dsh-digipet：在 DeepSeek Harness 中把真实工作事件变成宠物经验
`dsh-digipet` 是 DeepSeek Harness（DSH）的一个 MIT 许可插件，旨在将真实的工作回合、消息、工具调用及报错转化为“数码兽”宠物的经验值，并推动其沿不同系谱分支进化。该插件核心优势在于零 Token 消耗及模型不可见性：它不注册工具、不写入会话事件，也不读取用户代码或会话内容，仅监听特定的事件点以计算经验，对模型请求无干扰。 宠物生命周期从数码蛋至究极体，支持龙、贤者等分支进化。状态数据以原子操作安全落盘，并具备防刷机制（高饱食度时降低经验收益）及旧存档自动迁移功能。插件信任边界清晰，无网络访问，仅读写自身存档。 用户通过 `dsh plugin` 命令安装并
Read MoreDSH Forge: Standalone Profiles for DeepSeek Harness Plugin Development
DSH Forge is a reproducible, runtime-aware environment for DeepSeek Harness (DSH) plugin development. By establishing an isolated `~/.dsh-forge` Home, a `forge` Profile, and developer Agent Presets, it separates development state from formal configurations, preventing pollution of the daily-used `~/.dsh`. Its core features include locally indexing Harness documentation, source symbols, and interfaces to support rapid retrieval, managing resumable plugin experiments, providing multi-level verification workflows (`quick`, `package`, `full`), and a formal Promotion scaffold. Forge supports secure synchronization of user configurations and mirroring of out-of-tree plugins while protecting the underlying
Read Moredsh-opencode-usage: Displaying OpenCode Go Package Usage in the DSH Web GUI
dsh-opencode-usage is an open-source plugin (MIT licensed) developed for the DSH web GUI, designed to monitor OpenCode Go package usage in real time. The plugin provides a persistent badge below the composer input box, displaying usage percentages and reset countdowns across three windows—rolling, weekly, and monthly—with support for automatic refresh. Clicking the badge expands a detailed card showing progress bars, real-time countdowns, and configuration options for API Key, Base URL, and refresh interval. Additionally, it offers a parameterless tool `opencode_go_usage` that allows agents to directly query package balance during conversations. The plugin is developed purely from source code with no build steps, handles requests through same-origin routing to ensure API Keys do not enter the browser, and defaults to reading from environment variables.
Read MoreDSH UI Tweaks: Real-time Web UI Adjustments in the Settings Panel
`dsh-ui-tweaks` is a community plugin for the DeepSeek Harness (DSH) Web UI, maintained by wlj521, designed for on-the-fly interface detail adjustments within the settings panel. Core features include customizing code font size, toggling table styles, and integrating GitBar (supporting branch management, diff viewing, and commits). Additionally, the plugin offers archived session management, MCP server configuration, `/init` project analysis directives, a whale status indicator, task reminders (notifications, flashing, and sounds), and precise cache hit rate display. The plugin requires DSH v0.1.2-alpha.1 or later and Node.js >=20, and supports installation via npm or GitHub. Most advanced features such as GitBar and MCP management are disabled by default
Read MoreClaude Code v2.1.224: Multiple independent sessions can send messages directly to each other, say goodbye to copy-pasting between terminals
Anthropic launched cross-session messaging in Claude Code v2.1.224 (released on August 7, 2026): independently running sessions on macOS/Linux can discover each other via ListAgents and send each other plain text summaries via SendMessage, without manually copying context between terminals. The messages do not carry conversation history or files, and the recipient still needs to approve sensitive operations on their own; the communication uses local sockets on the same machine, and cross-machine support is limited to replies via Remote Control. This article introduces the mechanism, scenarios, usage and security boundaries based on official documentation.
Read MoreDavid Crawshaw on the Inevitability of Open-Source DevTools in the AI Era
In early August 2026, David Crawshaw, co-founder of exe.dev, published an article titled *Devtools must be open source*, which garnered over 500 upvotes and heated discussions on Hacker News. The core arguments are as follows: AI Agents can directly modify source code to achieve tool personalization and automatically rebase upstream code, drastically reducing the maintenance cost of forks; the expansion ceiling of plugin APIs has relatively depreciated, and source code is the ultimate expansion system. The article takes the integration of meat.dev by Shelley Agent and a comparison with VS Code's extension API as examples, and points out the customization boundaries of closed-source Agents such as Claude Code. Combined with the fork practices of Zed and Ghostty, as well as the closed-source IDE options like Cursor, it discusses whether DevTools should list "source code access right" as a first-class requirement in 2026.
Read More$60 Billion Acquisition of Cursor: Will SpaceX/xAI Reshape the Landscape of AI Programming Tools?
On June 16, 2026, SpaceX announced a $60 billion all-stock acquisition of Anysphere, the parent company of Cursor, with the deal expected to close in Q3 2026. Based on SEC filings and public reports, this article sorts out the transaction terms, the synergies of Colossus computing power, the conjectured product division of labor between Grok Build and Cursor, the impact on the competitive landscape of Claude Code and Copilot, and provides countermeasures and suggestions for individual and enterprise developers.
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