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Chelsea Troy

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"I ran the code for you and I think the problem is X" ...DDD Europe 20252025-06-02
A large language model outputs I ran the code for you while no execution happens because there is no compiler or VM generated, only token prediction. The model…
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The model can give a sequence of outputs that resemble an answer ..DDD Europe 20252025-06-02
Claims that modern generative models take a sequence of inputs and produce a sequence of outputs that resemble an answer while often lacking grounding, shows…
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Evaluating Patterns in Gen AI OutputsDDD Europe 20252025-06-02
Shows why LLMs fail on tiny factual tasks (the strawberry gate counting bug) and why context matters: trained on Common Crawl-like text, transformers use…
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What can we expect of LLMs as software engineers?JSHeroes 20252025-05-29
Shows the strawberry gate error to illustrate context failures, explains base model vs fine‑tuning and supporting models (compilers, calculators, RAG), cites…
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Keynote: Fault Tolerant Machine Learning OperationsCode BEAM America 20252025-03-06
Defines three maturity levels (0–2) and shows moving from ad hoc local models to automated retraining, architecture search and orchestration using DAGs and…
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What Counts as a Programming Language?YOW! 20212021-11-30
Argues that what counts as a programming language depends on assumed context and shows concrete work: implements compilers and interpreters, refactors a lexer…
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Workshop: Tackling Technical Debt: An Analytical ApproachRubyConf 20212021-11-08
Defines technical debt as maintenance load caused by context loss and gives a concrete metric (percent of developer time) plus examples where that number…
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Debugging: Techniques for Uncertain TimesRailsConf 20212021-04-12
Claim: debugging skills that reduce uncertainty also improve coping with rapid life changes. Concrete techniques include switching from progress mode to…
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Debugging: Techniques for Uncertain TimesRailsConf 2020 CE2020-05-04
Claim: debugging skills transfer to rapid life changes by teaching how to investigate uncertainty. Emphasize acknowledging lack of understanding, switching…
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