# 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](results/report.md) 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](HANDOVER.md); measured outcomes are in [RESULTS.md](RESULTS.md).

The [future experiment recommendations](docs/research/next-steps.md) 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](docs/operations/plan.md) preserves the original
research sequence, deadlines and superseded continuation decisions. See the
[documentation index](docs/README.md) for usage, research and operational notes.