diff --git a/blog/2026-05-02-ivorysql-skills-how2026/img-1.png b/blog/2026-05-02-ivorysql-skills-how2026/img-1.png new file mode 100644 index 00000000..df178ede Binary files /dev/null and b/blog/2026-05-02-ivorysql-skills-how2026/img-1.png differ diff --git a/blog/2026-05-02-ivorysql-skills-how2026/img-2.png b/blog/2026-05-02-ivorysql-skills-how2026/img-2.png new file mode 100644 index 00000000..8d2c7b72 Binary files /dev/null and b/blog/2026-05-02-ivorysql-skills-how2026/img-2.png differ diff --git a/blog/2026-05-02-ivorysql-skills-how2026/img-3.png b/blog/2026-05-02-ivorysql-skills-how2026/img-3.png new file mode 100644 index 00000000..fc678528 Binary files /dev/null and b/blog/2026-05-02-ivorysql-skills-how2026/img-3.png differ diff --git a/blog/2026-05-02-ivorysql-skills-how2026/img-4.png b/blog/2026-05-02-ivorysql-skills-how2026/img-4.png new file mode 100644 index 00000000..c01d251a Binary files /dev/null and b/blog/2026-05-02-ivorysql-skills-how2026/img-4.png differ diff --git a/blog/2026-05-02-ivorysql-skills-how2026/index.md b/blog/2026-05-02-ivorysql-skills-how2026/index.md new file mode 100644 index 00000000..62adb4b0 --- /dev/null +++ b/blog/2026-05-02-ivorysql-skills-how2026/index.md @@ -0,0 +1,188 @@ +--- +slug: ivorysql-skills-how2026 +title: HOW 2026 Talk — Open-sourcing a Practical IvorySQL Skills Toolkit for AI Agents +authors: [严少安] +category: IvorySQL +image: img/blog/covers/ivorysql-skills.svg +tags: [IvorySQL, Skills, AI Agent, PostgreSQL, HOW2026] +--- + +> This article is by Yan Shao'an, PostgreSQL ACE, IvorySQL Contributor, and IvorySQL Expert Advisory Committee member. He holds PGCM, PGCE, PGCA, HGCP, HGCA certifications and writes the WeChat blog "少安事务所" (Shawn's Office), focused on data & AI technology. This article is based on his talk at HOW 2026, originally published on his WeChat blog. + +On April 27, HOW 2026 was held at the Shandong Mansion in Jinan. For a recap of the morning main forum, see: + +[HOW 2026: PostgreSQL & AI Collide in the City of Springs](https://mp.weixin.qq.com/s/HTs41c_nKX2I83c8LAZ2vw) + +As an IvorySQL Expert Advisory Committee member, I gave a talk in the afternoon session where I introduced **IvorySQL Skills** for the first time — a compilation of the IvorySQL operations and development techniques I've refined in my daily work, now open-sourced for everyone. Let's dive into what IvorySQL Skills is and why you need it. + +![img](img-1.png) + +## 01. In the Agentic AI Era, "Show Me How" Beats "Show Me Why" + +I put three statements in my slides — they capture the motivation behind this project. + +**First, AI is great at exploring, not decision-making.** Let AI draft an initial version, generate test cases, or explain execution plans — but the final decision for production must always be human-reviewed. The problem is: if you don't know "the right way," how can you judge if the AI's suggestion is good? + +**Second, AI is an amplifier, not a replacement.** The stronger your own skills, the better AI amplifies them. If you have a shallow understanding of SQL optimization, you can't judge AI's suggestions either. So a solid foundational skill library must come first. + +**Third, picking the right tool matters more than using many.** Not every AI tool is worth trying, but a production-verified, plug-and-play "tech cookbook" definitely belongs at your fingertips. + +![img](img-2.png) + +This is exactly the positioning of IvorySQL Skills — a "tech cookbook." It's not a repeat of official documentation but a collection of hands-on scripts and configuration templates that I've repeatedly refined and verified over the past two years while migrating from Oracle 19c to IvorySQL, deploying on domestic platforms (LoongArch + KylinOS), and conducting internal team training. + +**Project repo**: https://github.com/shawn0915/ivorysql-skills + +Feel free to give it a Star ⭐ + +If the access speed is slow, use the domestic mirror: + +https://gitcode.com/mydb/ivorysql-skills + +![img](img-3.png) + +## 02. What's Inside IvorySQL Skills + +The entire toolkit is organized into four major modules with **22 skills** total. Each skill is a standalone file containing scenario description, applicable versions, step-by-step instructions, and verification commands. + +![img](img-4.png) + +### Core Skills + +| Skill | Description | +| --------------------- | ------------------------------------------------ | +| ivorysql | Main entry point, product overview | +| ivorysql-deployment | Installation & deployment (Docker/K8s/source) | +| ivorysql-architecture | Architecture design (dual parser / dual port) | +| ivorysql-config | System configuration (GUC/parameters) | +| ivorysql-security | Security configuration (permissions/audit/TDE) | +| ivorysql-ha | High availability (backup/replication/monitoring)| + +### Development Skills + +| Skill | Description | +| --------------------- | ----------------------------------------- | +| ivorysql-app-builder | End-to-end application development | +| ivorysql-jdbc | Java JDBC development | +| ivorysql-python | Python development (psycopg/SQLAlchemy) | +| ivorysql-go | Go development (pgx/GORM) | +| ivorysql-csharp | C#/.NET development (Dapper/EF Core) | +| ivorysql-nodejs | Node.js development (pg/Sequelize/Prisma) | +| ivorysql-c | C language development (libpq/ECPG) | +| ivorysql-odbc | ODBC cross-platform development | + +### Feature Skills + +| Skill | Description | +| ----------------------- | -------------------------------------------- | +| ivorysql-sql | SQL syntax (DDL/DML/queries) | +| ivorysql-functions | Built-in functions (string/date/aggregate) | +| ivorysql-plisql | PL/iSQL stored procedures | +| ivorysql-oracle-compat | Oracle compatibility features (21 items) | +| ivorysql-migration | Data migration (Oracle/MySQL → IvorySQL) | + +### Auxiliary Skills + +| Skill | Description | +| ------------------- | -------------------- | +| ivorysql-faq | Frequently asked questions | +| ivorysql-ecosystem | Ecosystem integration | +| ivorysql-tools | Client tools | + +**Example: Oracle Compatible Function Quick Reference (Migration Adaptation)** + +IvorySQL 5.0, based on PostgreSQL 18.0, added 21 Oracle compatibility features. But developers often get stuck on specific functions during actual migration. This skill doesn't list every compatible function — it focuses on the Top 20 most error-prone ones. + +``` +-- Scenario: Migrating from Oracle 19c to IvorySQL 5.3, +-- quickly verify commonly used function compatibility +-- Applicable versions: IvorySQL 5.0+ / PG 18.x + +-- 1. Date handling: Oracle ADD_MONTHS +SELECT ADD_MONTHS('2026-04-27'::timestamp, 3); -- Native IvorySQL support + +-- 2. String concatenation: Oracle || +SELECT 'HOW' || '2026' || 'Jinan'; -- Compatible, no rewrite needed + +-- 3. NULL handling: Oracle NVL +SELECT NVL(NULL, 'default_value'); -- Compatible + +-- 4. Row number: Oracle ROWNUM +SELECT * FROM (SELECT *, ROWNUM() OVER() AS rn FROM pg_tables) t WHERE rn <= 5; + +-- Verification: Check the current IvorySQL compatibility mode +SHOW ivorysql.compatible_mode; -- Returns 'oracle' or 'pg' +``` + +## 03. What Makes a Good Skill + +During my HOW 2026 talk, I also shared the design standards for IvorySQL Skills. Nothing fancy — just four hard requirements that ensure every skill is "ready to use." + +| Design Principle | Requirement | +| -------------------- | ---------------------------------------------------------------- | +| Scenario-driven | Title must include _scenario_ and _version_, e.g. "How to compile and install IvorySQL 5.3" | +| Plug-and-play | Code blocks must be directly runnable; use `< >` for variables with comments explaining substitutions | +| Domestic platform fit| Any deployment skill must note supported domestic CPUs and OS | +| Verifiable | Every skill must end with a verification command or checklist | + +## 04. How to Install & Use: Three Ways, 30 Seconds + +Beyond the three methods below, there's an even simpler path. Just tell your AI coding agent: + +> Install this skills package: shawn0915/ivorysql-skills + +**Method 1: npx one-click install (Recommended)** + +``` +# Install skills manager globally, then pull IvorySQL skills +npx skills add shawn0915/ivorysql-skills + +# After install, list available skills +skills list | grep ivorysql +``` + +**Method 2: npm install** + +``` +npm i ivorysql-skills +``` + +**Method 3: Git clone (for customization & internal team use)** + +``` +git clone https://github.com/shawn0915/ivorysql-skills.git +``` + +Directory structure: + +``` +ivorysql-skills/ +├── SKILL.md # Package-level entry (routing hub) +├── README.md # Documentation +│ +├── ivorysql/ # Main skill (product overview) +│ └── references/ # Reference docs +├── ivorysql-app-builder/ # End-to-end app dev +│ └── references/ # Reference docs +├── ivorysql-architecture/ # Architecture design +│ └── references/ # Reference docs +... +``` + +In an internal environment: fork the Git repo to your company's GitLab. DBAs and developers each contribute their verified skills, forming a team-level "private skill library." When a new hire joins — or when a new AI agent comes online — install this skill pack first, and it covers most daily operations. + +## 05. Closing Thoughts + +At the end of my talk, I shared this perspective: in the **Agentic AI era, Skills are not what AI replaces — they're the anchors that give AI its "factual baseline."** + +What does that mean? If you tell AI to generate an IvorySQL backup script, it might give you a `pg_basebackup` command with parameters that work for PG 15 but not PG 18, or that ignore the domestic SSL environment. But if you've already installed IvorySQL Skills for your Agent, the model's output has boundaries — it stays grounded in verified practice. + +My biggest takeaway from HOW 2026 — after a full morning of keynotes and an afternoon of hallway conversations — is: **China's PG ecosystem is shifting from "chasing open source" to "contributing to open source."** IvorySQL Skills is a tiny project. No complex code, just a bunch of Markdown docs. But at its core, it exists so that when you use AI coding agents, they understand IvorySQL better. Let your agent know your stack. + +**Skills are distilled experience. They're agent playbooks. And they're the practical toolkit that levels up your efficiency.** + +> **Postscript — May 2, 2026** + +> This post was drafted on April 28, the day after HOW 2026. But on April 30, I saw that [Oracle Skills was open-sourced](https://mp.weixin.qq.com/s/GMqlICHS2dlmPQxPAx7cow), and I realized there's still much to improve in IvorySQL Skills. For instance, we need to better articulate the differences between IvorySQL and PostgreSQL. And we need more cases, scripts, workflows, and tools for Oracle-to-IvorySQL migration. + +> To be continued. diff --git a/blog/authors.yml b/blog/authors.yml index f662ff62..6e970162 100644 --- a/blog/authors.yml +++ b/blog/authors.yml @@ -8,4 +8,7 @@ Asif: url: https://github.com/rasifr Yasir Hussain Shah: name: Yasir Hussain Shah - url: https://www.data-bene.io/en/team/yasir-hussain-shah/ \ No newline at end of file + url: https://www.data-bene.io/en/team/yasir-hussain-shah/ +严少安: + name: 严少安 + url: https://github.com/shawn0915 \ No newline at end of file diff --git a/i18n/zh-CN/docusaurus-plugin-content-blog/2026-05-02-ivorysql-skills-how2026/img-1.png b/i18n/zh-CN/docusaurus-plugin-content-blog/2026-05-02-ivorysql-skills-how2026/img-1.png new file mode 100644 index 00000000..df178ede Binary files /dev/null and b/i18n/zh-CN/docusaurus-plugin-content-blog/2026-05-02-ivorysql-skills-how2026/img-1.png differ diff --git a/i18n/zh-CN/docusaurus-plugin-content-blog/2026-05-02-ivorysql-skills-how2026/img-2.png b/i18n/zh-CN/docusaurus-plugin-content-blog/2026-05-02-ivorysql-skills-how2026/img-2.png new file mode 100644 index 00000000..8d2c7b72 Binary files /dev/null and b/i18n/zh-CN/docusaurus-plugin-content-blog/2026-05-02-ivorysql-skills-how2026/img-2.png differ diff --git a/i18n/zh-CN/docusaurus-plugin-content-blog/2026-05-02-ivorysql-skills-how2026/img-3.png b/i18n/zh-CN/docusaurus-plugin-content-blog/2026-05-02-ivorysql-skills-how2026/img-3.png new file mode 100644 index 00000000..fc678528 Binary files /dev/null and b/i18n/zh-CN/docusaurus-plugin-content-blog/2026-05-02-ivorysql-skills-how2026/img-3.png differ diff --git a/i18n/zh-CN/docusaurus-plugin-content-blog/2026-05-02-ivorysql-skills-how2026/img-4.png b/i18n/zh-CN/docusaurus-plugin-content-blog/2026-05-02-ivorysql-skills-how2026/img-4.png new file mode 100644 index 00000000..c01d251a Binary files /dev/null and b/i18n/zh-CN/docusaurus-plugin-content-blog/2026-05-02-ivorysql-skills-how2026/img-4.png differ diff --git a/i18n/zh-CN/docusaurus-plugin-content-blog/2026-05-02-ivorysql-skills-how2026/index.md b/i18n/zh-CN/docusaurus-plugin-content-blog/2026-05-02-ivorysql-skills-how2026/index.md new file mode 100644 index 00000000..f0f5a4c8 --- /dev/null +++ b/i18n/zh-CN/docusaurus-plugin-content-blog/2026-05-02-ivorysql-skills-how2026/index.md @@ -0,0 +1,187 @@ +--- +slug: ivorysql-skills-how2026 +title: HOW 2026 分论坛演讲：开源一套自用 IvorySQL 数据库 Skills +authors: [严少安] +category: IvorySQL +image: img/blog/covers/ivorysql-skills.svg +tags: [IvorySQL, Skills, AI Agent, PostgreSQL, HOW2026] +--- + +> 本文作者严少安，PostgreSQL ACE, IvorySQL 贡献者，IvorySQL 专家顾问委员。持有 PGCM, PGCE, PGCA, HGCP, HGCA 等认证。主笔公众号「少安事务所」，专注于数据 & AI 领域技术传播。本文为 HOW 2026 严少安老师的演讲内容，首发于公众号【少安事务所】。 + +4 月 27 日，HOW 2026 大会在济南山东大厦召开。上午主论坛的内容回顾戳这里: + +[HOW2026 大会：PostgreSQL 与 AI 在泉城济南的硬核碰撞](https://mp.weixin.qq.com/s/HTs41c_nKX2I83c8LAZ2vw) + +笔者作为 IvorySQL 专家顾问委员，在当天下午分论坛进行了一次分享，期间首次介绍了 **IvorySQL Skills**。这是我把自己日常工作中沉淀的 IvorySQL 运维和开发技巧做了一次梳理，并开源出来分享给大家。下面来具体聊聊这套 IvorySQL-Skills 是什么，为什么需要它。 + +![img](img-1.png) + +## 01. Agentic AI 时代，"告诉我怎么做"比"告诉我原理"更值钱 + +我在 PPT 里放了三句话，这也是我做这个项目的初衷。 + +**第一，AI 适合做探索，不适合做决策。** 让 AI 帮你写初稿、生成测试用例、解释执行计划都可以，但最终上生产的决策必须人把关。可问题是，如果你连"正确的做法"都不知道，你怎么判断 AI 给的建议好不好？ + +**第二，AI 是放大器，不是替身。** 你本身能力越强，AI 放大效果越好。你对 SQL 优化理解不深，AI 的建议你也判断不了好坏。所以基础技能库必须先行。 + +**第三，选对工具比用多少重要。** 不是所有 AI 工具都值得尝试，但一套经过生产环境验证的、即插即用的技术"菜谱"，绝对值得放在手边。 + +![img](img-2.png) + +IvorySQL Skills 的定位就是这个"技术菜谱"。它不是官方文档的重复，而是我在过去两年从 Oracle 19c 迁移到 IvorySQL、在信创环境（龙芯 LoongArch + 麒麟 OS）做部署、给团队做内部培训过程中，反复打磨验证过的实操脚本和配置模板。 + +**项目地址**：https://github.com/shawn0915/ivorysql-skills + +欢迎大家点点 Star ⭐ + +如果访问速度慢，可以访问国内镜像： + +https://gitcode.com/mydb/ivorysql-skills + +![img](img-3.png) + +## 02. IvorySQL-Skills 里都有什么 + +目前整个套件按照使用场景拆成了四大模块，共 **22 个技能**。每个 skill 都是一个独立文件，包含场景描述、适用版本、操作步骤和验证命令。 + +![img](img-4.png) + +### 核心技能 + +| 技能 | 说明 | +| --------------------- | ---------------------------- | +| ivorysql | 主技能入口，产品概览 | +| ivorysql-deployment | 安装部署（Docker/K8s/源码） | +| ivorysql-architecture | 架构设计（双 Parser/双端口） | +| ivorysql-config | 系统配置（GUC/参数） | +| ivorysql-security | 安全配置（权限/审计/TDE） | +| ivorysql-ha | 高可用（备份/复制/监控） | + +### 开发技能 + +| 技能 | 说明 | +| -------------------- | ----------------------------------- | +| ivorysql-app-builder | 端到端应用开发 | +| ivorysql-jdbc | Java JDBC 开发 | +| ivorysql-python | Python 开发（psycopg/SQLAlchemy） | +| ivorysql-go | Go 开发（pgx/GORM） | +| ivorysql-csharp | C#/.NET 开发（Dapper/EF Core） | +| ivorysql-nodejs | Node.js 开发（pg/Sequelize/Prisma） | +| ivorysql-c | C 语言开发（libpq/ECPG） | +| ivorysql-odbc | ODBC 跨平台开发 | + +### 功能技能 + +| 技能 | 说明 | +| ---------------------- | ----------------------------------- | +| ivorysql-sql | SQL 语法（DDL/DML/查询） | +| ivorysql-functions | 内置函数（字符串/日期/聚合） | +| ivorysql-plisql | PL/iSQL 存储过程 | +| ivorysql-oracle-compat | Oracle 兼容特性（21 项） | +| ivorysql-migration | 数据迁移（Oracle/MySQL → IvorySQL） | + +### 辅助技能 + +| 技能 | 说明 | +| ------------------ | ---------- | +| ivorysql-faq | 常见问题 | +| ivorysql-ecosystem | 生态集成 | +| ivorysql-tools | 客户端工具 | + +**示例：Oracle 兼容函数速查（迁移适配类）** + +IvorySQL 5.0 基于 PostgreSQL 18.0 内核，新增了 21 个 Oracle 兼容特性。但开发者在实际迁移时，经常卡在一些具体函数上。这个 skill 不是罗列所有兼容函数，而是只放"最容易踩坑"的 Top 20 对照表。 + +``` +-- 场景：从Oracle 19c迁移到IvorySQL 5.3，快速验证常用函数兼容性 +-- 适用版本：IvorySQL 5.0+ / PG 18.x + +-- 1. 日期处理：Oracle的ADD_MONTHS +SELECT ADD_MONTHS('2026-04-27'::timestamp, 3); -- IvorySQL直接支持 + +-- 2. 字符串拼接：Oracle的|| +SELECT 'HOW' || '2026' || 'Jinan'; -- 兼容，无需改写 + +-- 3. 空值处理：Oracle的NVL +SELECT NVL(NULL, 'default_value'); -- 兼容 + +-- 4. 行号：Oracle的ROWNUM +SELECT * FROM (SELECT *, ROWNUM() OVER() AS rn FROM pg_tables) t WHERE rn <= 5; + +-- 验证命令：查看当前IvorySQL兼容级别 +SHOW ivorysql.compatible_mode; -- 返回 oracle 或 pg +``` + +## 03. 一个好的 Skill 应该是什么样子 + +在 HOW 2026 现场，我也分享了 IvorySQL Skills 的设计规范。这不是什么高大上的方法论，就是四个硬性要求，确保每个 skill 都是"拿到就能用"的水平。 + +| 设计原则 | 具体要求 | +| -------- | ------------------------------------------------------------- | +| 场景驱动 | 标题必须包含"场景"和"适用版本"，如"如何编译安装 IvorySQL 5.3" | +| 即插即用 | 代码块必须能直接复制运行，变量用 `<>` 标注，注释说明替换内容 | +| 信创适配 | 凡是涉及安装部署的 skill，必须标注支持的国产 CPU 和 OS | +| 可验证 | 每个 skill 最后必须跟一个验证命令或检查清单，确保操作成功 | + +## 04. 怎么安装使用：三种姿势，30 秒上手 + +除了下面介绍的三种常规方法外，还有更简单的方式。直接告诉你的 AI 编程助手： + +> 帮我安装这个 skills：shawn0915/ivorysql-skills + +**方式一：npx 一键安装（推荐，适合快速体验）** + +``` +# 全局安装skills管理器后，一键拉取IvorySQL技能包 +npx skills add shawn0915/ivorysql-skills + +# 安装完成后，查看可用skill列表 +skills list | grep ivorysql +``` + +**方式二：npm 一键安装** + +``` +npm i ivorysql-skills +``` + +**方式三：Git 克隆（适合二次开发和团队内部定制）** + +``` +git clone https://github.com/shawn0915/ivorysql-skills.git +``` + +目录结构： + +``` +ivorysql-skills/ +├── SKILL.md # 包级入口（路由中心） +├── README.md # 说明文档 +│ +├── ivorysql/ # 主技能（产品概览） +│ └── references/ # 参考文档 +├── ivorysql-app-builder/ # 端到端应用开发 +│ └── references/ # 参考文档 +├── ivorysql-architecture/ # 架构设计 +│ └── references/ # 参考文档 +... +``` + +在内部环境可以这样用：把 Git 仓库 fork 到公司内网 GitLab，DBA 和开发各自贡献自己验证过的 skill，形成团队级的"私有技能库"。新人入职第一天，或者当一个新的 Agent 上线，先装这个技能包，基本能覆盖大部分日常操作。 + +## 05. 结语 + +在分享的最后，我聊了一个观点：**Agentic AI 时代，Skills 不是被 AI 替代的东西，而是给 AI 提供"事实基准"的锚点。** + +什么意思呢？你让 AI 直接生成一条 IvorySQL 的备份脚本，它可能给你一条 pg_basebackup 的命令，参数可能适用于 PG 15 但不适用于 PG 18，或者没考虑国密 SSL 环境。但如果你已经让 Agent 安装了 IvorySQL Skills，那么大模型生成的内容就有了边界。 + +一上午听完 HOW 2026 主论坛，下午又和各位同行交流，最大的感受是：**中国 PG 生态正在从"追逐开源"走向"贡献开源"。** IvorySQL Skills 这个项目很小，没有复杂代码，就是一堆 Markdown 文档，但它本质上是为了让大家在使用 AI 编程助手时，更加容易上手，让 Agent 更懂你，让 Agent 更懂 IvorySQL。 + +**Skills 是经验的"蒸馏"品，是 Agent 的行动指南，也是你提升工作效率的"硬菜"。** + +> **2026-05-02 批注** + +> 本文是在 HOW 2026 第二天写的，也就是 4 月 28 日，但是我在 4 月 30 日看到了 [Oracle Skills 开源了](https://mp.weixin.qq.com/s/GMqlICHS2dlmPQxPAx7cow)，然后意识到 IvorySQL-Skills 还有很多需要改进的地方。比如，IvorySQL 和 PostgreSQL 的差异点，是否需要再梳理一下。再如，IvorySQL 在 Oracle 兼容性上，以及从 Oracle 迁移到 IvorySQL 还有哪些案例、脚本、流程、工具等都需要补充优化。 + +> 未完待续。 diff --git a/i18n/zh-CN/docusaurus-plugin-content-blog/authors.yml b/i18n/zh-CN/docusaurus-plugin-content-blog/authors.yml index f662ff62..6e970162 100644 --- a/i18n/zh-CN/docusaurus-plugin-content-blog/authors.yml +++ b/i18n/zh-CN/docusaurus-plugin-content-blog/authors.yml @@ -8,4 +8,7 @@ Asif: url: https://github.com/rasifr Yasir Hussain Shah: name: Yasir Hussain Shah - url: https://www.data-bene.io/en/team/yasir-hussain-shah/ \ No newline at end of file + url: https://www.data-bene.io/en/team/yasir-hussain-shah/ +严少安: + name: 严少安 + url: https://github.com/shawn0915 \ No newline at end of file diff --git a/static/img/blog/covers/ivorysql-skills.svg b/static/img/blog/covers/ivorysql-skills.svg new file mode 100644 index 00000000..5aacd721 --- /dev/null +++ b/static/img/blog/covers/ivorysql-skills.svg @@ -0,0 +1,83 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + ⚙ + SKILL + PACK + + 22 skills + + + + + AI + AGENT + + + + deployment + + + migration + + + Oracle compat + + + + + + + + + + + + + + + + + + + + + IvorySQL Skills for AI Agents + Open-sourcing a practical Skills toolkit for IvorySQL + + + + IVORYSQL + + IVORYSQL.ORG +