets customers describe a print job and receive print-ready artwork, a quote and a checkout link without leaving a chat, via web chat, a WhatsApp bot or any external assistant connecting to its MCP server. The system covers five product types across three channels, with Pydantic AI validating tool arguments and structured outputs before orders reach validation. Rendreal says assistants get access to its own integrated services, not an open network of independent supplier agents.

  13. OpenRouter Announcements52

    Guardrails Now Separate Organization Limits from Workspace Defaults

    OpenRouter rebuilt Guardrails so organization admins can set workspace-wide limits (budget caps, ZDR requirements, model and provider access) that apply to every member and API key, while workspace admins set defaults and per-person exceptions inside those limits. Guardrails are now split into three separate policy types—budget, model and provider access, and content moderation—so each can be changed independently. Existing guardrails keep their IDs and rules, and the guardrails API and Terraform resources continue to work as before.

  14. Simon Willison58

    API credits benefit for eligible ChatGPT subscriptions

    OpenAI has launched a benefit giving $100, $200, or $500 subscription plan holders the same quantity of credits to apply to one of their API organizations, closely mirroring an earlier Anthropic offer for its Max and Team subscriptions. The author, who maintains subscriptions with both companies, calls it great news and says the credits may encourage them to ship public-facing demos.

  15. Factory Blog78

    Droid 1.0: Building a Frontier Harness

    Factory released Droid 1.0, an agent harness it says outperforms native harnesses built for their models by up to 20% more efficiently on the same tasks, with programmatic tool calling (Script mode) now the default for models including GPT-6.1 Sol, Claude Opus 5.5 and Kimi K3. The post reports that Script mode cuts Droid's cost by 15% on Claude Opus 5.5, that the base prompt shrank 37% between versions 0.170.0 and 0.250.0, and that median time to first paint fell from 1,839 to 488 ms. It also describes the internal Agent Factory loop, in which agents propose harness changes that engineers review before shipping.

    Why it matters: A detailed first-party account of harness design choices, benchmark methodology and latency work that is useful for teams building or evaluating coding agents.

  16. Databricks Blog42

    Announcing General Availability of Real-Time Mode for Spark Declarative Pipelines on Databricks

    Databricks announced that Real-Time Mode (RTM) in Spark Declarative Pipelines (SDP) is now Generally Available, bringing millisecond-range end-to-end latency to SDP while retaining its orchestration, incremental processing, failure recovery and data quality features. RTM streams data continuously and runs all query stages simultaneously, and Databricks reports it was up to 92% faster than Apache Flink on customer feature-computation workloads. Users enable it by setting the pipeline to continuous mode with spark.databricks.streaming.realTimeMode.enabled set to true and defining an update flow with pipelines.trigger set to "RealTime", and can write to custom sinks such as Lakebase or Redis via a ForEach sink.

  17. Hacker News AI28

    Show HN: AI Knows Us – see who ChatGPT and Perplexity recommend instead of you

    AI Knows Us is a service for SaaS, shops, clinics, law firms, builders and local services that finds the questions buyers ask AI apps, writes answer-first pages and pitches review sites and directories so the business gets named in AI answers, then re-checks weekly. It is free to start and then $199 a month, one month at a time, and it reports which AI apps named the business and which sources were read, with a high and low range on every number. The post cites its own Google Search Console exports from 2026-10-20 and a 2026-10-16 scan of clawlaw.in on ChatGPT and Perplexity, where 6 of 10 answers named it.

  18. Hacker News AI47

    (Simple AI) Introducing Sentiment: How Tango Hears What Customers Feel

    Simple AI introduces Sentiment in Tango, its conversational awareness model, which it says makes Simple the first voice agent on the market to process sentiment directly from audio, scoring confusion, frustration, and happiness from 0 to 3 every 80ms. Tango produces these scores in the same pass over the same audio it already uses for end-of-turn and interruption detection, with no second pipeline or added latency, and works on compressed 8kHz telephony audio. The company describes uses during calls (clarifying, changing course, matching tone) and after calls (reviewing where conversations turned and spotting patterns across many calls).

  20. The Decoder58

    OpenAI doubles usage limits on Pro plans as competition with Anthropic heats up

    OpenAI has doubled usage limits for several paid tiers, affecting Work and Codex quotas on the Pro 100 and Pro 500 plans, which both get twice the previous allotment. On Pro 200, OpenAI doubled the lower quota and reversed a planned cut after user pushback, while the Plus plan stays the same. OpenAI says doubling a quota doesn't mean twice as many completed tasks, since consumption varies by model, task type, and settings.

  21. MarkTechPost44

    Prime Intellect Releases Prime Mega MoE: Trainable Fused MoE Kernel, 3.11x Faster Forward Pass

    Prime Intellect released Prime Mega MoE, a training extension of DeepSeek's fused Mega MoE kernel that adds an overlapping backward pass, making the kernel usable for training rather than inference only. It reports 32% to 34% faster full training steps than the prime-rl baseline and 48% to 55% faster than TorchTitan on Qwen3-30B-A3B and Qwen3-235B-A22B, with a best case of 3.11x faster forward pass on a Qwen3-30B-A3B MoE layer. It ships in prime-rl as the mega_moe dispatch backend, with kernels in a prebuilt DeepGEMM wheel from prime-kernels.

  22. Hacker News AI52

    AI Memory on Memgraph: Persistent Context Across Session, Team and Organization

    Memgraph describes Context Graph, part of its AI Toolkit, which stores agent session activity in Memgraph and runs post-session reconciliation using the local GLiNER model to create memories, entities and relationships linked back to the raw record. Because memory lives outside any single agent harness, a later session in a different tool can recall context such as a prior test_login failure caused by the shared token cache in auth-service, owned by Ana. Memgraph Enterprise adds role- and label-based access control, multi-tenancy and auditing for shared deployments, and a community call on October 29 covers building your own AI memory.

  23. TechCrunch · AI41

    Meta quietly launches an AI fashion app called Style Sketch

    Meta has quietly launched Style Sketch, an AI fashion app that builds a virtual closet from Instagram photos or manually added items and suggests outfits from clothes users already own, including virtual try-ons on a model matched to body shape and skin tone. The app is available on iOS and Android in Indonesia, Singapore, and Thailand, and can also generate weather-aware trip packing plans; Meta did not respond to TechCrunch's request for comment.

  24. The Verge · AI60

    You can generate and edit Google Docs files directly in Gemini chats now

    Google now lets all Gemini users generate, preview, and edit PDFs, Google Docs, Sheets, slide decks, Markdown, TXT files, and code directly within Gemini chats, with PDF preview/editing on web and mobile and other formats web-only for now. Users can expand documents to full-screen to edit them and highlight text to ask Gemini questions or request changes, such as turning a highlighted table into a graph. Google previously added file generation and download support in Gemini earlier this year.

  25. Hacker News AI58

    Show HN: Kinoloom – A local AI film studio for an 8 GB GPU

    Kinoloom is a one-person Windows project that runs large open video models (LTX-2.5 at 22B parameters and MiniMax H3 at about 20B) on a single 8 GB RTX 3070 by giving the card one model at a time and streaming the rest from 64 GB of system RAM. It wraps the models in a local web app with an LLM story writer, a story bible, Qwen-Image 2.1 cast portraits and opening frames, a seamless-chain engine that joins short clips in latent space before decoding, face-identity QA via InsightFace, and an assembler that cuts the film. The author reports about 6 minutes for a warm 5-second 1080p LTX-2.5 clip and 20-22 minutes for MiniMax H3, notes the project has been tested on only one machine, and does not publish H3 renders because the H3 Community License restricts use and output display in the EU, UK, South Korea and the US.

  26. TechCrunch · AI42

    Granola crunches up a dictation feature to compete with Wispr

    Granola, known for its meeting notetaker, launched a dictation feature that works on Mac: users press the "Fn" key and speak, and the tool cleans up and formats the speech and posts the final text across all apps. The company said the feature will land on iOS and Windows soon. The move comes months after Wispr, known for its dictation tool, launched a meeting notetaker.

  27. Hacker News AI58

    Show HN: Sheetgraph, AI agents can understand complex spreadsheets

    Sheetgraph is a Rust-built local binary that extracts Excel and Google Sheets files into a short REPORT.md plus a formula dependency graph, keeping every cell for exact lookups; a 120k-cell invoice ledger compresses to about 7k tokens instead of roughly 1.3M. It ships as an agent skill for Claude Code, Codex and Cursor, and supports drill-down commands (cells, trace, find) for querying specific values. It is in beta (0.1), and the report format and library API may change between releases.

  28. Hacker News AI58

    Show HN: phpClaw – AI agent runtime for PHP with tools, memory and guards

    phpClaw is an MIT-licensed AI agent runtime for PHP that provides a built-in ReAct loop, pluggable tools, memory, and eight default security guards, with zero framework dependencies in core. It auto-detects seven LLM providers from environment variables, ships eight framework and CMS adapters (Laravel, Symfony, Drupal, Magento, WordPress, Joomla, OpenCart, PrestaShop), and includes an MCP server for exposing tools to Claude Desktop and Claude Code. It also offers pipelines and graphs with human pause/resume and fan-out, and requires PHP 8.1–8.4 with ext-curl, ext-json, and ext-mbstring.

  29. Codex Releases22

    0.166.0

    Version 0.166.0 adds keyboard-driven transcript selection with word, line, and page motions plus integrated search, renders Markdown in async questions and transcript replies, and adds GPT-6.1 Terra to the bundled, Vertex AI, and Amazon Bedrock model catalogs. It also introduces `codex queue --resume`, clearer safety-block explanations with safer follow-up prompts, and `codex doctor --network-only` for focused network diagnostics. Bug fixes preserve acknowledged permissions on resume/fork, restore spawned descendant threads when unarchiving a parent, and improve TUI reconnection recovery.

  30. Claude Platform Release Notes22

    Claude Platform release notes — November 12, 2026

    The Claude Platform release notes list changes to the Claude API, client SDKs, and Claude Console, newest first, with entries from September 1 through October 29, 2026. Recent items include the beta Usage and Cost Analytics API, a raised 128 MB maximum request size for the Messages and Token Counting APIs, the beta Claude Tag API for Claude Enterprise, Claude Models on Google Cloud (Anthropic managed), and API version 2026-10-21 with new SDK and CLI releases. Earlier entries cover the launches of Claude Opus 5.5, Claude Sonnet 5.5, Claude Haiku 5.5, and Claude Fable 5.1, along with user profiles, organization webhooks, and OpenTelemetry export.

  31. AWS Machine Learning Blog36

    Lend and borrow resources across teams with AWS Batch’s quota management for SageMaker Training jobs

    AWS Batch now offers quota management, letting administrators divide compute capacity into quota shares per team or project with RESERVE, LEND, or LEND_AND_BORROW sharing strategies, plus cross-share and optional in-share preemption. The post walks through configuring a Scheduling Policy, Service Environment, and job queue, then submitting SageMaker Training jobs to quota shares via the SageMaker Python SDK v3 aws_batch module.

  32. Hacker News AI55

    Dive Apps: Superpowers for AI Builders by MotherDuck

    MotherDuck launched Dive Apps, fully custom data apps built with an agent that run on the MotherDuck data warehouse and can write back to source systems via Flights, its serverless Python runtime. Dive visualizations can trigger Flights to update MotherDuck data, write to source systems, send emails, post in Slack, rerun machine learning models, or launch an agent harness. MotherDuck positions Dive Apps for replacing SaaS apps, automating operations, and keeping humans in the loop to steer agents, citing SSO, RBAC, and table, row, or column level security.

  34. Hacker News AI47

    Luma – smart launcher for you, and your AI agent

    Luma is a Linux launcher that fuzzy-searches apps and files, offers opt-in CLIP semantic photo search and OCR text-in-image search, a calculator and currency conversion, and exposes the same photo and screenshot index to AI agents via an MCP server (luma mcp) and CLI (luma query). It runs locally by default, with only model downloads and exchange rates leaving the machine, and supports Hyprland, niri, GNOME and KDE. The page reports one agent prompt taking 11 s with Luma versus 1 min 26 s without.

  35. TechCrunch · AI42

    Amazon updates Alexa to help you manage shopping lists and subscriptions and update delivery instructions

    Ahead of the holiday season, Amazon added more than 100 shopping-related capabilities to Alexa, letting users create and edit lists, manage subscriptions (such as changing an item's delivery to every three months), update delivery instructions, and ask about Prime or Audible subscriptions and billing issues. Amazon said use of agentic features has grown 8x since the start of the year, and over 400 million consumers have used Alexa for shopping in the last 12 months.

  36. Hacker News AI40

    Launch HN: Simantic (YC F26) – Firmware Simulation for AI Agents

    Simantic, founded by former firmware engineers from Neuralink and Tesla, is building a simulation layer that lets engineers and AI agents test and validate firmware without physical hardware. The offering includes virtual devboards programmable via a single API call, an AI code reviewer that uses the simulation as a verification engine, and a CI/CD pipeline that validates firmware against a simulated microcontroller on every commit. Users apply it to bare-metal and RTOS development for flight controllers, electric vehicles, robotics, and satellites.

  37. Hacker News AI22

    Show HN: EarnDraft – Generate Ebooks with AI

    EarnDraft is a tool for generating written books and coloring books with AI, where users describe their idea, approve an outline, and let AI write chapters and create cover artwork. It includes AI-assisted editing, chapter and page rearrangement, and exports to PDF, EPUB, and DOCX. It starts free with 100 credits, with one-time credit packs ($12 for 100 credits) or a $29/month plan, and credits never expire.

  38. Suno Blog40

    Meet Chat: Our In-house Studio Assistant

    Suno Studio introduces Chat, an in-house assistant that can create stems and plugins, rename tracks based on clip names, lower all faders by a set amount such as 3dB, add Compressor and EQ effects to every track, and offer creative prompts for writer's block. The post notes that Suno Studio is one of a few DAWs with built-in assistants, alongside FL Studio, Fender Studio Pro and Logic Pro, and is available with every Premier subscription.

Oct 29Thu
  1. The Verge · AI40

    The NYT Cooking app is testing AI recipe modifications

    The New York Times is testing an AI feature in its Cooking app that can recommend ingredient and equipment substitutions, scale recipes to any number of servings, and adapt recipes to different pans and tools, with customized recipes kept private and unshareable. The feature is available to all Cooking subscribers on iOS and will roll out more broadly soon, and some readers have pushed back over environmental and user-experience concerns, with senior editor Genevieve Ko saying there is no way to disable it at this time. A NYT spokesperson told The Verge that closing comments on the announcement post after four days is standard practice.

  2. Hacker News AI38

    Show HN: Howler, a macOS menu bar AI that burns the chat after reading

    Howler is a macOS menu bar AI app that opens a parchment-style letter with ⌥H, streams answers at a hand's pace, and burns the conversation when you press Esc or click outside, saving nothing. It supports chat-completions, Anthropic and Gemini formats with configurable base URL, model, body and headers, and stores only the model setup, prompt instructions, shortcut and API key in the Keychain. It is signed with a Developer ID and notarized by Apple, self-updates via Sparkle from v0.1.7, and is MIT licensed.