populace-calibrate: representation operator (targets -> calibrated weights) - #3

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MaxGhenis merged 11 commits into

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calibrate-kernel

Jun 10, 2026

Commits on Jun 10, 2026

WIP checkpoint: populace-calibrate modules from killed agent (preserve uncommitted work)

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9746057
populace-calibrate: finish tests, exact ratio bound, importlib pytest mode

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de38e37
populace-calibrate: fix loss numerator (est==target optimum), not est==target-1

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611b21b
populace-calibrate: reject targets that compile to value -1 (loss denom guard)

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507c978
populace-calibrate: fix person-entity mean/offset on multi-person frames

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cf1c80d
populace-calibrate: stop L0+conserve+cap from resurrecting pruned records

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78bd6b5
populace-calibrate: implement target_records budget control (was a dead param)

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8dbf26b
populace-calibrate: report true mean ratio and returned-weights loss in diagnostics

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8412345
populace-calibrate: remove dead _DEFAULT_L0_LAMBDA constant

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e11789a
populace-calibrate: verification follow-ups (stale loss docs, budget-search infeasible probe)

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e4458af
Make platform-sensitive contract tests robust; name the all-gates-closed failure

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3573bfd