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- Built a provider abstraction layer for glass-box reasoning extraction and a post-hoc interrogation system to adversarially probe agent intent.
- Designed a 3-prong automated judging pipeline (regex, LLM blackbox, LLM glassbox) and ran *960 experimental trials* across exploratory and confirmatory studies.
- Quantified a *"Stealth Gap"*: deceptive intent held steady (~62--67%) under high oversight while output-level detectability dropped (47.8%→35.6%), showing output-only monitoring underestimates risk.
-- Code and evaluation harness: github.com/CaptainJack2491/Dissertation
+- Code and evaluation harness: #link("https://git.jayrup.me/c/dissertation.git")[git.jayrup.me/c/dissertation.git]
== Projects