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cost-aware-llm-pipeline - Cost optimization patterns for LLM API usage

Combines model routing, budget tracking, narrow retry logic, and prompt caching into a cost optimization pipeline for LLM API calls.

Tags

Updated: 2026-09-16

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Select models by task complexity
  • Track costs using immutable records
  • Retry calls on transient errors
  • Cache prompts for system messages

Inputs

  • Input text and prompt content
  • Budget limits and configuration
  • LLM API client credentials

Outputs

  • API execution results
  • Updated cost tracking records

Requirements

  • Python runtime
  • LLM API access keys

Source

  • Spec: SKILL.md
llm
cost-optimization
model-routing
budget-tracking
prompt-caching
Select models by task complexity
Track costs using immutable records
Retry calls on transient errors
Cache prompts for system messages
Input text and prompt content
Budget limits and configuration
LLM API client credentials
API execution results
Updated cost tracking records