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[codex] Harden federated longitudinal SuStaIn - #1

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armaneshaghi wants to merge 4 commits into

federated-sustainfrom

review/federated-sustain-hardening

Draft

[codex] Harden federated longitudinal SuStaIn#1
armaneshaghi wants to merge 4 commits into
federated-sustainfrom
review/federated-sustain-hardening

Commits on Jun 8, 2026
- Optimize federated/longitudinal hot paths (exact) + golden regression guard
  
  armaneshaghi
  and
  claude
  committed
  80c3bea
- Constrain federated likelihood cache default
  armaneshaghi
  committed
  65c6fb9
- Document longitudinal validation results + refresh limitations
  
  armaneshaghi
  and
  claude
  committed
  7d41543
- Fix numpy 2.0 scalar conversion errors (#2)
  
  authored
  0397165