v3.46: revert [E] top1-exclusive content_bias (single Cfg flip) [draft pre-audit]#27

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FluffyAIcode wants to merge 16 commits intomainfrom

AgentMemory/v346-revertE-topk-nonexclusive-7e97

Commits on Apr 21, 2026

v3.48 stacked mechanisms 1+2+3+4: 120-step train + audit = 19/26 (prediction partially refuted)

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v3.49: revert 4.24 runner fallback, enforce context_descriptor substitution ban

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v3.44 rewrite: A attn-pool ctx encoder / B residual-dominant tail / C inter-domain margin / D deterministic save-load / E top1-exclusive bias / F circuit breaker

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v3.44 rewrite: restore DirectionTree.max_depth and leaf_size_violations diagnostic getters

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v3.44 rewrite audit: 18/26 pass under v3.49 runner, fresh init (no ckpt)

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v3.45: implement plan #1 (revert B) and #3 (refresh rare_keywords on write)

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v3.45 audit: 20/26 pass (+2 vs v3.44-rewrite 18/26, +1 vs v3.48 19/26)

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v3.45 cond-buffer: fix 4.23 diagnostic-buffer aliasing

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v3.45 cond-buffer audit: 21/26 pass (+1 vs v3.45 revertB/refreshD, no regressions)

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v3.46: revert [E] top1-exclusive content_bias

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v3.46 audit: 21/26 pass, same as v3.45-cond-buffer

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Add SPRINT_CLOSEOUT_v3.46.md: context handoff to GPU-enabled agent

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