expanso-smart-buffering

Classify messages into priority tiers and apply adaptive batching with age-based starvation prevention.

1|Updated Feb 1, 2026
One-click install
npx skills add https://github.com/expanso-io/expanso-skills --skill expanso-smart-buffering
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: expanso-smart-buffering
Source: https://github.com/expanso-io/expanso-skills/tree/main/skills/recipes/smart-buffering
Command: npx skills add https://github.com/expanso-io/expanso-skills --skill expanso-smart-buffering

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

This Skill addresses the challenge of efficiently routing and processing data streams with varying priorities, ensuring that critical information is handled promptly while optimizing throughput for less urgent data.

Core Features & Use Cases

  • Priority-Based Routing: Classifies incoming data into distinct priority tiers (important, regular, archive) based on message content and age.
  • Adaptive Batching: Implements different batching strategies for each priority tier, sending important messages immediately and batching regular and archive messages to optimize network and processing load.
  • Starvation Prevention: Incorporates an age-based boost to ensure that low-priority messages are eventually processed, preventing them from being indefinitely delayed.
  • Use Case: In a system receiving a mix of critical security alerts, regular user activity logs, and bulk analytics data, this Skill ensures that security alerts are sent out instantly, user logs are batched efficiently, and analytics data is processed in large, cost-effective batches.

Quick Start

Run the smart buffering pipeline with sample data using the provided run script.

Frequently Asked Questions about expanso-smart-buffering

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

FAQPage Schema
How do I implement priority routing for mixed-priority data streams?

Priority routing for mixed-priority data streams classifies messages into important, regular, and archive tiers based on content and age. This ensures critical events are sent immediately while regular and archive data are batched to optimize network load.

What is adaptive batching and how does it work for message queues?

Adaptive batching for message queues applies different strategies per priority tier, sending important messages immediately while batching regular and archive messages. This optimizes network and processing load for high-volume mixed-priority streams.

How do I prevent low-priority message starvation in a data pipeline?

Preventing low-priority message starvation in a data pipeline is achieved through an age-based boost mechanism. This ensures that low-priority, bulk data messages are eventually processed and not indefinitely delayed by continuous high-priority traffic.

Can I process critical security alerts and bulk analytics data in the same pipeline?

Processing critical security alerts and bulk analytics data in the same pipeline is supported by classifying content into priority tiers. Security alerts are sent instantly while analytics data is processed in large, cost-effective batches.

What is the best way to handle high-volume message streams with varying priorities?

The best way to handle high-volume message streams with varying priorities is intelligent buffering. It combines priority-based routing, adaptive batching, and age-based starvation prevention to reliably deliver critical events and efficiently process bulk data.