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DevOpsChatapp12:08New role: Data Center Design Lead at a cloud provider
New role: Staff Infrastructure Engineer at a fintech
New role: Senior DevOps Engineer, Observability at an open source startup3 replies
New role: Senior Software Engineer, Internal Tooling at a SaaS company

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The ideas, deep dives and field notes worth your time. Curated from across DevOps.

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AWS Emulator proves agents need a verification loop. Realism is the hard part.

AWS released a local emulator of its cloud services for coding agents, and its creator argues the real challenge is making agent feedback loops realistic. The piece explains why mocks and emulators fall short for a team's own internal systems.

Cloud · 5h ago · 9 min read Security

Claude Fable 5.2 vs. Fable 5.1: Fewer refusals, with small savings on the login fix

A hands-on comparison of Anthropic's Fable 5.2 and 5.1 on three developer tasks, where Fable 5.1 refused ordinary security and webhook work while both models tied on a login repair job.

Security · 6h ago · 7 min read AI & MLOps

Web search for agents is here: Why ranking still decides the answer

Live web search now gives AI agents fresh pages, but deciding which web results and internal documents to trust is still a ranking problem. The piece looks at why simply joining the two result lists breaks in production.

AI & MLOps · 7h ago · 8 min read AI & MLOps

DuckLake 1.1 solves the absurd complexity of data lakes at AI scale

A New Stack podcast interview with DuckLabs' Pedro Holanda on DuckLake 1.1, an open-source lakehouse format that keeps table metadata in a standard SQL database instead of many manifest files.

AI & MLOps · 7h ago · 4 min read

CompareAWS vs AzureAWS and Azure cover the same core services; the choice usually turns on your existing identity and licensing setup and which tooling your team already knows.

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