After using Claude to create integration tests and reaching a usage limit, this developer switched to a local Ling 3 Flash model running on an Asus GB10 box and finished the work through OpenCode. They describe the resulting code quality as indistinguishable from Claude for this particular integration-testing task. Before that incident, their local models had mainly been used for personal projects; the experience showed them that local inference could also serve as a practical fallback during paid-cloud limits.
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