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Working on OpenSysOne

Read HANDOVER.md, PLAN.md and RESULTS.md before a continuation. This project uses real shared GB10 machines. The infrastructure specification is the GX10 repository: on the Mac /Users/andy/code/gx10, on GX10 see the handover's documentation copy. Read the relevant operational page before changing a machine.

GX10 currently has no ConnectX connection. On 2026-09-16 the user assigned all three machines to this task and explicitly authorized stopping their workloads. The Spark serving pair has been stopped and its restart commands recorded in docs/operations/fleet.md. Treat the hosts as separate memory pools. Use free -b and GPU process inspection before loading a model; reclaim GX10's inherited SSH OOM exemption for training jobs. Keep this smoke's 16 GiB allocation cap.

Source and small results belong here. Model/checkpoint files belong under ~/ai/models/opensysone and ~/ai/opensysone/runs; never commit secrets or weights. Use GX10's existing Python read-only for the smoke. New dependencies go in an isolated environment. No service or network changes are needed to run this code.

Maintain model/data/source provenance and checkpoint before evaluation. Synthetic smoke results prove wiring, not task generalization or calibration. At handover, record source revision, run paths, exit status, and how to inspect/stop/resume any job left running.