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

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…

  • Author used MonkeyCode's free server to create nightly digest job
  • Free model's budget constraint caused inaccurate explanations
  • Two-pass digest system implemented to prevent evidence loss

What a Hash Chain Can't Prove

Help Net Security covered a new open-source tool this week that writes tamper-evident audit logs for AI agents. It stores recorded agent activity in a file, each record carries a hash of the record…

  • Hash chain logs AI agent activity through hash of preceding record.
  • Unsigned hash chain only proves consistency within itself, not accuracy.
  • External witness service can't guarantee completeness or accuracy of recorded actions.

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