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Design and build production AI agents across Manifest's brands. Own architecture decisions: model selection, memory, evaluation, guardrails, orchestration. Build abstractions that turn one good agent into a platform. Collaborate with product and engineering teams across Cialfo, BridgeU, Kaaiser, Explore to ship agents into the surfaces where users already are. Translate fuzzy user problems into agent specifications that can actually be built. Close the loop between user feedback and model behavior faster than anyone in this industry currently does.