{
  "tool_id": "art-471-disposition-sampling-frame",
  "kernel_id": "art-471-disposition-sampling-frame",
  "display_name": "AML Disposition Sampling Frame Builder",
  "tool_version": "1.0.0",
  "mandate_type": "compliance_control",
  "purpose": "Builds a deterministic sampling frame over an AML consent-order lookback's historical alert dispositions for independent-validator review, plus a reviewer workload allocation. Reuses the shipped art-458-attribute-sampling-plan kernel's compute() directly for the statistical core (sample size, deterministic interval selection over a caller-declared population hash) rather than reimplementing it -- no randomness, fully replayable by an independent reviewer from the same declared inputs. Adds only the AML-specific layer: labeling the frame as a disposition sample and deterministically fanning the selected indices out round-robin across a caller-declared reviewer roster. Deterministic only. Zero network, zero PII.",
  "control_description": "Builds a deterministic sampling frame over an AML consent-order lookback's historical alert dispositions for independent-validator review, plus a reviewer workload allocation. Reuses the shipped art-458-attribute-sampling-plan kernel's compute() directly for the statistical core (sample size, deterministic interval selection over a caller-declared population hash) rather than reimplementing it -- no randomness, fully replayable by an independent reviewer from the same declared inputs. Adds only the AML-specific layer: labeling the frame as a disposition sample and deterministically fanning the selected indices out round-robin across a caller-declared reviewer roster. Deterministic only. Zero network, zero PII.",
  "declared_inputs": [],
  "declared_outputs": [],
  "kernel_digest": "sha256:33d8dd00530f61c28fc39625801011c67b5ebb1694d5abe4bc9af6c882daa66c",
  "trust_label": "deferred -- deterministic source published, zkVM proof not yet generated -- New shard from AMLB-E-1, ships ahead of the next batched §18 prove sweep per SO #6.",
  "data_vintage": "2026-07-10",
  "last_validated": "2026-07-10",
  "conformance_fixtures_vendored": true,
  "compute_proof_ready": "deferred",
  "wave": 74,
  "source_url": "https://ainumbers.co/chaingraph/art-471-disposition-sampling-frame.html",
  "generated_at": "2026-07-25T20:02:55.601Z"
}