Split large tasks into independent parallel tracks to maximize velocity. Use when coordinating multiple parallel development streams or organizing dependent tracks. Trigger phrases: 'split into parallel tracks', 'organize these tracks', 'phased parallelism', 'coordinate parallel development', 'define track dependencies'.
설치
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
Split large tasks into independent parallel tracks to maximize velocity. Use when coordinating multiple parallel development streams or organizing dependent tracks. Trigger phrases: 'split into parallel tracks', 'organize these tracks', 'phased parallelism', 'coordinate parallel development', 'define track dependencies'.
Parallel Tracks Pattern Skill
Version: 1.1 Created: February 7, 2026 Author: Manus AI Purpose: To provide a structured, repeatable process for planning and executing large development tasks in parallel, significantly reducing timelines while improving focus and architectural discipline.
I. The Philosophy: From Sequence to Simultaneity
In complex software development, the default is often sequential execution: one task must finish before the next can begin. This creates bottlenecks, extends timelines, and reduces the cognitive focus of the development team. The Parallel Tracks Pattern is a shift in mindset from sequence to simultaneity.
This skill provides a framework for identifying natural boundaries within a large body of work and splitting it into independent, self-contained tracks that can be executed concurrently. It is not merely about doing things at the same time; it is a disciplined practice of upfront architectural planning, rigorous specification, and clear dependency management that makes parallel execution possible. By investing in this discipline, we transform development from a linear relay race into a coordinated, multi-pronged advance, multiplying velocity without sacrificing quality.
II. When to Use This Skill
This skill is most effective when planning a major release, a new feature with multiple components, or any large-scale development effort. Use this skill when the following conditions are met:
The task is large enough to benefit from parallelization. A good rule of thumb is any work estimated to take more than two weeks if executed sequentially.
Clear separation of concerns exists. The work can be cleanly divided by layer (frontend vs. backend), by feature (auth vs. orchestration), or by component (header vs. chat area).
Multiple agents or developers are available to work on the tracks simultaneously.
The tracks have minimal dependencies on each other. While some dependencies are expected, the work should not be so tightly coupled that parallel execution is impossible.
You are committed to writing clear, self-contained specifications for each track.
III. The Workflow
Step 1: Identify Natural Boundaries
Begin by analyzing the total scope of work. Look for clean separation points that allow you to divide the project into 2-4 substantial tracks. Avoid over-parallelization; each track should represent a meaningful chunk of work (e.g., 500+ lines of code or 3+ days of effort).
Common Boundaries:
By Layer:frontend, backend, database, ci-cd
By Feature:authentication, orchestration-engine, user-interface
By Component:desktop-foundation, orchestration-ui, essential-features
Step 2: Define Track Dependencies
Create a dependency graph to visualize the relationships between the tracks. This will determine the execution order.
Identify Independent Tracks: These have no dependencies and can begin immediately.
Identify Dependent Tracks: These must wait for another track to be completed.
Example Execution Plan (from v0.0.31):
Phase
Track(s)
Status
1
Track 1: Desktop Foundation
Start Immediately
2
Track 2: Orchestration UI Track 3: Essential Features
Start after Track 1 is complete
Step 2.5: Organize Tracks into Phases
When tracks have dependencies, organize them into execution phases:
Phase 0 — Foundation (Sequential):
Track 0 remediation and shared infrastructure. This phase runs BEFORE any parallel work. Use it to:
Close gaps identified by the pre-implementation checklist
Create shared types, interfaces, or utilities that multiple tracks need
Set up test infrastructure or CI/CD changes
Phase 1 — Parallel Execution (Independent):
Tracks with no cross-dependencies execute simultaneously. Each track has its own self-contained specification. No track needs output from another Phase 1 track.
Phase 2 — Integration (If Needed):
Tracks that depend on Phase 1 output. These handle cross-cutting concerns like integration testing, shared state connections, or UI composition that combines output from multiple Phase 1 tracks.
Evidence: v0.0.35 used 4 tracks in 2 phases. v0.2.2 used Track 0 as Phase 0 + 3 parallel tracks as Phase 1. Timeline reduction: 40-50% vs sequential.
For each track, write a comprehensive specification using the /write-implementation-prompt or similar skill. Each specification must be a standalone document that an agent can execute without needing additional context. It must include:
Goal: A clear, one-sentence mission for the track.
Context: What the agent can assume exists (from the current codebase or from completed dependency tracks).
Requirements: A detailed, testable list of deliverables.
Success Criteria: A checklist to verify completion.
Non-Goals: What the track is explicitly not responsible for, to prevent scope creep.
Step 4: Define Integration Points
In the specifications, be explicit about how the tracks will connect after they are complete. Define the shared interfaces:
APIs: The exact endpoints, request/response shapes, and status codes.
Component Props: The names, types, and expected behavior of props passed between components from different tracks.
State Shapes: The structure of any shared state (e.g., in a React Context or Zustand store).
Step 5: Execute in Parallel
Commission the independent tracks to their respective agents or developers. Once they are complete, commission the dependent tracks.
Step 6 [MANDATORY]: Integration & Wiring Gate
Confirm before proceeding: All tracks are complete. Ask the user:
"Integration/wiring is the mandatory final step. Proceed now, or defer?"
If deferred: document the open integration tasks, record the deferral reason, and stop. Do not mark the work complete.
After the user confirms to proceed:
Merge tracks into the main branch in the planned order
Verify each track's compilation gate passes (go build ./..., cargo check, npx tsc --noEmit, or equivalent)
Run integration tests to verify interface contracts
Confirm wiring: entry points are reachable, call graphs are traceable, no orphaned modules remain
Fix any interface mismatches or regressions
Run the full test suite
Never skip this step. Parallel tracks produce isolated, potentially dead code without integration. A track is not "done" until it is wired into the running system.
IV. Best Practices
Aim for 2-4 Tracks: Over-parallelizing a task can create more coordination overhead than it saves. Find the right balance.
Lock Interfaces Early: Once specifications are written, treat the defined interfaces as a contract. If a change is needed, it must be communicated to all dependent tracks immediately.
Design for Minimal File Overlap: To reduce Git merge conflicts, design tracks to operate on different sets of files where possible. If overlap is unavoidable, designate one track as the "merge coordinator" responsible for resolving conflicts.
Use a Dependency Graph: A simple visual diagram can clarify the execution order and prevent misunderstandings.
V. Quality Checklist
Before commissioning the tracks, ensure you can answer "yes" to all of the following questions:
Is the total scope of work large enough to justify parallelization?
Have you identified 2-4 substantial, well-defined tracks?
Have you created a clear dependency graph and execution plan?
Does each track have its own comprehensive, self-contained specification?
Are the integration points (APIs, props, state) clearly defined in the specifications?
Have you considered potential merge conflicts and planned for them?
Has integration/wiring been completed or explicitly deferred (with open tasks and deferral reason documented)?
If you cannot answer "yes" to all of these, revisit the planning phase before proceeding.
