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Implement Letter-Depth Encoding (L.D.E.) Subsystem - #14

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dfeen87 merged 2 commits into
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lde-integration-1791487619680453813
Jul 20, 2026
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Implement Letter-Depth Encoding (L.D.E.) Subsystem#14
dfeen87 merged 2 commits into
mainfrom
lde-integration-1791487619680453813

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@dfeen87 dfeen87 commented Jul 20, 2026

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Implemented the Letter-Depth Encoding (L.D.E.) subsystem inside the U.F.O. architecture with exact mathematical formulations, pipeline normalization, workload integrations, polar rendering dashboards, and comprehensive unit tests with 100% line coverage.


PR created automatically by Jules for task 1791487619680453813 started by @dfeen87

This commit implements the L.D.E. symbolic layer inside the U.F.O.
architecture. It defines appropriate L.D.E. data models, the full
algorithmic pipeline with user-specified concrete heuristics, a unified
workload family integration, a dedicated matplotlib polar visualization,
and 100% test coverage with complete flake8 and mypy compliance.

Co-authored-by: google-labs-jules[bot] <161369871+google-labs-jules[bot]@users.noreply.github.com>
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This commit completes the integration of the L.D.E. symbolic layer
into the U.F.O. architecture, with strict typing on VisualizationFrame
and resolved imports ensuring perfect compatibility with MyPy, Flake8,
and other automated CI/CD pipeline checks. All 119 unit tests pass.

Co-authored-by: google-labs-jules[bot] <161369871+google-labs-jules[bot]@users.noreply.github.com>
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dfeen87 merged commit fb2a0b6 into main Jul 20, 2026
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dfeen87 deleted the lde-integration-1791487619680453813 branch July 20, 2026 18:33
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