dynamic-workflowslisted
Install: claude install-skill Habitat-Thinking/ai-literacy-superpowers
# 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
Dynamic workflows are a **Claude Code runtime capability** and are **not
transferable** to GitHub Copilot CLI or any other coding agent — those
trees have no workflow runtime. This plugin ships to both the Claude Code
and Copilot CLI trees, so this skill is **knowledge everywhere, runtime
only on Claude Code**:
- **On Claude Code:** workflows can be authored and spawn