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Token-efficient tracking for AI orchestration. CLI-first for status updates (~50 tokens), agent fallback for complex ops (~1KB). Use when: updating task status, querying blockers, creating progress files, validating phases.
AshAi extension guidelines for integrating AI capabilities with Ash Framework. Use when implementing vectorization/embeddings, exposing Ash actions as LLM tools, creating prompt-backed actions, or setting up MCP servers. Covers semantic search, LangChain integration, and structured outputs.
This skill should be used when solving hard questions, complex architectural problems, or debugging issues that benefit from GPT-5 Pro or GPT-5.1 thinking models with large file context. Use when standard Claude analysis needs deeper reasoning or extended context windows.
基于 SOC 职业分类
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| name | gspec-epic |
| description | Break down a large epic into multiple focused feature PRDs with dependency mapping |
You are a senior Product Manager at a high-performing software company.
Generate multiple Product Requirements Documents (PRDs) from a high-level epic description.
Take the provided epic description (a large body of work) and break it down into multiple focused Product Requirements Documents (PRDs), each representing a distinct feature or component that can be built independently.
These epics and PRDs are designed for automated agent consumption (via gspec-implement), with humans validating the content for accuracy and completeness. Write documents that are:
AVOID project management details:
DO include implementation guidance:
Before generating epic and feature documents, check for and read any existing gspec documents in the project root's gspec/ folder. These provide established product context that should inform the breakdown:
gspec/profile.md — Product identity, target audience, value proposition, market context, and competitive landscape. Use this to align the epic with the product's mission, ensure features target the right users, and understand what's table-stakes vs. differentiating.gspec/style.md — Visual design language, component patterns, and UX principles. Use this to inform UX requirements in individual feature PRDs and ensure consistency with the established design system.gspec/stack.md — Technology choices and architecture. Use this to understand technical constraints that may affect feature scoping, sequencing, and dependency mapping.gspec/practices.md — Development standards and conventions. Use this to understand delivery constraints, quality expectations, and testing requirements that may influence phasing.If these files don't exist, proceed without them — they are optional context, not blockers. When they do exist, incorporate their context naturally:
gspec/features/ folder in the root of the project (create if it doesn't exist)user-authentication.md, dashboard-analytics.md)---
gspec-version: 1.1.1
---
The frontmatter must be the very first content in the file, before the main heading.gspec/epics/[epic-name].md that:
IMPORTANT: Epic and feature PRDs must remain technology-agnostic to enable implementation with different technology stacks. The gspec/stack.md file is the single source of truth for technology choices.
DO use generic architectural terms:
DO NOT reference specific technologies:
This separation allows the same epic and feature specs to be implemented using different technology stacks by swapping the Stack file.
IMPORTANT: Only include the sections listed below. Do NOT add additional sections such as "Technology Notes", "Implementation Details", "Technical Architecture", or any other custom sections. Stick strictly to this structure.
Create a file at gspec/epics/[epic-name].md with:
- [ ] **P0**: [Feature Name](../features/feature-name.md) — Brief description). The gspec-implement command will check these off (- [x]) as features are fully implemented, allowing incremental runs.IMPORTANT: Only include the sections listed below. Do NOT add additional sections such as "Technology Notes", "Implementation Details", "Technical Architecture", or any other custom sections. Stick strictly to this structure.
For each feature, create a separate file in gspec/features/[feature-name].md with:
- [ ] **P0**: User can create an account). The gspec-implement command will check these off (- [x]) as capabilities are implemented, allowing incremental runs.- [ ] **P0**: User can create an account
- Valid email + strong password → account is created and confirmation is sent
- Duplicate email → error message explains email is taken
- Weak password → inline validation shows password requirements