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Prior art and landscape review

Scope: the coverage matrix — one row per candidate pattern, recording what already exists publicly and what does not. This file is what lets readers trace each pattern's Sources & Stories back to the landscape it came from. Status: rows are added as patterns are drafted. The patterns drafted after the first do not yet have a row here; their sources are listed in each page's Sources & Stories section and in REFERENCES.md.

Method

For each candidate pattern: search books, peer-reviewed papers, standards documents, well-known practitioner writing, and open-source project documentation, using generalized category terms only. Where prior art is found, it is cited precisely with its actual scope, not a strawman. Where nothing is found, the search terms are listed so the claim is checkable. Nothing is claimed as original just to look novel.

Coverage matrix

Pattern Closest prior art Citation key What it covers What it does not cover
State-based retention measurement (M1-11) Duolingo's growth model, documented by the practitioners who built it; per Mazal, itself adapted from state models at Zynga and MyFitnessPal [GUSTAFSON-2023], [MAZAL-2023] Seven MECE daily activity states; named transition rates (CURR, NURR, RURR, SURR, reactivation/resurrection); sensitivity simulation to select a focus metric; verifying the metric is movable and moves the topline Application to organizations without analytics staff; low-volume weekly-window variant; reverse-funnel bottleneck framing and coarse-first instrumentation (original here); LLM-agent operationalization
rows for the patterns drafted since are pending

Uncovered ground

Pending: where the review found genuinely uncovered territory.