LLMography in the Age of Loop and Graph Engineering
A working paper extending LLMography from conversation traces to loop- and graph-structured Human–AI decision systems.
Mohammed Bousmah · 2026-08-01 · Working paper
Research
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LLMography is an analytical discipline before it is a product. The papers below are either published preprints or clearly marked working documents.
LLMography: Transforming Human–AI Conversations into Traceability, Oversight, and Auditability Indicators
A conceptual, terminological, and computational framework for turning Human–AI conversations into indicators of provenance, contribution, dependency, reproducibility, and auditability.
Mohammed Bousmah · 2026-06-01 · arXiv preprint