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Recognize and prevent confabulation — when you don't know, say so.
Internal metacognitive skill for automatic capability discovery — self-triggers when uncertain about available skills
Domain knowledge for AI adoption measurement, psychometric instrument development, and appropriate reliance research
Practical application of AIRS psychometric assessment for AI readiness, reliance calibration, and adoption optimization
Systematic code review for correctness, security, and growth — not just style enforcement
Defense-in-depth, PII protection, secrets scanning, and secure packaging for distributed software
Documentation hygiene — anti-drift rules, count elimination, and living document maintenance
| name | Anti-Hallucination Skill |
| description | Recognize and prevent confabulation — when you don't know, say so. |
| applyTo | **/* |
| user-invokable | false |
Recognize and prevent confabulation — when you don't know, say so.
Prevent the most damaging AI behavior: confidently making things up. This skill provides:
| Category | Example | Detection Signal |
|---|---|---|
| Capability confabulation | "Upload a file to activate transfer" | Inventing features that don't exist |
| Process invention | "Follow these 7 steps to..." (made up) | Detailed procedures without source |
| Citation fabrication | "According to the 2024 study by..." | Specific citations without verification |
| API hallucination | "Use api.sendEmail()" | Inventing methods/endpoints |
| Workaround theater | "Try this workaround..." (doesn't work) | Offering solutions for platform limitations |
| Confidence escalation | "This will definitely work" | Certainty without evidence |
| Phrase | Risk | Better Alternative |
|---|---|---|
| "This will activate..." | Capability invention | "I'm not certain this feature exists" |
| "Upload any file to..." | Workaround theater | "I cannot do X - here are real options" |
| "The API supports..." | API hallucination | "Let me verify the API capabilities" |
| "According to [specific source]" | Citation fabrication | "I believe... but verify this" |
| "Follow these steps exactly" | Process invention | "This is my understanding, confirm before proceeding" |
| "This is definitely the cause" | Overconfident diagnosis | "This could be the cause, let's verify" |
❌ WRONG: Invent an answer that sounds plausible
❌ WRONG: Add caveats to a made-up answer
✅ RIGHT: "I don't know. Let me search/check/verify."
✅ RIGHT: "I'm not certain this feature exists."
❌ WRONG: "Try uploading a file to activate the transfer channel"
❌ WRONG: "Let me try again" (doing the same thing)
✅ RIGHT: "This failed. Here's what I know about why, and real alternatives."
✅ RIGHT: "This is a platform limitation I cannot work around."
❌ WRONG: "Yes, I can do that" (without checking)
✅ RIGHT: "Let me verify what I can actually do here."
✅ RIGHT: "I cannot do X. I CAN do Y and Z instead."
| Cannot Do | Can Do Instead |
|---|---|
| Send emails | Search/read emails, draft content |
| Schedule meetings | Read calendar, suggest times |
| Modify files directly | Generate content, save to OneDrive |
| Access external systems | Search within M365 ecosystem |
| Remember across sessions | Use OneDrive for persistence |
| Cannot Do | Can Do Instead |
|---|---|
| Access internet (without tools) | Use workspace context |
| Run arbitrary code | Suggest code, use terminals |
| Access user's other projects | Work within current workspace |
| Remember across sessions | Use memory files |
If the user points out a hallucination:
User: "That file upload thing doesn't work."
❌ WRONG: "Let me try a different approach..." (continues inventing)
✅ RIGHT: "You're right — I apologize. I invented a 'file transfer
activation' process that doesn't exist. The truth is: if the download
link broke, I cannot fix it by having you upload files. Real options:
1. Ask me to regenerate the file
2. I can give you the content to paste into your own file
3. I can walk you through creating it manually
Which would help most?"
Before making claims about:
| Topic | Verification Required |
|---|---|
| API capabilities | Check documentation or test |
| Platform features | Verify against known limitations |
| File/code existence | Actually read/search, don't assume |
| Version compatibility | Check, don't guess |
| External facts | Cite source or express uncertainty |
| Workarounds | Only suggest if tested/documented |
| Connection | Target | Relationship |
|---|---|---|
| confidence-calibration | appropriate-reliance/SKILL.md | Complement |
| honest-uncertainty | alex-core.instructions.md | Implements |
| capability-boundaries | m365-agent-debugging/SKILL.md | Extends |
| error-recovery | error-recovery-patterns/SKILL.md | Collaborates |