Welcome to episode 371 of The Cloud Pod, where the forecast is always cloudy! Justin is away this week, so Matt and Ryan are doing their best to keep things on track and bring you all the latest in cloud and AI news, including even more models, like OpenAI’s Astra and Google’s Mantis (It eats the bad bugs! Get it?) Plus news from GuardDuty and a chat about the BPG hijack that’s giving Ryan an eye twitch.

There’s a lot to cover, so let’s get started!

• AI Agents Need Babysitters, AWS Says Zero Trust
• Softaculous Gets Hacked, Signs Nothing, Regrets Everything
• GuardDuty Watches the Robots, So You Don’t Have To
• Cloudflare Hires AI Bouncer for Vulnerability Nightclub
• AWS Ships Linux From The Future, Enforcing Included
• Amazon’s Guard Dog Learns 35 New Tricks
• OpenAI Launches Astra, Bills You By The Token
• GPT-6 Goes Agentic, Legacy Apps Never Saw It Coming
• MrBeast Bets on Gemini for Survival
• Non-Critical Daemons Get a Permission Slip to Crash
• GuardDuty Gets Choosy With New Detection Rules
• Astra Rises After Hugging Face Escape Room Incident
• MrBeast begs Gemini for Survival

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02:15 Announcing the Databricks Big Book of AgentOps

• Databricks released the Big Book of AgentOps, an eBook framework covering the people, processes, and tools needed to move AI agents from pilot to production, positioning AgentOps as the operational layer beyond existing MLOps and LLMOps practices.
• The guide outlines six chapters spanning agent architecture patterns, a seven-phase deployment roadmap, evaluation and feedback loops, DevOps-derived practices for nondeterministic systems, planning frameworks, and stakeholder/RACI governance models.
• Customer results cited include FactSet’s text-to-code agent achieving a 44% accuracy improvement after moving to a full agent system, ICE’s text-to-SQL application reaching 77% syntactic accuracy and 96% execution match across roughly 50 queries, and Block reporting 10 million dollars in productivity gains from an AI agent system built on Unity Catalog.
• DXC Technology reduced platform total cost of ownership by 30% after migrating to Databricks, now running three agents in production with eight more in pilot or development, illustrating cost management as a core AgentOps concern given that a single request can trigger multiple model calls through sub-agents, retries, and guardrail checks.
• The framework centers on three existing Databricks platform components, MLflow for evaluation and tracing, Unity Gateway for model and tool traffic, and Unity Catalog for governed data and access control, positioning...