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The post summarizes how yetone uses Claude Code + Opus to run three parallel /loop processes to maintain Magpie, and compares this approach with DeepSeek SuperAgent’s ticket engine approach in terms of parallelism, low-cost filtering, memory-based error logs, and human–AI boundaries.
A developer announced HarbourLine, a cozy simulation game where players grow a fishing wharf into an automated megaport, built entirely with Claude Code / Opus 5.5 including its trailer.
Friday Work is a Product Hunt launch that keeps your tasks running even when Claude hits its usage limit, enabling uninterrupted agent workflows.
Nader Dabit notes that at Cognition, as the cost and speed of merged pull requests drop due to AI, people are building and fixing software that wouldn't have been attempted a year ago — illustrating Jevons Paradox in practice.
A practitioner shares 24 hard-won rules for keeping a stack of AI agents (schedulers, watchdogs, MCP servers) running, covering failures like silent crashes, stale endpoints, and out-of-sync mirrors, with fixes for each.
作者收集了几个普通人用 AI 代理（如 Grok Bot/Muse）省钱的真实案例：自动剪 Kroger 优惠券、与 Xfinity 客服砍网费、为 HVAC 公司做社媒替代 2000 美元代理费，以及用语音代理打电话比价特斯拉充电桩安装报价。
DeepSeek released dsh-superagent-prototype, an open-source proactive coding agent that coordinates multiple agents to handle GitHub tasks, reviews, and CI feedback in parallel with minimal human oversight.
Hermes Agent's official mobile app closed beta is officially live, with iOS and Android testing simultaneously. It supports seamless connection to your Hermes running on your own VPS, letting you take over conversations, approve tools, and manage your bot from your phone anytime.
DeepSeek has published an in-depth technical article introducing Super-agent, an autonomous agent system that uses a two-tier Router + Worker architecture to address bottlenecks in concurrent task execution. In testing, p95 completion time fell from 29.5 minutes to 15.7 minutes, and the prototype has been open-sourced.
Matt Pocock is working on Sandcastle v1, a 'software factory' tool that integrates AI coding harnesses like Claude Code and Codex with sandbox providers, HITL support, and his skills repo converted into callable Agent() functions.
The developer of taloswork, a desktop AI workspace, shares how giving their agent a product URL let it autonomously browse the site, capture 66 screenshots, and assemble a 52-second 1080p promo video with captions, motion, and music in about 20 minutes.
A roundup of real users saving money with Grok Bot, an AI agent that haggles bills, clips grocery coupons, runs social media marketing, and requests airline goodwill credits on the user's behalf.
Vercel Labs has open-sourced agent-desktop, enabling any coding agent to gain desktop-level Computer Use capabilities by directly reading the system accessibility tree rather than screenshots. It supports background operation and simultaneous control by multiple agents, and is compatible with macOS, Windows, and Linux.
A user reflects on how the AI agent landscape has shifted since OpenClaw's heyday, noting the rise of Hermes and a flood of new 'Open Something' agent projects, and asks which tool is now best for non-coding tasks.
A tweet showcasing how pstack works, an agent workflow popularized by SpaceXAI engineer Lauren Tan, using skills like /poteto-mode, /create-verification-skill, and /reflect to route tasks, verify running apps, hand off tested changes, and prevent recurring failures.
Memdoor 是一个轻量级编码与自动化代理工具，以单一静态二进制 CLI 形式提供，支持本地运行或通过 SSH 连接远程机器，并内置九种 GitHub Actions 工作流；据称其由 5 个 Qwen3.8-27B 模型组成的团队在 LiveCodeBench Hard 基准上超越了 Fable 5。
用户吐槽 X 一边宣称打击 AI 垃圾机器人，一边通过 Grok Bot 让 AI 直接代用户在 X 上发帖和回复，构成自我矛盾。相关爆料来自 Nima Owji，指出 Grok Bot 正在获得代发帖子、草拟回复等功能。
Nous Research announced the Hermes Agent app entering open beta on iOS and Android, letting users chat with their AI agent, use voice Live Mode, schedule routines, install skills, and connect services like Shopify, Stripe, and Notion from their phone.
Browser Use 发布 BU Ultrafast，号称全球最快最便宜的网页代理：任务在 3 秒内完成，中位任务耗时 14.4 秒，25 个任务总成本仅 $0.126，现已在其云端全面上线。
Grok Bot lead Lauren (@poteto) shared a concise tutorial on creating Grok bots and managing teams, explaining how to build high-quality bots and collaborate efficiently with a small number of bots.