pipeline-context

What problem does it solve?

This Skill optimizes multi-stage processing pipelines by pre-computing expensive operations and sharing them via a context object, preventing redundant calculations across stages.

Core Features & Use Cases

• Context Object Design: Defines what data belongs in a shared context.
• Pre-computation Strategy: Identifies and hoists costly operations to the pipeline's entry point.
• Immutability Discipline: Ensures context integrity by making it read-only for pipeline stages.
• Stage Contracts: Each stage declares its context dependencies for validation.
• Context Lifecycle Management: Handles context creation, propagation, and disposal.
• Use Case: In a natural language processing pipeline, tokenizing and embedding a user query can be done once and stored in the context, rather than recomputed by each subsequent scoring or analysis stage.

Quick Start

Use the pipeline-context skill to define a shared context object for a series of processing stages.