batch-pipeline

Run multiple batch tasks in parallel with state, scratchpad, and observation tracking.

1|Updated Mar 15, 2026
One-click install
npx skills add https://github.com/paulingham/.claude --skill batch-pipeline
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: batch-pipeline
Source: https://github.com/paulingham/.claude/tree/main/skills/batch-pipeline
Command: npx skills add https://github.com/paulingham/.claude --skill batch-pipeline

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Batch orchestration for pre-planned work that preserves state, scratchpad, and observations while skipping redundant phases.

Core Features & Use Cases

  • Parallel task execution for independent tasks
  • State tracking, scratchpad, and session memory propagation
  • Scenarios: Production Readiness Plans with defined PRs, multi-task rollouts

Quick Start

Create a new batch workspace by generating the pipeline state for a batch, initializing the scratchpad, and bootstrapping session memory so tasks can run in parallel.

Frequently Asked Questions about batch-pipeline

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I run parallel batch tasks while preserving state and session memory?▼

Batch orchestration pipelines coordinate parallel task execution while automatically propagating state, scratchpad, and session memory across the workflow to maintain production readiness for self-contained tasks.

What is batch orchestration for pre-planned work with defined PRs?▼

Batch orchestration for pre-planned work automates the execution of self-contained tasks from Production Readiness Plans with defined PRs, running them in parallel while skipping redundant plan and final verification gate steps.

Can I use batch pipelines for tasks without completed final verification?▼

No, batch pipelines are designed for pre-planned work where the plan and final verification are already completed, as the orchestration explicitly skips plan and final gate steps to focus on parallel execution.

How do I initialize a batch workspace for parallel pipeline execution?▼

Initialize a batch workspace by generating the pipeline state for a batch, initializing the scratchpad, and bootstrapping session memory so multiple independent tasks can execute in parallel.

Why does my batch pipeline skip the planning and final gate steps?▼

Batch pipelines skip plan and final gate steps because they are designed for pre-planned work where tasks are self-contained and the plan and final verification are already completed, focusing purely on parallel execution.

Does batch pipeline orchestration work for multi-task rollouts?▼

Yes, batch pipeline orchestration supports multi-task rollouts by executing independent tasks in parallel while maintaining state tracking, scratchpad propagation, and observation logging throughout the workflow.