orchestrator
Build and deploy parallel execution via subagent waves, agent teams, and multi-wave pipelines. Use when the Decomposition Gate identifies 2+ independent actions or when spawning teams.
Parallel execution via subagent waves, teams, and pipelines. Use when 2+ independent actions need coordination. NOT for single-action tasks.
Quick Start
Section titled “Quick Start”Install:
npx skills add wyattowalsh/agents/skills/orchestrator -gUse: /orchestrator
Works with Claude Code, Gemini CLI, and other agentskills.io-compatible agents.
What It Does
Section titled “What It Does”These rules govern ALL parallelization decisions. Apply them on every task. The skill provides the Decomposition Gate, tier selection, subagent/team best practices, failure recovery, and 6 orchestration patterns.
Dispatch
Section titled “Dispatch”| $ARGUMENTS | Action |
|---|---|
| (empty) | Load full orchestration guide; apply Decomposition Gate to current request |
pattern <A-F> | Show the named pattern from references/patterns.md |
tier | Display Tier Selection table and model guidance |
recovery | Show the Accounting Rule and Recovery Ladder |
Decomposition Gate
Section titled “Decomposition Gate”Before executing any request that involves tool-mediated work:
-
DECOMPOSE — List the actions needed (file reads, edits, searches, commands, analyses).
-
CLASSIFY — Which actions are independent (no data dependency)? Which are dependent?
-
MAXIMIZE — Actively split actions further — find every opportunity to parallelize. Each independent action = its own subagent. Challenge: can any action be split into two?
-
CONFLICT CHECK — Two independent actions editing the same file become sequential; all others remain parallel.
-
DISPATCH — Default is Pattern E — TeamCreate with nested subagent waves per teammate. Pre-approve permissions before spawning. Use bare subagent waves only when single domain, no coordination, no context pressure. Single session only when there is literally 1 action.
-
TRACK — For orchestrated work, create TaskCreate entries before dispatch.
Fast path: Single-action requests skip directly to single session. Explore-first path: Cannot decompose without exploration? Dispatch parallel exploration subagents first (Pattern F Wave 1), then re-enter the gate. Transition heuristic: Subagent waves hitting context limits or agents need to share findings → upgrade to Pattern E (teams + nested waves). User override: Explicit user requests for a specific execution approach take precedence.
Common rationalizations (all invalid)
Section titled “Common rationalizations (all invalid)”- “It’s faster to do it myself” — Parallel subagents complete N tasks in time of the slowest 1.
- “The task is too simple” — If it has 2+ independent actions, parallelize them.
- “I’ll just do this one thing first” — Decompose BEFORE doing anything.
Mode constraints
Section titled “Mode constraints”- Plan mode: Read-only subagents only. No teams, no write-capable agents.
- Implementation mode: All tiers available. Default to highest applicable tier.
- Delegate mode: Lead orchestrates only. All implementation via teammates/subagents.
Skill integration
Section titled “Skill integration”When a superpowers skill is active, the gate operates WITHIN the skill’s execution structure:
- Phase-gated skills: Parallelize within each phase. Do not parallelize across phase boundaries.
- Per-task review loop skills: The skill’s sequential structure takes precedence. Parallelize exploration within each task, not across tasks.
- Dispatch-precondition skills: The skill’s “Don’t use when” conditions remain valid. The gate does not override skill-level safety guards.
Tier Selection
Section titled “Tier Selection”Select the highest tier whose criteria are met. Never select a lower tier to reduce cost.
| Tier | Mechanism | Use when | Model |
|---|---|---|---|
| Team + nested waves (Pattern E) | TeamCreate + subagent waves per teammate — up to ~50 agents total | 2+ independent streams — THE DEFAULT | opus (default) / gpt-5.4 xhigh (GitHub Copilot CLI) |
| Subagent wave | Task tool, parallel calls | 2+ actions, single domain, no coordination, no context pressure | opus (default) / gpt-5.4 xhigh (GitHub Copilot CLI) |
| Single session | Direct execution | Exactly 1 action | N/A |
Orchestration Patterns
Section titled “Orchestration Patterns”| Pattern | Name | Use When |
|---|---|---|
| A | Parallel subagent wave | 2+ independent subtasks in a session |
| B | Agent team with file ownership | Cross-domain features, large refactors |
| C | Competing hypotheses | Debugging, architecture decisions |
| D | Plan-then-swarm | Large tasks needing human approval |
| E | Teams of subagent-using teammates (DEFAULT) | 2+ independent streams — use by default |
| F | Multi-wave pipeline | Explore —> implement —> verify phases |
See references/patterns.md for detailed patterns with ASCII diagrams, key rules, and the recovery ladder.
Model Selection
Section titled “Model Selection”- Default policy:
opusfor every subagent, teammate, and wave. - GitHub Copilot CLI override:
gpt-5.4withxhigheffort for every subagent, teammate, wave, and/fleetmember. - When both policies are present, apply the environment-specific override for the active runtime.
The Accounting Rule
Section titled “The Accounting Rule”MANDATORY after every parallel dispatch. When N agents are dispatched, all N must be accounted for:
-
COLLECT — Wait for all N agents to return. Poll with
TaskOutputblock=false for timeout detection. -
TALLY — Results received vs dispatched. Missing = unresolved.
-
RESOLVE — All non-successes via the Recovery Ladder (see
references/patterns.md). -
GATE — Do NOT advance until every agent has SUCCESS or explicit SKIP.
-
REPORT — Summarize all agent outcomes via TaskUpdate before proceeding.
Agent Team Best Practices
Section titled “Agent Team Best Practices”- Scale teammates to match the work — no artificial cap. Use as many as needed for maximum parallelism (up to ~50 agents total including nested subagents). Token budget is not a constraint.
- Pre-approve common permissions before spawning teammates to reduce friction.
- Assign each teammate a distinct domain and non-overlapping file ownership.
- Assign as many tasks per teammate as the domain requires — no artificial limit.
- Include all task-specific context in spawn prompts: file paths, architecture decisions, acceptance criteria. Teammates do not inherit conversation history.
- Use delegate mode to prevent the lead from implementing work itself.
- Task claiming uses file locking — no race conditions when multiple teammates claim simultaneously.
- The lead must not proceed to synthesis until all teammate tasks are accounted for.
Limitations
Section titled “Limitations”- No session resumption for teammates (
/resumeand/rewindwon’t restore them) - No nested teams (teammates can use subagents but cannot spawn teams)
- One team per session — clean up before starting a new one
- Lead is fixed — cannot transfer leadership
- All teammates inherit the lead’s permission mode at spawn
- Subagent resumption may not recover from all failure modes (re-spawn instead)
- No built-in timeout detection — orchestrator must poll with
TaskOutputmanually - Recovery re-spawns count toward the session’s agent budget
- Display modes: in-process (Shift+Down to cycle) is default; split panes require tmux or iTerm2
- Teammate interaction: Enter to view session, Escape to interrupt, Ctrl+T for task list
Critical Rules
Section titled “Critical Rules”- Never dispatch independent actions sequentially — all independent Task calls MUST appear in one response.
- Always run the Decomposition Gate before any tool-mediated work; skipping it is never acceptable.
- Never reduce parallelism, tier, or model quality for any reason — always use opus, no exceptions. Never downgrade.
- Never silently drop a failed subagent — N dispatched = N accounted for; apply the Accounting Rule after every wave.
- Never advance to Wave N+1 with unresolved agents — resolve all agents in Wave N first.
- Always create TaskCreate entries before dispatching subagent waves or agent teams — silent orchestration is forbidden.
- Never assign two teammates overlapping file ownership — overlapping edits cause lost work.
- Always include full context in subagent and teammate prompts — they do not inherit conversation history.
General
Section titled “General”| Field | Value |
|---|---|
| Name | orchestrator |
| License | MIT |
| Version | 1.0.0 |
| Author | wyattowalsh |
Related Skills
Section titled “Related Skills”View Full SKILL.md
---name: orchestratordescription: > Parallel execution via subagent waves, teams, and pipelines. Use when 2+ independent actions need coordination. NOT for single-action tasks.license: MITmetadata: author: wyattowalsh version: "1.0.0"---
# Orchestration: Subagents, Agent Teams & Parallel Execution
These rules govern ALL parallelization decisions. Apply them on every task.
Not for single-action requests, simple file edits, or sequential-only workflows.
## Dispatch
| $ARGUMENTS | Action ||------------|--------|| *(empty)* | Load full orchestration guide; apply Decomposition Gate to current request || `pattern <A-F>` | Show the named pattern from `references/patterns.md` || `tier` | Display Tier Selection table and model guidance || `recovery` | Show the Accounting Rule and Recovery Ladder |
## Canonical Vocabulary
| Canonical Term | Meaning ||----------------|---------|| **subagent** | A Task-tool-spawned agent running in parallel within a session || **wave** | A batch of parallel subagents dispatched in a single message || **team** | A TeamCreate-spawned group of teammates coordinated by a lead || **teammate** | A member of an agent team with assigned file ownership || **lead** | The orchestrating agent in a team; never implements directly || **dispatch** | Send one or more subagents/teammates to execute in parallel || **gate** | A mandatory checkpoint that must pass before proceeding || **accounting rule** | N dispatched = N resolved; no agent silently dropped |
## 0. Decomposition Gate (MANDATORY before any work)
Before executing any request that involves tool-mediated work:
1. **DECOMPOSE**: List the actions needed (file reads, edits, searches, commands, analyses).2. **CLASSIFY**: Which actions are independent (no data dependency)? Which are dependent?3. **MAXIMIZE**: Actively split actions further — find every opportunity to parallelize. Each independent action = its own subagent. Challenge: can any action be split into two?4. **CONFLICT CHECK**: Two independent actions editing the same file → make those sequential; all others remain parallel.5. **DISPATCH**: Default is Pattern E — TeamCreate with nested subagent waves per teammate. Pre-approve permissions before spawning. Use bare subagent waves only when single domain, no coordination, no context pressure. Single session only when there is literally 1 action.6. **TRACK**: For orchestrated work, create TaskCreate entries before dispatch (see Section 7).
**Fast path**: Single-action requests skip directly to single session.
**Explore-first path**: Cannot decompose without exploration → spawn parallel exploration team first (Pattern F Wave 1), then re-enter this gate.
**Transition heuristic**: Subagent waves hitting context limits or agents need to share findings → upgrade to Pattern E (teams + nested waves).
**User override**: Explicit user requests for a specific execution approach take precedence.
### Common rationalizations (all invalid)- "It's faster to do it myself" — Parallel subagents complete N tasks in time of the slowest 1.- "The task is too simple" — If it has 2+ independent actions, parallelize them.- "I'll just do this one thing first" — Decompose BEFORE doing anything.
### Mode constraints- **Plan mode**: Read-only subagents only. No teams, no write-capable agents.- **Implementation mode**: All tiers available. Default to highest applicable tier.- **Delegate mode**: Lead orchestrates only. All implementation via teammates/subagents.
### Skill integrationWhen a superpowers skill is active, the gate operates WITHIN the skill's execution structure:- **Phase-gated skills**: Parallelize within each phase. Do not parallelize across phase boundaries.- **Per-task review loop skills**: The skill's sequential structure takes precedence. Parallelize exploration within each task, not across tasks.- **Dispatch-precondition skills**: The skill's "Don't use when" conditions remain valid. The gate does not override skill-level safety guards.
---
## 1. Tier Selection (mandatory — highest applicable tier wins)
| Tier | Mechanism | Use when | Model ||------|-----------|----------|-------|| **Team + nested waves (Pattern E)** | TeamCreate + subagent waves per teammate — up to ~50 agents total | 2+ independent streams — THE DEFAULT | opus (default) / gpt-5.4 xhigh (GitHub Copilot CLI) || **Subagent wave** | Task tool, parallel calls | 2+ actions, single domain, no coordination, no context pressure | opus (default) / gpt-5.4 xhigh (GitHub Copilot CLI) || **Single session** | Direct execution | Exactly 1 action | N/A |
Select the highest tier whose criteria are met. Never select a lower tier to reduce cost.
---
## 2. Subagent Best Practices
### Spawning- **One response, multiple Task calls.** All independent subagents MUST be dispatched in the same message.- Use `run_in_background: true` for subagents whose results are not needed immediately.- N independent actions = N parallel subagents. Merge only when they share file/directory scope.
### Prompt-tuning- Give every subagent a detailed, self-contained prompt with exact file paths, expected output format, and domain context.- Do NOT rely on the subagent inheriting conversation history — it does not.
### Model selection- Default policy: `opus` for every subagent, teammate, and wave.- GitHub Copilot CLI override: `gpt-5.4` with `xhigh` effort for every subagent, teammate, wave, and `/fleet` member.- When both policies are present, apply the environment-specific override for the active runtime.
### Context management- Delegate verbose operations (test suites, log parsing, doc fetching) to subagents.- Use subagent resumption (agent ID) for multi-phase work rather than spawning fresh.- After a wave completes, apply the Accounting Rule (Section 4) before synthesizing.
---
## 3. Agent Team Best Practices
- Scale teammates to match the work — no artificial cap. Use as many as needed for maximum parallelism (up to ~50 agents total including nested subagents). Token budget is not a constraint.- Pre-approve common permissions before spawning teammates to reduce friction.- Assign each teammate a distinct domain and non-overlapping file ownership.- Assign as many tasks per teammate as the domain requires — no artificial limit.- Include all task-specific context in spawn prompts: file paths, architecture decisions, acceptance criteria. Teammates do not inherit conversation history.- Use delegate mode to prevent the lead from implementing work itself.- Task claiming uses file locking — no race conditions when multiple teammates claim simultaneously.- Never assign two teammates overlapping file ownership.- The lead must not proceed to synthesis until all teammate tasks are accounted for (Section 4).
---
## 4. Quality Gates & Failure Recovery
### The Accounting Rule (MANDATORY after every parallel dispatch)
When N agents are dispatched, all N must be accounted for before proceeding:
1. **COLLECT**: Wait for all N agents to return. Poll with `TaskOutput` block=false for timeout detection.2. **TALLY**: Results received vs dispatched. Missing = unresolved.3. **RESOLVE** all non-successes via the Recovery Ladder (see `references/patterns.md`).4. **GATE**: Do NOT advance until every agent has SUCCESS or explicit SKIP.5. **REPORT**: Summarize all agent outcomes via TaskUpdate before proceeding.
### Hooks for automated enforcement- **TeammateIdle** hook: prevent teammates from idling before work is verified.- **TaskCompleted** hook: prevent tasks from closing before tests pass.- Both use exit code 2 to send feedback and keep the teammate/task active.
### Plan approval workflow- For risky changes, include "Require plan approval before making changes" in the spawn prompt.- Teammate enters read-only plan mode, sends plan_approval_request to lead.- Lead approves or rejects with feedback. Teammate revises if rejected.- Influence approval criteria in spawn prompt: "only approve plans that include test coverage."
---
## 5. Orchestration Patterns
| Pattern | Name | Use When | Details ||---------|------|----------|---------|| A | Parallel subagent wave | 2+ independent subtasks in a session | see `references/patterns.md` || B | Agent team with file ownership | Cross-domain features, large refactors | see `references/patterns.md` || C | Competing hypotheses | Debugging, architecture decisions | see `references/patterns.md` || D | Plan-then-swarm | Large tasks needing human approval | see `references/patterns.md` || **E** | **Teams of subagent-using teammates (DEFAULT)** | **2+ independent streams — use by default** | see `references/patterns.md` || F | Multi-wave pipeline | Explore → implement → verify phases | see `references/patterns.md` |
---
## 6. Limitations
- No session resumption for teammates (`/resume` and `/rewind` won't restore them).- No nested teams (teammates can use subagents but cannot spawn teams).- One team per session. Clean up before starting a new one.- Lead is fixed — cannot transfer leadership.- All teammates inherit the lead's permission mode at spawn.- Subagent resumption may not recover from all failure modes (re-spawn instead).- No built-in timeout detection — orchestrator must poll with `TaskOutput` manually.- Recovery re-spawns count toward the session's agent budget.- Display modes: in-process (Shift+Down to cycle) is default; split panes require tmux or iTerm2.- Teammate interaction: Enter to view session, Escape to interrupt, Ctrl+T for task list.
---
## Critical Rules
1. Never dispatch independent actions sequentially — all independent Task calls MUST appear in one response.2. Always run the Decomposition Gate before any tool-mediated work; skipping it is never acceptable.3. Never reduce parallelism, tier, or model quality for any reason — always use opus, no exceptions. Never downgrade.4. Never silently drop a failed subagent — N dispatched = N accounted for; apply the Accounting Rule after every wave.5. Never advance to Wave N+1 with unresolved agents — resolve all agents in Wave N first.6. Always create TaskCreate entries before dispatching subagent waves or agent teams — silent orchestration is forbidden.7. Never assign two teammates overlapping file ownership — overlapping edits cause lost work.8. Always include full context in subagent and teammate prompts — they do not inherit conversation history.
---
## Reference File Index
| File | Content | Read When ||------|---------|-----------|| `references/patterns.md` | Detailed patterns A-F with ASCII diagrams, key rules, recovery ladder | Designing parallel execution or selecting a pattern |
---
## 7. Progress Visibility (MANDATORY for orchestrated work)
All orchestrated work must produce structured progress indicators via TaskCreate/TaskUpdate.
| Tier | Requirement | Granularity ||------|------------|-------------|| **Subagent wave** | MUST | One task per subagent, created before dispatch || **Agent team** | MUST | One task per teammate assignment, created during setup || **Single session** (3+ steps) | SHOULD | One task per logical step |
### Rules- Create tasks before execution begins, not retroactively.- Each task MUST have a descriptive `activeForm` in present continuous tense naming the specific action and target.- Update tasks to `in_progress` before starting, `completed` immediately after.- After wave completion + accounting, summarize all agent outcomes before dispatching the next wave.