Open Source · MarkTechPost ·
Cisco AI Introduces FAPO: Pipeline-Aware Prompt Optimization With Step-Level Failure Attribution and Claude Code Orchestration
Cisco Foundation AI has open-sourced FAPO (Fully Automated Prompt Optimization), a system for optimizing multi-step LLM pipelines. It evaluates chains, attributes failures at the step level, generates prompt and structure variants, and validates them with an independent reviewer; Cisco says it outperformed GEPA in 15 o