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OpenSysOne plan

The training and evaluation campaign is complete. All training, final validation, profiling and full evaluation jobs exited 0. Preserve the selected model and final resumable states; do not resume optimizer updates as part of this completed work.

The final report records improved accuracy over the pretrained verifier and slower inference in the measured FP32 implementation. Current service controls and artifact provenance are in HANDOVER.md; measured outcomes are in RESULTS.md.

The future experiment recommendations prioritize verified context-prefix reuse, separately measured adapter merging, a declared validation plan for broader training data, and aggregate serving throughput with independent Spark replicas. These are proposals for later work, not running jobs.

The full dated execution plan preserves the original research sequence, deadlines and superseded continuation decisions. See the documentation index for usage, research and operational notes.