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I stopped letting GPT-5 babysit my inbox and the whole workflow got cheaper and better

Lars Winstand 2026年08月08日 02:35 0 次阅读 来源:Dev.to

I used to think email was a terrible place for AI. Too messy. Too human. Too full of forwarded chains from 2017 and HTML generated by software nobody at the company can name. Then I spent some time reading inbox automation threads, especially a good one on r/openclaw about email flows, and the pattern finally clicked: Email is a great surface for AI if you stop making the model act like your mail server. That sounds obvious. But a lot of inbox automations still do this: new message arrives ask GPT-5 if it is support ask Claude if it is sales ask another model if it is spammy ask again which alias it belongs to ask again whether to reply now or later That is not intelligence. That is expensive amnesia. The better pattern is simple: code owns state, retries, scheduling, sync, and verification the LLM only handles decisions that actually require judgment That split made my inbox workflows cheaper, easier to debug, and way less fragile. The rule I keep coming back to A comment from an OpenClaw workflow discussion said it better than most docs do: If your workflow stops working when you hit your LLM usage limit, the LLM is probably doing too much. That was about coding agents, but it applies perfectly to inbox automation. If your email pipeline depends on a model to remember mailbox state, dedupe events, handle retries, or re-check routing rules every run, you built the wrong system. Models are good at judgment. They are bad at being custodians. Email feels chaotic, but the transport is already structured Humans experience email as chaos. Machines do not. Every message already arrives with useful structure: From To Reply-To Subject thread identifiers message IDs headers timestamps raw MIME attachment boundaries alias addresses That matters because a lot of routing decisions should never hit an LLM in the first place. If invoices always go to ap@company.com , GPT-5 should not be rediscovering that rule every morning. If support mail always lands on a specific alias, code

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