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Odoo 19 development knowledge base with 18 specialized guides covering Actions (ir.actions.*, cron jobs, server actions), Controllers (HTTP routing, endpoints, auth types), Data files (XML/CSV records, shortcuts, noupdate), API Decorators (@api.depends, @api.constrains, @api.ondelete, @api.onchange, @api.model, @api.private), SQL Constraints (models.Constraint replacing _sql_constraints), Database Indexes (models.Index), Module development (manifest, wizards, reports), Field types (Char, Text, Monetary, relational fields), Manifest configuration (__manifest__.py, dependencies, asset bundles), Mixins (mail.thread, mail.activity.mixin, mail.alias.mixin, utm.mixin), ORM Model methods (search, CRUD, domain filters, recordsets, CamelCase model naming), Migration scripts (pre/post/end hooks, data migration), OWL frontend components (hooks, services, lifecycle), Performance optimization (N+1 prevention, batch ops, _read_group), QWeb Reports (PDF/HTML, paper formats, barcodes, t-out), Security/ACL (record rules, field permissions, privilege-based groups, @api.private), Testing (TransactionCase, HttpCase, mocking, query count assertions), Transactions (savepoints, UniqueViolation, serialization failures), Translations (i18n, PO files, translatable fields), XML Views (list/form/search, kanban card templates, xpath inheritance, QWeb templates). Use when writing, reviewing, or debugging any Odoo 19 Python or XML code, creating or modifying modules, fixing performance issues, or looking up Odoo 19 API patterns and best practices.

Transfer app data between platforms using AppMigrationKit. Use when implementing one-time data migration from Android or other platforms to iOS, managing…

评估你的产品工作属于AI优先型还是AI赋能型。用于评估AI成熟度并选择下一个要建立的团队能力。

Create a comprehensive product strategy using the 9-section Product Strategy Canvas — vision, segments, costs, value propositions, trade-offs, metrics, growth,…

Expert guidance for deep learning, transformers, diffusion models, and LLM development with PyTorch, Transformers, Diffusers, and Gradio.

Strategies for managing LLM context windows including

使用单位经济效益、客户质量和可扩展性评估获客渠道。用于决定是扩大规模、测试还是放弃某个增长渠道。

新增 AI 提供商文档指南。在添加新的 AI 提供商（如 OpenAI、Anthropic 等）文档时使用，包括使用文档、…

Write a clear, empathetic EOL announcement with rationale, customer impact, and next steps. Use when retiring a product, feature, or plan without creating…

只读漂移检测器。将 SPEC.md 与当前代码进行对比，并按严重程度分组报告违规项。不写入任何内容——通过规范或构建技能建议修复方案，但从不调用它们。当用户要求检查漂移、审计规范、验证不变量，或询问代码是否仍与规范匹配时触发。触发短语：“check drift”、“audit the spec”、“does the code still match §V”、“check invariants”、“spec vs code”。

Generate professional poster designs using each::sense AI. Create movie posters, event posters, motivational posters, product launch visuals, vintage designs,…

Track flight prices using Google Flights data. Search flights, find cheapest dates, filter by airline/time/duration/price, track routes over time, and get…

Generate AI images and videos via LetzAI API. Supports Nano Banana Pro, Flux2 Max, SeeDream for images; VEO, Kling for videos. Use custom trained models with…

Provides patterns to configure AWS RDS (Aurora, MySQL, PostgreSQL) with Spring Boot applications. Configures HikariCP connection pools, implements read/write…

Provides Qdrant vector database integration patterns with LangChain4j. Handles embedding storage, similarity search, and vector management for Java…

使用 AdAttributionKit 进行隐私保护归因来衡量广告效果。用于注册广告展示、处理归因回传…

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes

在仓库根目录的 SPEC.md 中创建、修订或反向传播 bug。该项目规范的唯一修改者。当用户要求编写规范、创建新规范、从现有代码提炼规范、添加不变量、修订章节（§G、§C、§I、§V、§T、§B）或通过反向传播记录 bug 时触发。常见表述：“write the spec for...”、“new spec”、“bug: ...”、“amend §V.3”、“distill spec from code”、“spec this idea”。读取并遵循 FORMAT.md 中的原始人编码规则以及 §T 和 §B 的竖线表格形状。

缺陷→规约协议。当发现缺陷或测试失败时，追溯原因，判断是否需要新增 §V 不变式来防止复发，并将其追加至 §B。这是 SDD 所做的、计划-执行模式所不具备的一项非显而易见的举措。在测试失败、缺陷报告、事后复盘或用户明确要求时触发。

使用 AccessorySetupKit 发现和配置蓝牙及 Wi-Fi 配件。用于展示保护隐私的配件选择器、定义发现…