Writing
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Engineering Alignment in Probabilistic Generation
A structural model for achieving and maintaining correctness in LLM-assisted systems, grounded in the construction of a production financial planning system spanning ten modules and nearly 150 specifications.
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Governing Correctness in LLM-Assisted Development
LLMs don't break software correctness — they relocate where correctness must be governed. A practitioner account of boundary drift, interpretive boundaries, and the discipline required to prevent silent divergence.