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  "split": "Discovery is union of SHA256(inspect-v3:instance_id)%5==0 and SHA256(autotoken-v3:instance_id)%5==0, because initial inspection preceded the common-seed instruction. Models for an issue stay together. Validation excluded both sets before policy evaluation.",
  "limitations": [
    "New candidate developed on a deterministic discovery subset; corpus had prior project analysis, so validation is not untouched external data.",
    "Runtime file size/type/symlink/state checks are required but not reconstructed from source observations. Matched target outputs fit bounds retrospectively; conservative deployment credit is zero.",
    "Exact means pure cat of the same complete file; head/sed reads reaching EOF are listed separately, not included in exact percentages.",
    "Source search output alone does not establish intent to read the file; unmatched proposals may alter workflow.",
    "All token savings are conditional gross recorded-call usage, not causal saved tokens or preserved task quality.",
    "Removing calls may discard useful reasoning; no routing or program overhead and no downstream context/cache changes modeled.",
    "Cached input and reasoning are subsets of usage totals, never added again.",
    "No recorded commands executed and no paid inference."
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}
