pipeline

Orchestrate end-to-end document processing with seeding, claim extraction, and archiving.

20|5|Updated Nov 18, 2025
One-click install
npx skills add https://github.com/zby/llm-do --skill pipeline-zby
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: pipeline
Source: https://github.com/zby/llm-do/tree/main/arscontexta/skills/arscontexta-pipeline
Command: npx skills add https://github.com/zby/llm-do --skill pipeline-zby

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill automates the entire lifecycle of processing source documents, from initial seeding and extraction to complex claim reflection and final archiving, ensuring a complete and verifiable workflow.

Core Features & Use Cases

  • Full Pipeline Execution: Triggers a comprehensive process for source files, including seeding, extraction, claim processing (reflect/revisit/review), and archiving.
  • Resumable Workflow: Designed to be interrupted and resumed, with state managed via a queue file, ensuring no work is lost.
  • Use Case: Process a batch of legal documents from /inbox/ end-to-end, extracting all claims, refining them through reflection and review, and finally archiving the processed data and generated notes.

Quick Start

Run the full pipeline on the source file located at 'arscontexta/inbox/document_batch_1.txt'.

Frequently Asked Questions about pipeline

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

FAQPage Schema
How do I automate end-to-end document processing for legal claim extraction?

Automated document processing pipelines orchestrate the full lifecycle of legal sources, handling initial seeding, claim extraction, multi-phase reflection, and final archiving to ensure a verifiable workflow.

Can I resume a workflow automation pipeline if it gets interrupted during batch archiving?

Resumable workflow automation pipelines manage state via a dedicated queue file, ensuring that interrupted batch archiving and claim processing tasks can be seamlessly resumed without losing progress.

What is the best way to process legal documents from an inbox folder for claim extraction?

Processing legal documents from an inbox folder involves triggering a full pipeline execution that extracts claims, refines them through multi-phase verification, and archives the processed data and generated notes.

How does multi-phase claim processing work in a document processing pipeline?

Multi-phase claim processing in document pipelines involves sequentially reflecting, reweaving, and verifying extracted claims to refine source data and ensure comprehensive domain-specific vocabulary mapping.

Does the pipeline support generating handoff blocks for chained workflow automation operations?

Pipeline supports optional handoff block generation, allowing processed claims and archived documents to seamlessly transfer context to subsequent chained operations in a workflow automation sequence.

What are the limitations of resumable document processing pipelines for legal archiving?

Resumable document processing pipelines rely on a queue file for state management, meaning archiving limitations depend on file system stability and the availability of the initial source documents in the inbox.