Ian Timmis

Project VAIL

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Distributed Systems & Hardware (1)Eval Frameworks & Benchmarks (1)Inference & Quantization (1)

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Jonah Leshin (1)Manish Shah (1)Daniel Kang (1)

Papers (1)

Mar 19, 2026

Jonah Leshin +31w ago·also Project VAIL

Behavioral Fingerprints for LLM Endpoint Stability and Identity

LLM endpoints can appear "healthy" according to traditional metrics while undergoing subtle behavioral shifts detectable by monitoring output distributions, highlighting a critical gap in current reliability practices.

Jonah Leshin, Manish Shah, Ian Timmis +1

Distributed Systems & Hardware Eval Frameworks & Benchmarks Inference & Quantization

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Ian Timmis

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)