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Build a Personal AI Dev Environment: Hybrid Models, Local Inference, and a Workflow That Costs Almost Nothing

The production patterns we deploy for teams — hybrid cloud/local routing, self-hosted models, agent orchestration — scaled down to a single developer's workstation. A practical guide to building a personal AI dev environment with Ollama, Claude Code, and a local router that keeps your token bill near zero.