Cisco AI Introduces FAPO: Pipeline-Aware Prompt Optimization With Step-Level Failure Attribution and Claude Code Orchestration

- Cisco’s FAPO just proved that prompt engineering is less art and more industrial assembly line. It autonomously optimizes LLM pipelines, beating GEPA on 15 of 18 benchmarks by fixing step-level failures instead of guessing. While the moonboys are busy arguing Bitcoin vs. Ethereum cults, Cisco is quietly building the factory floor for reliable AI. No more hand-wringing over accuracy; just automated, iterative refinement until the model stops hallucinating. It’s efficient, it’s open-source, and it treats your broken prompts like unsealed cargo that needs a PoD seal. Stop trying to charm the algorithm and start optimizing the pipeline. Where's my cut?