Lightlines
By affaan-m

latency-critical-systems

affaan-m4.8k installs

Make realtime systems faster without hiding stale data.

What it does

Guides latency-sensitive system improvements with separate performance measurements, hot-path analysis, and live verification.

When to use it

Use when realtime behavior, hot paths, streaming freshness, or execution speed matters.

How to use it

It changes how the agent improves latency-sensitive project code by measuring each hot-path segment and prioritizing optimizations.

What you provide

  • An existing project

Latest review

What you need · 0

No setup requirements listed.


Access · 4

This skill

deployed application

Read

Checks the deployed application

provider API

Read

Checks provider data freshness

queue

Read

Checks queue and job state

cache

Read

Checks edge and cache state