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cline

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10 min read

There's No Bill, But You Should Still Track Your Tokens

Local models don't send you an invoice, so it's tempting to stop measuring anything. Here's why I log, manage, and visualise token usage anyway — and the ties back to the context-window bug that bit me a few posts ago.

7 min read

Turning the Local Agent Loose on Real Feedback

I pointed my offline coding agent — Ollama, Cline, and Qwen2.5-Coder:14b — at a real backlog from Phonics Journey. Nine Dependabot PRs and a pile of words falling back to a sparkle emoji.