I reduced my token usage by 178x in Claude Code!!

A Reddit post from r/ollama describing how a user dramatically reduced their Claude Code token consumption by 178x, likely by routing simpler or lower-stakes tasks to a locally-run model via Ollama instead of sending everything to Claude's API. This approach — running Ollama locally and delegating tasks that "don't necessarily require Claude," such as commit messages, code reviews, and session summaries, to smaller local models — has been a popular strategy in the community. The post likely details the specific configuration, tooling, or workflow used to achieve this reduction, serving as a practical guide for others looking to cut Claude Code API costs.

Source: r/ollama | 2026-04-11