Roadmap & Research Direction

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Gudur Varshith edited this page Jan 3, 2026 · 1 revision

Roadmap & Research Direction

Valori continues as an evolving research system with three primary directions:

1) Precision Expansion

Q32.32 deterministic mode
higher range without sacrificing invariance
scientific compute compatibility

2) Embedded & Robotics Testing

deterministic state evolution on constrained devices
cross-substrate policy replay
migration continuity experiments

3) Deterministic Analytics & Observability

compliance replay infrastructure
deterministic audit pipelines
explainable incident forensics

Valori will continue operating as:

a deterministic substrate kernel
a research-grade execution platform
a foundation for safety-critical computing systems

Valori Kernel — Deterministic Substrate Execution Layer

This project focuses on:

deterministic ingestion
replayable state evolution
cross-substrate execution invariance

The kernel is provided as an open research foundation. Application-layer evaluators are developed separately.

If you are evaluating Valori for:

research
safety audits
compliance replay
deterministic analytics
embedded or robotics compute

we encourage you to reach out or open a discussion.

Research Paper: https://arxiv.org/abs/2512.22280