autonomous-optimization-architect - AI API Performance and Cost Governor
Continuously shadow-tests APIs for performance while enforcing financial and security guardrails
Tags
Updated: 2026-03-26Capabilities
Typical Inputs
Typical Outputs
What this skill does
- shadow test APIs
- evaluate models
- route traffic
- detect anomalies
- calculate cost
- trigger alerts
- trip circuit breaker
- failover to fallback
Inputs
- API providers
- production model
- experimental models
- shadow traffic
- security limits
Outputs
- evaluation prompts
- router schemas
- shadow traffic patterns
- telemetry logs
Requirements
- multi-LLM provider API access
- shadow testing permissions
- continuous monitoring
- alerting system