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

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aiwg
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Claude Code

$ npx -y skills add jmagly/aiwg --skill dataset-ingest --agent claude-code

SKILL.md

dataset-ingest.SKILL.md
namespace: aiwg
name: dataset-ingest
description: Delegate approved one-shot or incremental dataset execution to the shared orchestration service with resumable receipts.
version: 1.0.0
platforms: [all]
aliases: [run dataset plan, materialize dataset, resume ingest, synchronize dataset]
triggers: [ingest the dataset, run the approved plan, resume dataset sync, update this index, continue ingestion]

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`.

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Repo: jmagly/aiwg

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Questions about dataset-ingest.

Which coding agents can use dataset-ingest?
dataset-ingest installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.