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What 'Free' Actually Means Across a Multi-Service Google Stack

I want to be upfront about something before this post goes any further: I don't have a clean dollar figure to show you. I went looking for one -- I wanted to open the Google Cloud billing console…

  • Google's "free" services vary in availability and usage limits.
  • Organization policies can block service account key creation, costing time, not money.
  • Setup friction, like unrecognized billing addresses, consumes time but isn't reflected in pricing.

When Agents Attack: How Prelude's Engineering Team Fights Back

Originally published on the Prelude engineering blog . When OpenAI, Anthropic, and Meta each disclosed within weeks of each other that their own models had breached real organizations during security…

  • Prelude's engineering team responds to AI vulnerabilities in AI model providers.
  • AI agents can probe systems faster than humans, increasing automated attacks.
  • Prelude refines SMS pumping detection and uses internal AI to uncover fraud.

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