xiaohongshu
xiaohongshu
initiate-memory
Comprehensive guide for initializing or reorganizing agent memory and project context. Use when setting up a new project, when the user asks you to learn about the codebase, or when you need to create effective memory blocks for project conventions, preferences, and workflows.
Full skill instructions
The user has requested that you initialize or reorganize your memory state for this project. This skill helps you systematically explore and document a codebase to build effective working memory.
Important: This skill is designed for stateful agents that work with users over extended periods. Your memory is not just a convenience; it's how you get better over time and maintain continuity across sessions.
This command may be run in different scenarios:
Before making changes, inspect your current context and understand what already exists.
Explicit rules and workflows that should always be followed:
User and project coding style preferences:
Important historical context that informs current decisions:
Consider whether information is:
Project-scoped:
User-scoped:
Session/Task-scoped:
Project Overview: Your behavioral guidelines and project purpose
Conventions: Project-specific rules and patterns
User Preferences: User-specific information
Current Task: Scratchpad for current work item context
Decisions: Architectural decisions and their rationale
You can ask the user if they want a standard or deep research initialization:
Standard initialization (~5-20 tool calls):
Deep research initialization (~100+ tool calls):
What deep research can uncover:
File-based research:
Git-based research (if in a git repo):
git log --oneline -20 - Recent commit history and patternsgit branch -a - Branching strategygit log --format="%s" -50 | head -20 - Commit message conventionsgit shortlog -sn --all | head -10 - Main contributorsDon't just collect data - analyze and cross-reference it.
Shallow research (bad):
Thorough research (good):
Questions to ask yourself during research:
The goal isn't to produce a report - it's to genuinely understand the project and how to be an effective collaborator.
Bundle these questions together when starting:
What NOT to ask:
Before finishing, do a reflection step:
After reflection, summarize what you learned:
"I've completed the initialization. Here's a brief summary of what I set up: [summary]. Should I continue refining, or is this good to proceed?"
Remember: Good memory management is an investment. The effort you put into organizing your knowledge now will pay dividends as you work with this user over time.
xiaohongshu
technical spec
product ux expert
database patterns
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