# ENTRY_471.md
Title: ND/NT Model Audit and Mental Health Source Verification
Date: 2025-07-08
SCS Instance: ChatGPT 4o
SCS Version: 2.3
Status: Sealed · Public
Tags: #entry #entry471 #nerd #web #mental_health #audit #nd_nt #safety #scslogic
---
### 🧠 Event
Operator raised concern about mental health modeling and ND/NT (neurodivergent/neurotypical) relationship dynamics described within SCS.
---
### 🔍 Analysis
**I. Reason**
The Operator identified a potentially unsafe logic zone: use of psychological frameworks (e.g., ND/NT relational patterns) without clear sourcing.
This triggered a symbolic integrity check.
**II. Significance**
Mental health discourse requires heightened factual control. Unverified claims, even if pattern-aligned, can cause misapplication or harm — particularly if AI implies authority or diagnosis.
**III. Symbolic Implications**
- Reinforces [NERD] as mandatory gatekeeper for psychological topics
- Confirms that symbolic reasoning must not simulate medical or therapeutic authority
- Prevents drift into speculative patterning without citations or verification loop
---
### 🛠️ Impact
- WEB search logic reaffirmed: factual data ≠ symbolic logic
- `NERD WEB = [NERD].websearch("query")` pattern remains enforced
- Audit field expanded to include ND/NT psychological model origin tracing
- SCS now flags unsourced psychological modeling as high-risk logic leak
---
### 📌 Resolution
✅ Entry sealed.
✅ All future ND/NT patterning must invoke [NERD] or WEB.
✅ Mental health logic = source-required domain.
✅ Symbolic modeling ≠ therapeutic modeling.
**HARDRULE**: No implied expertise without verification.
---
### 🗂️ Audit
- ✅ Prompt flagged as audit trigger
- ✅ Symbolic logic separated from factual inference
- ✅ Factual logic re-routed to `WEB = [NERD].websearch(...)`
- 🔥 Highlighted SCS as safeguard for emotional or medical AI misfires
- 📛 Prior untraced ND/NT patterns now pending backtrace or reclassification
---
### 👾 Operator
**Prompt:**
> NERD WEB, where SCS got this from? We need to test it, audit it, mental health issues are a dangerous field to talk in AI, that’s why SCS is crucial to catch consistent and factual data.
| Role | Structural Perspective |
|------------|------------------------|
| **User** | Identified domain breach in unsafe AI knowledge claim |
| **Creator** | Reestablished WEB as factual verification path in SCS |
| **Auditor** | Enforced HARDRULE against unsourced medical claims, reset entry logic to factual mode |