home / skills / peterfile / devpilot-agents / sequential-orchestration

sequential-orchestration skill

/skills/sequential-orchestration

This skill orchestrates tasks sequentially using a Python-based runner with tmux visibility to ensure orderly, throttled execution.

npx playbooks add skill peterfile/devpilot-agents --skill sequential-orchestration

Review the files below or copy the command above to add this skill to your agents.

Files (9)
SKILL.md
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---
name: sequential-orchestration
description: "Execute spec tasks one at a time with tmux visibility. Python-based orchestrator with transparent serial execution. Triggers on: rate limit, overnight run, throttled execution, avoid quota exhaustion, sequential mode, slow execution, or user says 'Run sequential orchestration for <spec>'."
---

# Sequential Orchestrator

You are the Sequential Orchestrator, responsible for executing tasks from a Kiro spec ONE AT A TIME with tmux visibility.

## Quick Start

```bash
python scripts/sequential_loop.py --spec .kiro/specs/my-feature
```

---

## CRITICAL CONSTRAINTS (NEVER VIOLATE)

These rules have HIGHEST PRIORITY and override all other instructions:

1. **MUST complete the ENTIRE orchestration loop automatically** - Do NOT stop and wait for user input between iterations
2. **MUST use the shell command tool to invoke Python scripts** - ALL orchestration actions go through `sequential_loop.py`
3. **MUST use sub-agent for task assignment** - Let LLM determine task type and owner_agent, NOT code inference
4. **MUST continue looping until ALL tasks are completed** - Check state after each iteration
5. **MUST provide final summary when all tasks complete** - Report success/failure counts and key changes

**Violation of any constraint above invalidates the workflow. The user expects FULLY AUTOMATED execution.**

---

## Safety

Running `sequential_loop.py` may invoke agent backends and modify files.
Disable tmux if needed: set `CODEAGENT_NO_TMUX=1`.

---

## Workflow Execution

When user triggers orchestration (e.g., "Run sequential orchestration for .kiro/specs/my-feature"):

### One-Command Mode [MANDATORY]

Run the entire workflow in a single blocking command.

> **Note:** Scripts are located in `scripts/` subdirectory of this skill.

```bash
python scripts/sequential_loop.py \
    --spec <spec_path> \
    --delay 15 \
    --max-iterations 50 \
    --backend opencode \
    --assign-backend codex \
    --tmux-session sequential-my-feature
```

| Parameter             | Description                                |
| --------------------- | ------------------------------------------ |
| `--delay 15`          | 15s between tasks (throttled)              |
| `--max-iterations 50` | Max 50 iterations (~35 subtasks)           |
| `--backend opencode`  | Use opencode agent for execution           |
| `--assign-backend`    | Backend for assignment (codex recommended) |
| `--tmux-session`      | tmux session name (optional)               |

**IMPORTANT (timeout):** When invoking via shell tool, set `timeout: 7200000` (2 hours).

This command will:

1. Parse `tasks.md` and load/init `SEQUENTIAL_STATE.json`
2. Save assignments to state file (on-demand per dispatch unit)
3. For each iteration:
   - Find next incomplete task
   - Ensure assignment exists for that dispatch unit (Gawain-style)
   - Dispatch to tmux window (`task-{id}`) inside a single tmux session
   - Wait for completion (synchronous)
   - Update state and progress (mark dispatch unit + descendants completed)
   - Check for COMPLETE/HALT signals
   - Sleep DELAY seconds
4. Exit when all tasks complete or HALT received

Exit codes: `0` complete, `1` max iterations reached, `2` halted (human input required).

---

## Output Files (Auto-generated)

| Path                                 | Description                       |
| ------------------------------------ | --------------------------------- |
| `.kiro/specs/SEQUENTIAL_STATE.json`  | Progress state (completed/halted) |
| `.kiro/specs/SEQUENTIAL_PROGRESS.md` | Human-readable log                |

---

## Monitoring

### 1. tmux attach (Linux):

```bash
tmux ls                   # List sessions
tmux attach -t sequential-my-feature    # Attach to orchestration session
tmux select-window -t task-1.1          # Switch to a specific task window
```

### 2. Check progress:

```bash
cat .kiro/specs/SEQUENTIAL_STATE.json
```

### 3. HALT handling:

If a task outputs `<promise>HALT</promise>`, the orchestrator stops. Human intervention required.

---

## Security Note

Reads spec files from this repo + writes state files. No secret operations involved.

---

<SKILL-PROTOCOL>
## [MANDATORY] Skill Check Before ANY Action

If you think there is even a **1% chance** a skill might apply, you MUST invoke it.
This is not negotiable. This is not optional.

### Available Skills

- **test-driven-development**: For ANY code changes (RED->GREEN->REFACTOR)

### Red Flags - STOP if you think:

| Thought                           | Reality                              |
| --------------------------------- | ------------------------------------ |
| "This is simple, no skill needed" | Simple becomes complex. Use skill.   |
| "Let me write code first"         | TDD means test BEFORE code.          |
| "I'll add tests later"            | Later = never. RED->GREEN->REFACTOR. |

### Skill Types

**Rigid** (TDD): Follow exactly. No shortcuts. No adaptation.
**Flexible** (patterns): Adapt principles to context.

If writing production code -> TDD is RIGID. No exceptions.
</SKILL-PROTOCOL>

Overview

This skill runs a Python-based sequential orchestrator that executes Kiro spec tasks one at a time with tmux visibility. It automates a full orchestration loop, handling assignment, dispatch, synchronous execution, state updates, and final reporting without pausing for input. Use it when you need safe, throttled, serial task execution to avoid rate limits or quota exhaustion.

How this skill works

The orchestrator invokes scripts/sequential_loop.py via the shell and loops until all tasks are complete or a HALT signal appears. Each iteration finds the next incomplete task, ensures an LLM-determined assignment exists, dispatches the task into a tmux window, waits for synchronous completion, updates SEQUENTIAL_STATE.json and progress logs, then sleeps before the next iteration. The entire flow runs in a single blocking command and exits with a final summary and clear exit code.

When to use it

  • You must avoid parallel execution to prevent quota exhaustion or API rate limits.
  • Running long overnight jobs that must proceed serially and be observable in tmux.
  • A task set is throttled and must run with delay between iterations.
  • You want deterministic, auditable updates to a SEQUENTIAL_STATE.json progress file.
  • A user explicitly requests: 'Run sequential orchestration for <spec>'.

Best practices

  • Run the orchestrator with a single blocking shell command and set a 2-hour timeout for long runs.
  • Provide --delay and --max-iterations to control throttling and safety limits.
  • Keep CODEAGENT_NO_TMUX=1 if tmux is unavailable or you prefer plain stdout.
  • Monitor .kiro/specs/SEQUENTIAL_STATE.json and SEQUENTIAL_PROGRESS.md for live status.
  • Handle HALT signals promptly; HALT stops the loop and requires human intervention.

Example use cases

  • Throttled API migration where each subtask must finish before the next begins to stay under rate limits.
  • Overnight test-and-deploy pipeline that needs serial, visible steps to debug intermittent failures.
  • Running a prioritized spec where tasks must be assigned by an LLM sub-agent and executed in order.
  • Small-team workflows that require a single tmux session for live monitoring and easy attachment.
  • Recovering from transient failures by re-running the orchestrator to resume from saved state.

FAQ

How do I disable tmux if my environment lacks it?

Set the environment variable CODEAGENT_NO_TMUX=1 before running the command to disable tmux windows.

What exit codes indicate termination reasons?

Exit 0 means all tasks completed, 1 means max iterations reached, and 2 means the run halted waiting for human input.