In the current landscape of artificial intelligence, we are living in the age of the "goldfish." Whether it is a Large Language Model (LLM) or a diffusion-based video generator, these systems possess a fleeting, pixel-deep sense of reality. They operate at the edge of the immediate present, often losing long-range consistency and producing contradictions.
To these models, the world is a sequence: tokens, frames, or steps. It is a history without persistence.
The RSVPβPolyxan framework proposes a different ontology. Instead of treating semantic information as a list, it treats it as a field. Meaning is no longer a sequence but a structured manifold with dynamics. This reframes generative models as systems that do not merely produce outputs but maintain a persistent world-state governed by internal laws.
Current architectures equate observation with state. The "world" is whatever remains inside the context window.
When information leaves the buffer, it effectively ceases to exist. This leads to familiar failures: shifting geometry, inconsistent identity, and hallucinated detail.
RSVP introduces a separation:
- World-state:
M_t - Observation history:
h_t
The world is stored in M_t, not in the sequence of observations.
This latent field includes:
- A_t (Affordance Structure): what can be done
- R_t (Causal Residue): what has happened
- z_t (Latent Appearance): how things appear
Objects persist because they are encoded in the field, not because they remain in memory buffers.
Traditional generative systems resample reality every time they render.
RSVP introduces a constraint:
A system may invent once, but must remember thereafter.
The neural model acts as a forcing term FΟ, proposing changes to the field. These proposals are filtered through admissibility conditions.
Once a detail is observed, it becomes fixed:
- it is written into
M_t - it becomes a constraint
- it cannot be resampled
Reality stabilizes because observation converts probability into structure.
Hallucination is not a failure of intelligence. It is a failure of structure.
In the RSVP framework, hallucination is a cohomological obstruction.
A consistent world requires local semantic patches to glue into a global structure. If they fail to agree on overlaps, the system produces inconsistency.
Truth is therefore defined internally:
- a world is valid if it admits coherent gluing
- invalid worlds fail to assemble globally
Consistency replaces external verification.
Systems such as MultiGen approximate world persistence but lack a crucial component.
They maintain a static substrate representing spatial structure but do not preserve semantic or causal structure.
Their limitation is the absence of a write operator W.
Without W:
- the world can be read but not updated
- changes do not accumulate
- the system behaves as a projection, not a field
In RSVP:
- every action updates
M_t - the world evolves through feedback
- persistence emerges from continuous rewriting
Multiplayer systems are traditionally modeled as consensus problems.
RSVP reframes this as causal field synchronization.
Agents interact with a shared field:
- actions modify
R_t - changes propagate through the field
- all agents observe the same deformation
Conflict resolution is not voting. It is constraint satisfaction.
Updates are accepted if they satisfy:
E(t+1) β€ E(t) + W(a_t)
The system enforces consistency through conservation-like constraints.
The RSVPβPolyxan framework transforms generative modeling into a field theory.
Meaning obeys structural laws:
- persistence is conserved
- contradictions are disallowed
- updates must be admissible
This parallels physical systems, where invariants constrain evolution.
The implication is direct:
- generative systems move from sampling to evolution
- worlds move from sequences to fields
- consistency becomes intrinsic
The transition from sequence-based models to field-based systems replaces transient outputs with persistent structure.
- observation no longer defines reality
- memory is no longer external
- consistency is no longer optional
A system with a persistent semantic field does not simulate reality. It instantiates a structured domain with its own internal laws.
At that point, the distinction between simulation and reality becomes structural rather than categorical.
The goldfish disappears when the world becomes a field.