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maximus-ai-cost-control - Maximus AI Cost Control

Provides cost architecture design, model routing, prompt caching, and context compression strategies for AI products.

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Updated: 2026-09-16

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Map LLM cost surface
  • Apply caching hierarchy
  • Build model routing tables
  • Compress context window contents
  • Set budget thresholds and alerts
  • Perform unit economics check
  • Audit cost anomaly spikes

Inputs

  • LLM token usage metrics
  • System prompts and retrieved documents
  • Model routing rules and pricing tiers
  • Product revenue and ARPU data
  • API cost logs and billing alerts

Outputs

  • Cost architecture document
  • Cost surface table
  • Model routing configuration
  • Caching and compression plan
  • Budget and alert configurations

Requirements

  • LLM provider API access
  • Infrastructure monitoring and alerting system
  • Cache store for semantic or result caching

Source

  • Spec: SKILL.md

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ai-engineering
cost-control
token-economics
model-routing
prompt-caching
context-compression
Map LLM cost surface
Apply caching hierarchy
Build model routing tables
Compress context window contents
LLM token usage metrics
System prompts and retrieved documents
Model routing rules and pricing tiers
Cost architecture document
Cost surface table
Model routing configuration