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Ollama, 9Router, Headroom, Dify, and OpenHands handle five different jobs: running models, connecting AI services, shrinking inputs, building app workflows, and assigning coding tasks to an agent that writes and changes code. Here is what Fireship’s self-hosted setup offers—and which costs still need a budget.