Safia Abdalla presents a cloud agent platform as an abstraction layer that keeps infrastructure details from reaching developers. The platform supports managed and self-hosted sandboxes, plus multiple agent harnesses, while maintaining consistent interfaces for conversation state, artifacts and execution environments.
Safia Abdalla shows how research, implementation and validation agents can be orchestrated through prompts or APIs. Different harnesses and models can collaborate on one task, while SDK access to agents, environments, compute and artifacts lets teams build their own tools on top of the same primitives.
Safia Abdalla describes an open-source workflow in which agents triage issues, gather context, ask clarifying questions, draft specifications and review pull requests before involving a human reviewer. She argues that agent systems should behave like observable, adaptable workshops that preserve human intent while reducing repetitive work.
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