Research
Ambition with falsifiable boundaries.
ResoVerse research separates exploratory questions, implemented mechanisms, internal evidence, independent review, and public claims.
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Current research directions
- System-level causal recordCan a deterministic record preserve model identity, environment state, human responsibility, authority, evidence, and external effects as distinct but linked dimensions? Current boundary: integrity and reconstructability, not causal truth.
- UNA architectureMemory provenance, bounded learning, active inference, generalization, orchestration, authority, and evidence investigated through separate gates.
- Resource efficiencyReduced model calls, deterministic processing, local computation, caching, evidence reuse, and workload-aware routing. No general energy-superiority claim.
- Cognitive-surrender resistanceReliance calibration, dissent presentation, provenance comprehension, authority comprehension, and decision friction proportional to consequence.