Pipeline scaffolding for multi-group ANE training#1

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Commits on Mar 2, 2026

Add pipeline scaffolding for multi-group ANE training

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Address review feedback: configurable headroom, mmap hardening, unit tests

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Commits on Mar 3, 2026

Fix 6 review issues: checkpoint counting bug, headroom/memory consistency, safety guards

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