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Rescue: logger→ledger + tree-based checkpoint management (was orphaned branch 71)#259

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AlexGrayBox wants to merge 9 commits into
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71-integrate-logger-for-streaming-signals
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Rescue: logger→ledger + tree-based checkpoint management (was orphaned branch 71)#259
AlexGrayBox wants to merge 9 commits into
devfrom
71-integrate-logger-for-streaming-signals

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Rescuing orphaned work: this branch (71-integrate-logger-for-streaming-signals) had been deleted from origin but still held 9 unmerged commits that existed only in a local checkout. Re-pushing so it isn't lost and can be reviewed.

Scope (~5.8k lines across ~35 files): tree-based checkpoint-management redesign, state reproducibility between experiment states, and the loggerledger move with in-memory logs. Touches trainer/trainer_services.py, utils/logger.py, utils/computational_graph.py, utils/tools.py, + tests.

⚠️ dev has moved substantially since this was cut, so this will very likely need a rebase / conflict pass before merge — opening it primarily to preserve the work and make it reviewable.

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