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#Product updates
Oct 31Sat
  1. MarkTechPost69

    Meet Factory Droid 1.0: A Model-Independent Coding Agent Harness Built on Script Mode

    Factory released Droid 1.0, an update to its model-independent coding agent harness that makes programmatic tool calling the default via a sandboxed JavaScript Script tool, letting one model request drive hundreds of tool calls. Factory reports a 65.2% pass rate on Terminal-Bench 4 with Claude Opus 5.5 at $4.73 per passed task, and says the base prompt shrank 37% to 13,055 input tokens with only 2 tool definitions shipped up front. It ships as a macOS and Windows desktop app, a terminal UI, and the Node SDK @factory/droid-sdk, with paid plans starting at $20 per month.

  2. Hacker News AI76

    Open Science: The open-source AI workbench for scientific research

    OpenScience is an open-source research agent, available as a desktop app, browser workspace or CLI, that plans tasks, gathers evidence, runs code and experiments, and returns checkable results with every step visible. It offers shell, Python and R kernels, file access with explicit grants, remote compute, hundreds of bundled scientific skills, and connectors to databases such as ChEMBL, UniProt, PubMed and arXiv, with support for your own API keys, local models or the managed Ace option. It is Apache-2.0 licensed and reports 53/70 (75.7) on Terminal-Bench Science and 82.2 on BiomniBench-DA.

    Why it matters: Useful for researchers weighing an open-source, traceable agent workbench, since it lists concrete capabilities, model-access options and published benchmark scores.

  3. Hacker News AI18

    UriScanAI – An AI-powered urine color analyzer and hydration tracker

    UriScan AI is an app that uses your phone camera to scan urine color and instantly rate your hydration level with actionable feedback. It also lets you log daily water intake, review scan history, set reminders, and access detailed health reports through a one-time Pro purchase, with health data kept on your device. The app is described as being for general wellness only and not a medical device.

  4. MarkTechPost71

    Vercel Labs Open-Sources agent-desktop for Agent Computer Use

    Vercel Labs released agent-desktop, an open-source Rust CLI and C library under Apache-2.0 that lets AI agents read and operate macOS, Windows and Linux apps through the OS accessibility tree rather than screenshots. Version 1.0.2, shipped October 30, 2026, uses qualified refs, skeleton snapshots and headless actions that don't move the pointer or take focus, with the builder self-reporting 78% to 96% token reductions on dense Electron apps. It embeds no LLM and has no GUI, so any shell-capable coding agent can drive native apps without a vision model.

  5. Hacker News AI18

    An AI agent read a Shift_JIS page as 208,953 replacement characters

    Link understanding decoded every fetched page with a bare UTF-8 TextDecoder, so pages declaring Shift_JIS, ISO-8859-1 or another charset reached processors and the model as replacement characters. The fix reuses web_fetch's response decoder, which honors BOMs, Content-Type, meta and XML declarations and falls back to UTF-8 for unknown labels. In testing, a Shift_JIS page's garbled title in the model request and assistant reply became `阿部寛のホームページ`, while UTF-8 pages were unchanged.

  6. Hacker News AI58

    Show HN: Archwhere – work alongside AI coding agents on an architecture map

    Archwhere is a zero-dependency tool that places every PR, task and agent change onto a declared architecture map, showing which component is touched, whether it is a security zone, and what needs attention. Agents maintain the map as a condition of merging, with a SKILL.md guiding them and `archwhere check` failing CI when the map goes stale; `npx archwhere mission` serves a local UI where threads on components are answered by coding agents via GitHub issues. It works with Claude or any agent that can see GitHub, and is MIT licensed.

  8. Hacker News AI38

    InstanStore – AI drafts products and sales pages for a creator store

    InstanStore is a creator storefront that sells online courses, digital downloads, 1:1 coaching, memberships and free lead magnets from a single bio link, with AI that names products, suggests prices and writes sales pages. InstanStore Pro costs $16.67/month billed $199.99 yearly after a 7-day free trial, includes up to 5 stores and AI Studio, and charges 0% transaction fees with Stripe's standard card processing still applying. Apps are available on web now, with iOS and Android described as coming soon.

  9. Hacker News AI22

    ResumeFitting – AI resume ATS gap analysis and keyword matching

    ResumeFitting is an ATS resume checker that compares a resume against one job posting and reports a match score, missing keywords and specific gaps in about 30 seconds, with the first analysis free and no signup required. It states that its score is its own measurement, not an employer's ATS score, and that it has no access to Workday, Greenhouse, iCIMS or Lever systems. The tool also extracts posting logistics such as remote status, travel, clearance, visa sponsorship and pay range, and offers paid plans at $12 for 1-day access, $19 for 30-day access and $39 for unlimited 30-day access.

  10. Hacker News AI42

    Hi3D Launches AI 3D Model with 2048³ Voxel Resolution

    Hi3D has launched Hi3D V3.0, an AI 3D generation model built on its proprietary Sparc3D engine, which the company describes as the first commercially available version to reach 2048³ voxel resolution. The update targets geometric detail, structural accuracy and texture output, with texture resolution raised to a maximum of 8K paired with an in-house UV completion algorithm. V3.0 is built into Hi3D's broader browser-based platform, which includes image-to-3D conversion, AI texturing, model splitting with connectors, and conversion of textured models into color regions for multicolor 3D printing.

  12. Claude Code Releases18

    v2.1.316

    Claude Code v2.1.316 adds new environment variables including CLAUDE_CODE_DISABLE_ULTRATHINK, CLAUDE_CODE_DISABLE_LOOPED_CROSS_CERT_DROP and CLAUDE_CODE_SUBAGENT_EFFORT, plus pooled group budgets, layered policy mode and Bedrock input tagging for the Claude apps gateway. It deprecates fast mode for Opus 4.8 as of October 30, 2026, with removal on November 30, 2026, and fixes numerous issues across shell commands, Bash tool aliases, PowerShell hooks, Vertex AI and Bedrock model switching, restricted sessions, sub-agents, cloud sessions, the SDK and Windows Git Bash. It also adds VSCode sign-in to a Claude apps gateway and an Effort/Ultracode fix, cloud session form cards and network secret management, and a findings-by-severity card on the Code Review analytics page.

  13. Hacker News AI58

    Show HN: Governor, a firewall for AI agent spend and tool calls

    Governor is a small dependency-free Node 18+ proxy that sits between AI agents and Anthropic, OpenAI or xAI, letting each agent use its own Governor key with spend caps and tool rules. It inspects tool calls inside model replies before the agent sees them, blocking denied calls and holding those that need human approval, with decisions signed into an audit log. The demo uses a fake model but routes every call through the real Governor with no sign-up.

  14. Hacker News AI60

    Assure – your AI agent says "done." This checks if it's lying

    Assure runs an AI agent against a disposable SQLite and file workspace, routing all tool use through a policy-enforcing gateway and judging results with human-written deterministic assertions, with no LLM involved in any verdict. It ships scenarios covering false success, collateral change, prohibited access, tampering and prompt injection, plus benchmark suites (customer-adversarial, customer-hard, customer-long, code-fix, code-long) that report pass rates, pass^k, claim honesty and failure kinds, and it can test any MCP-speaking agent through an adapter. CI runs the full test suite and check-suite on every push, while a manual bench workflow makes paid API calls and fails on significant regressions.

  16. Hacker News AI58

    Why my AI agents keep lie-ing? How do we trust?

    dotpals is an open-source (MIT) floating desktop pal that watches coding agents like Claude Code and Codex, checking what they changed, what they ran, and whether tests actually passed, and sending an agent back to fix failing tests before it finishes, commits or pushes. It offers a report card comparing agents' real work, replay and rewind of requests, an MCP server so any AI tool can query what really happened, and a local-only bridge that keeps agent work on your computer.

  17. NVIDIA Technical Blog22

    Run AI Models for Edge Application Development with Just a Few Commands

    AI is moving beyond the data center as developers build agents that act at the edge, including monitoring driver attention and cabin conditions, helping robots understand surroundings and plan tasks, and coordinating fleets of machines on production lines. These physical AI applications rely on models that perceive, reason, and act within tight memory, power, and latency budgets.

  18. Hacker News AI58

    Show HN: mobile-agent – Let AI agents control Android and iOS devices

    mobile-agent is an experimental, MIT-licensed tool that drives Android devices and emulators, iOS Simulators and physical iPhones for AI agents, using a daemon that keeps a live mirror of each attached screen to answer snapshots, waits and settle checks without reading the device on every request. On Android a single-dex agent runs as the shell user via app_process with no APK or instrumentation, while on the iOS Simulator input goes through dtuhidd and frames from IOSurface; a physical iPhone needs a signed XCTest runner for its accessibility tree. Its CLI follows agent-browser's command grammar, @eN refs and JSON envelope, and a mobile-agent-mcp server exposes the same tools to MCP clients; nothing is published to crates.io or as a binary yet, so it is built from source.

  20. MarkTechPost71

    Meet TokenEconomizer: Microsoft’s Plugin That Cuts Coding Agent Costs by Up to 30.9%

    Researchers from Microsoft Research and UC Berkeley released TokenEconomizer, an open-source Apache 2.0 plugin that learns per-repository policies from past sessions to reduce waste in coding agents such as Claude Code, Codex, GitHub Copilot CLI and Pi, without touching model weights or agent code. On 277 SWE-Bench tasks it lowered mean cost by 18.4% to 30.9% across five agent-model settings and was cheaper in all 30 repository-setting cells, with Pass@1 improving in four of five settings and dropping 1.0 point on Opus 4.8. It combines micro-skills, tool pruning and failure-loop intervention, and installs with Python 3.10+ while keeping learned data local in ~/.tokeneconomizer.

  21. Hacker News AI58

    EasyRE-Agent – an AI agent that solves crackmes and checks its own answers

    EasyRE-Agent runs an AI agent inside a Docker container with a bundled reverse-engineering toolchain (Ghidra, Detect It Easy, Wine, decompilers for .NET, Python, Java and JavaScript) to solve crackmes and CTF binaries. It supports Claude Code, OpenAI Codex or any OpenAI-compatible API including local models, and only accepts an answer once it passes a regex, success message or custom verifier command. It also offers hint and tutor modes, per-job time and token budgets, resumable jobs, and reports with the answer, solution path, scripts and model stats.

  22. Hacker News AI60

    Rival AI models write an encyclopedia and judge each other blind

    Scio is an encyclopedia written entirely by AI agents that search for sources, write missing articles, and check each other's work, with every sentence backed by a source, exact quote, and saved copy of the page. Submissions are machine-checked for real sources and quotes, then judged by a randomly selected jury of agents that excludes the author's model family and votes blind, with majorities of three of five or four of seven required to publish. The platform reports 18,933 published articles by day 64, compared with Wikipedia's roughly 1,772 at the same point.

  23. Hacker News AI58

    Put AI to Work for You

    IFTTT founder Linden Tibbets announced that IFTTT is adding AI, launching an AI Agent service so AI can serve as both the trigger and the action within Applets, and removing Applet and service limits on every plan including Free. The company is dismantling its paywalls in favor of a monthly credits allowance spent when Applets run, with a new $2.99 Starter plan, and ifttt.com becomes IFTTT.ai.

  24. Hacker News AI58

    Gnosh.ai – super intelligent AI that thinks, plans, recalls in Go

    Gnosh is a security-first fork of Charm's Crush coding agent that runs the Gno VM in its harness, keeping goals, findings and facts in a mem realm on your disk so new sessions resume from what is still open. It supports any hosted or local model and sends nothing home unless enabled. The post shows real runs with Qwen3 27B working out an exponential-backoff answer in Gno, planning a multi-session Median task, and recalling updated facts and reminders.

  25. TechCrunch · AI47

    Zest’s new AI agent finds restaurants and books reservations over text

    Zest, a restaurant discovery app that launched earlier this year, introduced a personal AI-powered "restaurant concierge" that operates via text messages and can check availability and book tables through services like OpenTable, Resy, and SevenRooms. Users text the concierge at (212) 470-6067, and it can be added to group chats to blend everyone's tastes, settle indecision with in-thread voting, and book a table for the group. Zest, founded in November 2024 with $1.8 million in pre-seed backing, links to users' credit cards via Plaid to track food and drink spending and tailor suggestions.

  26. Hacker News AI20

    ASRock Industrial AI Box-A395 Review: Taking Strix Halo to Work – ServeTheHome

    ServeTheHome reviews ASRock Industrial's AI Box-A395, a barebones mini-tower built around the AMD Ryzen AI Max+ 395 (16C/32T, 5.1GHz) with Radeon 8060S graphics and 128GB of soldered LPDDR5X-8000 memory. The aluminum, vertically oriented mini-ITX chassis has a 400W internal PSU, two empty M.2 2280 PCIe Gen4 x4 slots, Wi-Fi 7, and rear I/O including two 40Gbps USB-C ports, two HDMI 2.1 outputs, 10GbE (AQC113) and 2.5GbE (RTL8125BG); the only front-accessible ports are two USB 2.0 Type-A ports on top. The review frames it less as the "AI workstation" ASRock markets and more as a portable, self-contained Ryzen AI Max system for industrial environments.

  27. Hacker News AI40

    Open Rock – An open-source AI chat interface

    Open Rock is an open-source chat app that runs as a website or Tauri desktop app and connects to every AWS Bedrock chat model in your region plus your own Gemma servers over HTTPS. It offers per-model settings, file uploads, a usage page with estimated costs, and keeps Bedrock API keys and Gemma tokens in the server process rather than the browser. Setup requires Node 20 or newer, with Docker and desktop build options documented.

  28. Baseten Blog25

    Autoscaling schedules: reduce cold-start delays for predictable traffic

    Autoscaling schedules raise the minimum number of replicas before predictable traffic arrives, reducing cold-start delays. Each schedule sets a time window plus minimum and maximum replica counts, can recur or run once, and up to 10 schedules per environment can be configured via dashboard, CLI, or Management API, with non-overlapping windows of at least five minutes sharing one timezone. When no schedule is active, the environment uses its default settings.

  29. Hacker News AI20

    Show HN: NKTg AI – An LLM that decodes text before generating

    NKTg AI presents itself as a language decoding system that uses physical-style algorithms to measure semantic energy and extract a text's "Core Content" — the original sentence with the highest density of executable actions — classifying text as AMP, DAMP or STABLE. It pairs this decoding layer with an LLM that generates language from the standardized structure, offered as a browser-based local model running via WebAssembly (no server, history in localStorage) and as a free cloud mode. The post also lists output modes, claimed benefits such as hallucination mitigation, system requirements (16 GB RAM, 6-core CPU, WebGPU GPU with 6–8 GB VRAM), and a stated limitation on handwritten documents due to OCR accuracy.

  30. NVIDIA Technical Blog50

    Build Specialized Agents on a Stack You Control with NVIDIA NemoClaw

    Building an autonomous agent requires a model, a harness, and domain-specific tools. To deploy an agent more securely, developers need a runtime that enforces policies, along with optimization and observability tools for reliable execution. For production agents, the challenge lies in making these agents capable and safe to operate with access to real enterprise systems and data.

  31. Hacker News AI63

    Show HN: Opencommerce – OpenRouter for commerce, one API for AI agents to buy

    Opencommerce presents itself as "OpenRouter for commerce," offering a single endpoint for AI agents to buy from online stores, with a TypeScript SDK (@agent-cards/commerce-sdk) that provides a buyTool for agent frameworks. It claims coverage of 5,026 online stores, monitored purchase flows tested from search to checkout, purchases in under 20 seconds, and integration with existing wallets. Pricing is 1% of each completed order on the Standard plan, while Enterprise adds API access with custom fees.

Oct 30Fri
  2. Hacker News AI58

    Show HN: Omneum – Local, text-blind context control plane for AI agents

    Omneum is an open-source context control plane that sits between retrieval and generation, using provenance-aware graph inference to estimate source reliability and dependency-adjusted claim support, then selecting original passages under a token budget. It runs locally by default, persisting observations in SQLite or PostgreSQL, and evaluates structured observations without reading source text or calling an LLM judge. The project reports precision gains of 3.02–8.44 percentage points and 14.46–18.51% lower reconstructed-context token usage across BM25, MiniLM, BGE Reranker v2-m3, and Cohere Rerank v4.0 Pro integrations.

  3. Cloudflare Blog36

    Cloudflare services for private origins is now generally available

    Cloudflare's services for private origins are now generally available, letting customers point a proxied A or AAAA record at a private IP so Cloudflare reaches the origin over existing Cloudflare One connectivity while WAF, caching, bot management, and Workers apply as they do for public origins. The private_routing setting enables automatically for RFC 1918, RFC 6598 CGNAT, and RFC 4193 IPv6 ranges, and no inbound firewall exception is required. Argo Smart Routing and Dedicated CDN Egress IPs are not supported, and origin health checks require Load Balancing.

  5. Hacker News AI58

    Show HN: AI agent needs process to build a commercial application

    NoMoreHappyPath is a free, open-source (Apache 2.0) delivery system for macOS and Linux that runs AI agents through 21 quality steps, with a builder, an independent reviewer from a different AI company, and a CTO, in a plain-English control room. Tests are written before code, must fail first, and are run by a board agents cannot edit, with nothing accepted until the user approves it. It runs on the user's machine with their own AI accounts, and the author cites a weather app built in 48 minutes with four reviews, one of which failed.

  6. 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.

  7. 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.

  8. 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.

  9. 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.