# Dataset Ingest

> Delegate approved one-shot or incremental dataset execution to the shared orchestration service with resumable receipts.

- Skill: `jmagly/dataset-ingest` (Agent Skill)
- Install (CLI): `npx skillmds@latest add jmagly/dataset-ingest`
- Raw SKILL.md: https://api.skillmd.com/api/skills/jmagly/dataset-ingest/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: jmagly (https://skillmd.com/u/jmagly)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/jmagly/dataset-ingest

---


# Dataset Ingest

Require the approved immutable plan reference and matching approval reference.
Delegate only through `aiwg dataset ingest <plan-id> --digest <plan-digest>
--idempotency-key <key> --json`, adding only reviewed `--approve` and
reconciliation bindings. For an incremental continuation, use `retry <run-id>`
when the orchestration service reports the run retryable; never decode or advance a cursor here.

Surface run ID, status, cancellation affordance, prior and new committed
checkpoint references, rejections, degraded behavior, and receipt reference.
Cancellation must preserve the last committed checkpoint. Hand the run/receipt
references to `dataset-verify` and, when requested, `dataset-trace`.