bs-performance

What problem does it solve?

Identifies and remedies performance bottlenecks while controlling cloud expenditure by providing a concrete profiling plan, caching strategy, query optimizations, and cost guardrails so teams can reduce latency and prevent unexpected bills.

Core Features & Use Cases

• Profiling Plan: Define what to measure, how to measure it, and which tools or benchmarks to use for CPU, memory, latency, and throughput.
• Caching & Query Optimization: Recommend caching strategies and concrete query changes when a database schema is available.
• Cost Guardrails: Specify cloud spend limits, throttling recommendations, and monitoring thresholds for expensive inference or scraping workloads.
• Use Case: For an AI inference pipeline experiencing latency spikes and rising cloud costs, produce a profiling checklist, pinpoint bottlenecks, suggest cache and query fixes, and propose hard budget limits for the cloud account.

Quick Start

Analyze the project's current architecture and deliver a profiling plan, caching strategy, query optimizations, bottleneck analysis, and cloud cost guardrails written to brainstorm/specialists/performance.md.