live-ai-pipelines SKILL.md skillA

live-ai-pipelines from swyxio/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add swyxio/skills/live-ai-pipelines@git:20261004.275e470

Pins git:20261004.275e470 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
swyxio/skills
Path
live-ai-pipelines/SKILL.md
Versions recorded
6
Latest version
git:20261004.275e470, committed Oct 4, 2026
First version recorded
Aug 11, 2026
Size
6,191 bytes
Repository stars
194
License
MIT

Build or refactor a long-running AI workflow that needs visible progress, durable partial results, resume after interruption, or atomic publication. Use for multi-stage extraction, indexing, batch analysis, evaluation, or report workflows. Do not use for a short synchronous model call or a UI-only streaming feature.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Live AI Pipelines

Use this skill when people need to inspect useful work while later work is still running, or reopen a run after interruption. It owns logical stages, artifacts, progress, recovery, and publication—not a particular queue, database, or provider SDK.

Pair with `ai-engineering` when model request/retry/rate-limit behavior is itself the problem. Pair with a provider/runtime skill only for that platform’s current API behavior.

## Useful defaults

- Keep canonical complete artifacts separate from provisional previews.
- Give artifacts and independently resumable items stable IDs.
- Make the UI a projection of stored results and events, not the source of workflow truth.
- Publish a complete new snapshot rather than exposing a half-rendered site.
- Let core output publish with optional enrichment visibly pending unless the user makes that enrichment a completion requirement.

## Workflow

### 1. Choose the level of machinery
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add swyxio/skills/live-ai-pipelines@sha256:747098a3b0791cbe

The line at the top of this page pins the label git:20261004.275e470, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_ozxjkhg4cgiamgvf.svg)](https://markdownregistry.com/a/art_ozxjkhg4cgiamgvf)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 6 versions of this file, between Aug 11, 2026 and Oct 4, 2026, about one every 11 days.

versioncommittedcommitsizeaudit
git:20261004.275e470 latest2026-10-04 275e470 6,191 BA view · diff
git:20260928.53ba2922026-09-28 53ba292 5,842 BA view · diff
git:20260811.2882f5b2026-08-11 2882f5b 4,774 BA view · diff
git:20260811.19a6bd72026-08-11 19a6bd7 14,856 BA view · diff
git:20260811.cae38232026-08-11 cae3823 12,302 BA view · diff
git:20260811.09ec9922026-08-11 09ec992 11,125 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (6191 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

GitHub

swyxio/skills · 194 stars · license MIT · pushed 2026-11-03 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ozxjkhg4cgiamgvf
GET https://markdownregistry.com/api/v1/resolve?ref=swyxio/skills/live-ai-pipelines
GET https://markdownregistry.com/api/v1/blob/747098a3b0791cbe6155cf244aef5ce71958fd95e6dae5a36562b1cc302ee3d9

Your AI assistant 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.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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