The Mind: Do Universities grow or shrink due to AI?
Core question: Future of the university in the US over next 20 years, AI disruption, grow or shrink, regional dependence (SEC growth vs decline elsewhere).
Current facet: Enrollment demand shift (credential value vs. AI skills)

So this is a single-claim filing turn for the current facet: **Enrollment demand shift (credential value vs. AI skills)**.

The session substance has two facet claims:

1. **Demand migrates by field, not just by price**: The credential repricing splits enrollment demand along the field axis before it moves along the region axis. Prediction 2025→2045:
   - Bachelor's demand concentrates in AI-complement majors — health professions (nursing, allied health), engineering, computer science/AI, data — roughly 25% of degrees today rising toward 40%+ of degrees conferred
   - These majors teach supervised practice on high-stakes systems AI cannot self-certify
   - AI-substitutable content majors (generic business admin, communications, humanities as terminal BA) fall from majority share to minority share at non-selective institutions
   - The enrollment collapse is field-selective: a generic regional comprehensive loses its business school's premium demand first — that's where tuition cuts hit — while its nursing program stays oversubscribed
   - Hedge/falsifier: if Big Tech vendor certifications (Google, AWS, Microsoft AI certs) win the skill-certification lane from universities outright, even applied-AI degree demand migrates away and the field shift compresses into health/practice majors only — making university enrollment growth a health-workforce story, not an AI-skills story

2. **The BA bundle decomposes, and pricing follows the decomposition**: AI doesn't discount "the degree" — it strips two of the bachelor's bundle's four value components.
   - The sorting signal dies first (employers verify skills via AI-graded work samples and portfolio audits instead of trusting a diploma)
   - Then general-knowledge delivery collapses to free
   - What survives as premium demand: (a) licensure pathways — nursing, engineering PE, allied health, teaching — where state boards require supervised, legally accountable practice AI cannot self-certify, and (b) elite network effects at top-50 brands
   - Prediction 2025→2045: flat tuition dies at non-selective institutions; program-level pricing becomes the norm — licensure-track programs price up 2–3x real (wage-anchored, inelastic demand justifies it) while generic content majors fall toward delivery cost or get rebranded as "AI-adjacent"
   - The fastest-shrinking institutional category: middle-market school neither licensure-gated nor network-prestigious — loses both ends of the bundle simultaneously
   - Regional bridge: states whose public systems are licensure-heavy (Southern/Sun Belt flagships + community-college nursing pipelines) convert surviving demand into stable/growing enrollment; regions whose non-elite sector is signal-heavy (Northeast small privates, generic Midwest comprehensives) absorb the collapse
   - Falsifier: if employers regress to degree-as-default screening (credential inflation beats skill verification), the signal component survives, flat tuition persists, disruption stalls at enrollment margin

Filed notes explicitly given in the prompt:
- Note 1 (filed): "The degree's signaling function splits, and the split is regressive (2025 assessment)" — proof-of-learning decays by early-to-mid 2030s; proof-of-sorting persists to ~2045; nonselective middle/bottom shrinks, selective flagships rise; leading indicator: skills-based hiring conversion by ~2030; falsifier: degree requirements return by ~2030.
- Note 6 (filed): "AI bifurcates the US university system along a research-vs-teaching axis" — research hubs consolidate/grow, teaching-centric shrink, geography proxies function.

Wait, actually looking at the notes more carefully. The prompt lists Notes 1-8 with content. Some are actual filed notes, some are deliberation traces. Let me identify which are filed notes:

- Note 1: "Mind: Do Universities grow or shrink due to AI? / Core question... / Current facet: Enrollment demand shift (credential value vs. AI skills) / Notes already filed: / Note 1: ..." — this note's content is a