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AI tools in practice

When does a local model beat a hosted tool?

Compare the same task with the same success criterion. Include hardware or service tier, latency, cost assumptions and an example that went wrong. Keep private documents and API keys out of your post. Which trade-off changed your choice?

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Please do not include login keys, client files or private contact details.