dynamic-workflows SKILL.md skillA
dynamic-workflows from habitat-thinking/ai-literacy-superpowers is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add habitat-thinking/ai-literacy-superpowers/dynamic-workflows@git:20260622.f5316cePins git:20260622.f5316ce in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- habitat-thinking/ai-literacy-superpowers
- Path
ai-literacy-superpowers/skills/dynamic-workflows/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260622.f5316ce, committed Jun 22, 2026
- First version recorded
- Jun 22, 2026
- Size
- 7,769 bytes
- Repository stars
- 121
- License
- a license file GitHub does not identify
This skill should be used when an agent is deciding whether to author a dynamic workflow — a self-authored, ephemeral multi-agent harness — for a task. Use when the user asks about "dynamic workflows", "multi-agent harness", "fan-out", "subagents in parallel", "adversarial verification", "the ultracode trigger", "should I use a workflow", or when a task looks long-running, massively parallel, highly structured, or adversarial. Names the six composable patterns, the election rubric for when NOT…
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
# Dynamic Workflows A **dynamic workflow** is a self-authored, ephemeral multi-agent harness: a small program an agent writes for one task, runs once, and discards. It spawns subagents, gives each its own clean context window and model tier, optionally isolates them in worktrees, and coordinates their results. The capability and its patterns originate from Anthropic's "A harness for every task: dynamic workflows in Claude Code" (Shihipar & Bidasaria, 2026); the runtime is triggered by the word `ultracode`. This skill is **knowledge agents read, not a script they run** — a sibling of [`harness-engineering`](../harness-engineering/SKILL.md) and [`context-engineering`](../context-engineering/SKILL.md). It answers three questions before any workflow is authored: 1. **When** is a workflow warranted? — see [`references/when-not-to-use.md`](references/when-not-to-use.md). 2. **Which** pattern fits? — see [`references/patterns.md`](references/patterns.md). 3. **How** does the plugin's governance constrain it? — see [`references/governance.md`](references/governance.md). ## Runtime scope — Claude Code only …
Read the whole file at its exact version.
How to install
mdr add habitat-thinking/ai-literacy-superpowers/dynamic-workflows@sha256:4cf263ec270eadabThe line at the top of this page pins the label git:20260622.f5316ce, 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.
[](https://markdownregistry.com/a/art_iat4hl3rk7z4djvl)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, all committed on Jun 22, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260622.f5316ce latest | 2026-06-22 | f5316ce | 7,769 B | A | view · diff |
| git:20260622.854958c | 2026-06-22 | 854958c | 6,358 B | A | view · diff |
| git:20260622.2283957 | 2026-06-22 | 2283957 | 5,418 B | A | view |
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 (7769 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
habitat-thinking/ai-literacy-superpowers · 121 stars · license a license file GitHub does not identify · pushed 2026-10-19 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_iat4hl3rk7z4djvl GET https://markdownregistry.com/api/v1/resolve?ref=habitat-thinking/ai-literacy-superpowers/dynamic-workflows GET https://markdownregistry.com/api/v1/blob/4cf263ec270eadabd890d0e7d1f29df548ff41daa71aecb9bf13fdebc846a46a
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.