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feat(slow-update): add config-controlled gated / force-injected modes

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Add optimizer.slow_update_gate_with_selection to control how epoch-boundary
slow-update guidance is applied:
- false (default): force-injected - inject guidance into current & best
  unconditionally (unchanged behavior).
- true: gated - evaluate the slow-update candidate on the selection set and
  accept/reject via the same validation gate as step-level updates
  (logic follows the SkillReflection ablation).

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
This commit is contained in:
Cuzyoung
2026-05-31 01:52:02 +00:00
parent 42e555d28e
commit 00602df9e9
5 changed files with 153 additions and 49 deletions
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configs/_base_/default.yaml
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@@ -66,6 +66,7 @@ optimizer:
skill_update_mode: patch # patch / rewrite_from_suggestions / full_rewrite_minibatch
use_slow_update: true
slow_update_samples: 20
slow_update_gate_with_selection: false
longitudinal_pair_policy: mixed # mixed / changed / unchanged
use_meta_skill: true