ai-pipeline-orchestration skillA
ai-pipeline-orchestration is agent-read markdown (skill) from sickn33/agentic-awesome-skills: Orchestrate AI/ML pipelines for data ingestion, model training, batch.
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
What the file says
# AI Pipeline Orchestration Build reliable, observable AI workflows — from document ingestion to batch inference to model training pipelines. ## When to Use This Skill Use this skill when: - Scheduling recurring RAG document ingestion and re-indexing - Orchestrating multi-step batch LLM processing workflows - Running nightly model evaluation and fine-tuning jobs - Building ETL pipelines that feed into AI models - Managing dependencies between data preparation and model serving ## Tool Selection | Tool | Best For | Complexity | GPU Jobs | |------|----------|------------|----------| | **Prefect** | Modern Python-first; easy to adopt | Low | Good | | **Airflow** | Complex DAGs; large teams; existing usage | High | Good | | **Dagster** | Asset-centric; strong data lineage | Medium | Excellent | | **Temporal** | Long-running workflows; reliability-first | Medium | Good | ## Prefect — Quick Start ```bash pip install prefect prefect-kubernetes # Start Prefect server (or use Prefect Cloud) prefect server start # In another terminal prefect worker start --pool default-agent-pool ``` ## Prefect: RAG Ingestion Pipeline ```python from prefect import flow, task, get_run_logger …
Read the whole file at its exact version.
How to install
mdr add sickn33/agentic-awesome-skills/ai-pipeline-orchestration@v1.0mdr add sickn33/agentic-awesome-skills/ai-pipeline-orchestration@sha256:58fa724b365496cdPin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_vn4n725nqpak3i3q)
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Versions
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (10133 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
sickn33/agentic-awesome-skills · 46,848 stars · license MIT · pushed 2026-09-24 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_vn4n725nqpak3i3q GET https://markdownregistry.com/api/v1/resolve?ref=sickn33/agentic-awesome-skills/ai-pipeline-orchestration GET https://markdownregistry.com/api/v1/blob/58fa724b365496cddca894e78aca9b78182e9680027b48e3b29f513be88c36c5
Your agent does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.