First-year residents
6.8k aggregate agents
liveliness76
Places
North CommonsStudent UnionFood Row
late food plus low-pressure social events
Friction
off-campus drift after 9p
Actualizer action
Bring food/vendor rotation near residence halls.
AVRAI demos
Campus AVRAIAdmin intelligenceAggregate readback
Campus Intelligence Platform
A university admin view for a campus AVRAI deployment: places, hours, events, orgs, student cohorts, off-campus pull, liveliness, partnerships, and future planning through governed aggregate evidence.
University demo boundary
synthetic datacohort onlyno raw trailsnot empirical ready
Operating mode
Evening life pulse
Student social energy, late-night food gaps, safety movement, club/org overlap, and off-campus pull.
Actualizer readback
Bring late food and low-pressure social programming closer to residence halls before off-campus drift spikes.
+9
Aggregate liveliness
68
friend activity is high, but transport and food access are uneven
+12%
Off-campus pull
34%
late food, music, third spaces, and grocery trips
+14
Friend activity
77
group plans, org overlap, and low-pressure hangouts
-8
Safe return index
62
late transit, walk confidence, and shuttle coverage
Campus reality graph
Thu-Sat, 5p-2a / late food drift
Operating readback
Student Union: Food throughput and better event discovery
Selected place
Student Union
campus-hub-node:student-union:v3
AcademicResidentialWellbeingSocialMobilityOff campus
Graph refs in current view
campus-hub-node:student-union:v3place-state:student-union:heatmovement-scope:student-union:dashboard
This graph is an explanation layer. It links aggregate campus refs to planning evidence; it does not expose named students, raw trails, or automatic action authority.
Live shared agent map
OSM campus dots
Samford University campus, Birmingham, AL
Synthetic live dots show shared agent presence, vibe, and public activity only. Coarse place refs replace raw GPS trails.
Shared fields only
OpenStreetMap raster development tiles
Public agent cards, vibe, role, public activity, place ref, and coarse accuracy. No named-student trail.
StudentsProfessorsAdministratorsGuests
shared agent
yes
direct identity
no
raw trail
no
public activity
only
Hours and activity pulse
study / social / mobility / liveliness
5p
6p
7p
8p
9p
10p
11p
12a
1a
studysocialmobilityliveliness
Top place signals
heat ranked
Student cohort trends
aggregate liveliness
Commuters
8.1k aggregate agents
liveliness62
Places
Transit GateStudent UnionLibrary
short windows between class, food, and work
Friction
shuttle headway and lunch queue spikes
Actualizer action
Shift services to transit-adjacent micro hubs.
Graduate students
4.4k aggregate agents
liveliness64
Places
LibraryEngineering YardWellness Center
quiet work blocks and recovery needs
Friction
isolated late work and hidden stress signals
Actualizer action
Add quiet recovery and advisory touchpoints.
Arts and identity orgs
3.2k aggregate agents
liveliness82
Places
Arts QuadDowntown MusicStudent Union
small live events outperform large programmed nights
Friction
safe return route and indoor fallback gaps
Actualizer action
Sponsor smaller campus sets with return readback.
International students
2.7k aggregate agents
liveliness69
Places
Market + PharmacyNorth CommonsFood Row
essentials access and culturally specific food
Friction
errand burden without reliable car access
Actualizer action
Pilot essentials kiosk and grocery shuttle loop.
Trending places, orgs, events
energy analysis
place
Founders Library east door
commuters, scholarship cohorts
Energy analysis
focus + food proximity + short walk constraint
Admin move
place advising and tutoring tables near the east entrance
event
Tiny Desk Thursday
arts orgs, first-year residents
Energy analysis
creative identity + low pressure + predictable time
Admin move
increase small-set cadence and pair with safe return routing
org
Night Lab Collective
engineering, design, graduate researchers
Energy analysis
project drive + peer belonging + late focus
Admin move
reserve late rooms and add maker partner support
place
Off-Campus Food Row
first-year, club members, night studiers
Energy analysis
late food + novelty + friend group availability
Admin move
bring two high-fit vendors to campus before peak drift
Partnership and campus import candidates
Doorcast-style opportunity lane
Late-night vendor rotation
86candidate fit86
Outside signal
Food Row is carrying the strongest evening pull.
Campus import
Two rotating vendors at North Commons, Thu-Sat 8p-12a.
Cohorts
first-year residents, night studiers, club members
ready for review
Essentials kiosk
78candidate fit78
Outside signal
Market + Pharmacy trips cluster around living-ability gaps.
Campus import
Campus kiosk for groceries, OTC basics, and pickup lockers.
Cohorts
international students, commuters, low-car cohorts
needs receipt
Downtown safe return nights
73candidate fit73
Outside signal
Live music is popular, but return safety lowers readback.
Campus import
Venue partnership plus campus shuttle readback and sponsor.
Cohorts
arts orgs, upper-year students, international students
shadow only
Bike and micro-mobility loop
69candidate fit69
Outside signal
Transit Gate friction predicts missed events and early exits.
Campus import
Secure bike parking, repair pop-up, and route nudges.
Cohorts
commuters, athletes, part-time workers
needs receipt
Governance stack
Runtime OS gate
aggregate cohort and place readback only
no raw GPS trails or raw timeline trails
no direct student IDs in admin intelligence rows
synthetic demo data, not empirical promotion
actions require receipt-backed campus authority
Student future planning and quantum forecasting lens
forecast branches + reasons
Each planning branch pairs the campus action forecast with its governed quantum forecast reason: QTT(A -> B | C, T, DELTA).
7 days
Evening off-campus food pull stays above 70 if no on-campus option appears.
Action
Approve a small vendor rotation near North Commons.
Expected readback
+5 to +8 liveliness, -10% late off-campus drift
Why graph
Cohort
First-year residents
Place
North Commons
Partner
Food Row
Partner
Vendor rotation
Forecast
Food pull forecast
Quantum forecast
Source
Late-night vendor rotation
Target
First-year resident evening liveliness
Context
Thu-Sat, 8p-12a, North Commons, high friend activity
Baseline
68
no source
Conditioned
77
Delta 7 days
Lift
+9
score 0.31
Reliability82
AVRAI would expect lower off-campus drift before the next weekend if the food gap is filled on campus.
Reason
Does a small food import change group plans more than a normal drift forecast?
Stop rule
requires vendor receipt, redaction pass, and outcome readback
14 days
Library pressure rises before exams, with commuter lunch queues as the strongest friction.
Action
Move advising, tutoring, and grab-and-go food to the library edge.
Expected readback
-6% access friction, +4 focus stability
Why graph
Cohort
Commuters
Place
Transit Gate
Partner
Shuttle cadence
Forecast
Routine stability
Governance
Runtime OS gate
Quantum forecast
Source
Evening shuttle cadence shift
Target
Commuter routine stability
Context
Mon-Thu, 6p-10p, Transit Gate, lab and work exits
Baseline
59
no source
Conditioned
70
Delta 14 days
Lift
+11
score 0.27
Reliability76
Transit reliability should transfer into higher campus capture and fewer early departures.
Reason
Would a route timing change reduce fatigue before it shows up as missed events or low participation?
Stop rule
keep as aggregate place readback; no personal academic inference
30 days
Small creative events will outperform one large event for belonging and safe-return readback.
Action
Fund four micro-events with shuttle-visible return plans.
Expected readback
+9 arts-org liveliness, +12 repeat attendance
Why graph
Cohort
Arts orgs
Place
Arts Quad
Event
Micro-events
Forecast
Belonging lift
Governance
Runtime OS gate
Quantum forecast
Source
Four small creative events
Target
Arts and identity org belonging
Context
Weekends, Arts Quad, safe return visible, food paired
Baseline
72
no source
Conditioned
84
Delta 30 days
Lift
+12
score 0.35
Reliability79
Small, repeated events should create stronger belonging transfer than one large programmed night.
Reason
Does repeated low-pressure programming shift cohort trajectories before attendance spikes?
Stop rule
promotion remains blocked until same-scope receipts exist
Governance control
Quantum forecasting is forced to zero when Runtime OS governance, consent, or redaction is closed. This is a control example, not an admin planning branch.
Stop rule
No. The gate closes; only aggregate, receipt-backed, correctable readback can surface.
Baseline
0
blocked source
Conditioned
0
gate closed
Lift
0
no personal future state