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winston-performance-architecture

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Improve Winston latency and model routing.

Software Engineering#caching#rag#instrumentation#latency#ai-gateway#model-dispatch#prompt-budget
Authorpaulmalmquist
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Latency bottlenecks in Winston's AI gateway are addressed by optimizing model routing, RAG quality, prompt budgeting, and instrumentation to improve end-to-end performance and user experience.

Core Features & Use Cases

  • Latency-lane modeling and routing decisions to reduce response time.
  • Reranking and model-dispatch improvements with budget awareness.
  • Instrumentation, measurement prompts, and guardrails to quantify improvements.
  • Caching and prompt compaction strategies to maximize throughput.

Quick Start

Coordinate latency improvements by mapping latency lanes to model routing and caching decisions in the Winston gateway.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

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Please help me install this Skill:
Name: winston-performance-architecture
Download link: https://github.com/paulmalmquist/Consulting_app/archive/main.zip#winston-performance-architecture

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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