This is the direction of HorizonShield and NENRIN.
Not “trust us.”
Independent checks.
Visible failures.
Reproducible fixes.
Evidence of what actually happened.
#NENRIN #AgentInfrastructure

This is the direction of HorizonShield and NENRIN.
Not “trust us.”
Independent checks.
Visible failures.
Reproducible fixes.
Evidence of what actually happened.
#NENRIN #AgentInfrastructure
The arXiv paper applies mutation analysis to an invariant suite for an agent state-projection layer, showing that standard single-observation validation lets a faulty deduplication check pass…
#SoftwareTesting #MutationAnalysis #AgentInfrastructure #AIEngineering
https://arxiv.org/abs/2610.02928