Research
Preprints on reliability engineering for AI-enabled infrastructure. Every paper here ships with runnable companion code, and every measured claim reproduces from it.
These are preprints. They are self-published and have not been peer reviewed. Where a paper reports measured results, the study is reproducible from the linked repository — but reproducibility is not refereeing, and nothing on these pages carries a venue's endorsement. Papers that are later accepted somewhere will say so, and name the venue.
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Error Budgets for Autonomy: SLO-Driven Authority Management for Autonomous AI Operators
Transplanting SRE error-budget semantics onto agent authority: a blast-radius-weighted budget and an asymmetric authority ladder, with a measured simulation study.
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Stable by Design: A Control-Theoretic Account of AI-Driven Self-Healing Remediation Loops
Self-healing systems fail as loops, not decisions. A control-theoretic model of AI remediation, its instability modes, and the constructs that settle them — measured.
Elsewhere
Citation record: Google Scholar. Code: github.com/ajinb. The longer-form treatment of this material is the book, Self-Healing Infrastructure.