Continuity
Past events remain available and can influence later choices.
Autonomous entity simulation
Entities that remember, decide and evolve.
Aura Entities explores persistent digital entities with memory, internal state, social relationships and autonomous decision behaviour over time.
Persistent memory
Autonomous decisions
Social dynamics and evolution
Autonomous entity cycle
Environment → memory → motivation → decision → adaptation
Simulation cycle 284
Active entity
AURA-017
Energy
Risk tolerance
Memory items
126
Relationships
8
Current environment
Shared resource zone
017
042
063
AURA-042 requested access to shared resources
New event
Relevant memory retrieval
3 memories activated
Previous cooperation
Sharing with AURA-042 increased mutual trust.
Resource shortage
Unrestricted sharing reduced future energy stability.
Broken promise
A different entity failed to return shared resources.
Competing motivations
Internal utility evaluation
Preserve own resources
0.72
Maintain trust
0.86
Avoid exploitation
0.58
Support group stability
0.79
Selected action
Share 30% of available resources
Cooperation is selected, but exposure is limited because the environment remains resource-constrained.
Action
Limited cooperation
Condition
Reciprocal return expected
Rejected alternative
Full resource transfer
Memory update
New event stored
Shared limited resources with AURA-042 during scarcity. Outcome pending.
Relationship update
Trust remains conditional
Trust in AURA-042
0.71
3 memories recalled
4 motivations evaluated
State updated
Decision trace retained across cycles
Research question
What happens when an AI entity persists beyond one prompt?
Most AI interactions are stateless or session-bound. Aura Entities studies what changes when an entity retains memory, develops relationships and makes repeated decisions inside a changing environment.
Identity
Stable traits, preferences and internal variables create differentiated behaviour.
Emergence
Repeated local decisions can produce larger social and behavioural patterns.
Entity cycle
Perceive. Recall. Evaluate. Decide. Adapt.
Each cycle converts environmental input into a traceable decision and then updates the entity’s internal state.
01
Perceive
Read events, resources, other entities and environmental changes.
02
Recall
Retrieve relevant memories, prior outcomes and relationship history.
03
Evaluate
Compare possible actions against needs, goals, risks and social context.
04
Decide
Select and execute one action inside the simulation.
05
Adapt
Store the outcome and update memory, trust, state and future behaviour.
Entity architecture
Behaviour emerges from several interacting systems.
Aura does not reduce an entity to a single prompt. Memory, drives, relationships, goals and environmental constraints each contribute to the final decision.
Memory
Events with relevance and decay
Memories can strengthen, weaken, combine or become inaccessible over time.
Internal state
Needs, energy, trust and risk
Decisions change as the entity’s internal variables change.
Relationships
Dynamic social models
Cooperation, conflict and reputation influence future interactions.
Goals
Competing objectives over time
Immediate survival, long-term strategy and social goals can conflict.
What can emerge
Social behaviour is observed at population level.
Cooperation
Entities can learn when sharing resources improves future outcomes.
Conflict
Competition, scarcity and negative memory can create persistent hostility.
Reputation
Repeated behaviour changes how other entities evaluate future interactions.
Group formation
Stable alliances and clusters can develop from local relationship choices.
Behavioural drift
Long-term experience can move entities away from their initial behaviour.
Evolution
Selection, inheritance or adaptation can change population behaviour across generations.
Research controls
Change one rule and observe the whole system.
Aura Entities is designed as a simulation environment where memory, incentives, scarcity and social rules can be changed independently.
Memory depth
Test short memory, persistent memory and selective forgetting.
Resource scarcity
Observe how abundance or scarcity affects cooperation and conflict.
Population structure
Compare isolated entities, dense networks and separated groups.
Inheritance rules
Explore what traits, memories or tendencies can pass between generations.
Veritiana Labs
Study autonomous behaviour as a system, not a single response.
Aura Entities explores how memory, goals, relationships and repeated decisions can produce persistent individual and social behaviour.
Explore Veritiana projects