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Smooth cold-start eligibility thresholds - #22

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cmdr-chara wants to merge 2 commits into
xai-org:mainfrom
cmdr-chara:codex/smooth-cold-start
Open

cmdr-chara wants to merge 2 commits into
xai-org:mainfrom
cmdr-chara:codex/smooth-cold-start

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@cmdr-chara

@cmdr-chara cmdr-chara commented Aug 13, 2026 •

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Summary

  • replace binary impression/follower cold-start cliffs with bounded smoothstep confidence decay
  • make decay widths configurable; width 0 restores exact legacy comparisons
  • scale the single-candidate boost by combined confidence
  • refresh cached engagement counts for authors inside the follower decay band
  • preserve the existing random target-slot sampling for multi-slot experiments

Verification

  • exact boundary, monotonicity, zero-width compatibility, partial boost, zero-at-band-end, and hydration regressions added
  • independent audit caught and corrected an unrelated target-slot change before final approval
  • rustfmt --edition 2024 --check on modified Rust files
  • git diff --check / git show --check

Existing experiment/corpus arms, original-only eligibility, freshness, rank-position, slot constraints, random slot-range semantics, and one-candidate selection are preserved. The public home-mixer subtree has no build manifest, so tests could not run locally.

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2 participants