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The Free Model Kept Explaining an Outage That Already Ended: 48 Hours of Context-Budget Field Notes

This story is from 2026-08-31. It is preserved in the archive; the latest stories are on the live feed.

One night the free server logged an incident that resolved before my alarm went off. The next morning the free model that summarizes those logs handed me a root cause that matched nothing in the raw lines. That mismatch kicked off a 48-hour experiment in how far I could trust a cheap summarizer wit…

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  1. 2026-08-31 19:44 · DEV Community — AI
    The Free Model Kept Explaining an Outage That Already Ended: 48 Hours of Context-Budget Field Notes

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