4 papers
Evaluating Asynchronous Semantics in Trace-Discovered Resilience Models: A Case Study on the OpenTelemetry Demo
Anatoly A. Krasnovsky
While distributed tracing and chaos engineering are becoming standard for microservices, resilience models remain largely manual and bespoke. We revisit a trace-discovered connecti…
Measuring Uncertainty in Transformer Circuits with Effective Information Consistency
Anatoly A. Krasnovsky
Mechanistic interpretability has identified functional subgraphs within large language models (LLMs), known as Transformer Circuits (TCs), that appear to implement specific algorit…
Model Discovery and Graph Simulation: A Lightweight Gateway to Chaos Engineering
Anatoly A. Krasnovsky
Chaos engineering reveals resilience risks but is expensive and operationally risky to run broadly and often. Model-based analyses can estimate dependability, yet in practice they…
Sheaf-Theoretic Causal Emergence for Resilience Analysis in Distributed Systems
Anatoly A. Krasnovsky
Distributed systems often exhibit emergent behaviors that impact their resilience (Franz-Kaiser et al., 2020; Adilson E. Motter, 2002; Jianxi Gao, 2016). This paper presents a theo…