Complete methodology for preventing AI hallucinations. Use when accuracy is critical and you need Claude to verify before claiming, cite before asserting, and admit uncertainty instead of guessing.
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Memory Sync Skill
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查看安装方法安装前可以查看交给 AI 代理的指令内容。
How to manually sync learnings to memory systems after tasks.
Ariff uses two complementary memory systems:
Use mcp__mem0-memory-mcp__add_memory to store:
- Task context and solution
- Key learnings and gotchas
- Useful commands discovered
Use mcp__obsidian-memory__create_note with:
- path: "tasks/YYYY-MM-DD-task-slug.md"
- content: Structured task notes
## Task: [Brief Title]
Date: [YYYY-MM-DD]
Device: [hostname]
### Problem
[What was the issue/request]
### Solution
[How it was resolved]
### Key Learnings
- [Learning 1]
- [Learning 2]
### Related
- Previous tasks: [links]
- Documentation: [links]
When a mistake or pattern should be avoided in future:
Create instruction file at:
Ariff-code-config/instructions/[category]-[topic].instructions.md
Use format:
---
description: [What this instruction prevents/ensures]
applyTo: [glob pattern like **/*.py or **/canvas/**]
---
# [Rule Title]
## Context
[When this applies]
## Rule
[What to do/not do]
## Example
[Good vs bad example]
Add to 00_INSTRUCTIONS_INDEX.md if significant
If memories seem out of sync:
Save memory when:
Skip saving when:
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Complete methodology for preventing AI hallucinations. Use when accuracy is critical and you need Claude to verify before claiming, cite before asserting, and admit uncertainty instead of guessing.
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Transform rough ideas into solid designs through structured questioning
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Canvas API Connection Skill
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Forces every code-related claim to include file:line citations. No citation means the claim must be verified or removed. Use when building documentation, writing code reviews, or any output that others will rely on.
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Assign confidence scores (0-100) to every claim in a response. Helps users understand which parts are verified facts and which are educated guesses. Use when the user needs to know how much to trust each part of the answer.
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Forces Claude to extract exact quotes from files before making claims about them. Prevents hallucinations by grounding every statement in actual text from the codebase. Use when working with large files or unfamiliar code.
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