Enterprises Move Agents Into Persistent VPC Workstations
By 2025, enterprises are abandoning stateless serverless architectures for AI agents, shifting deployments into virtual private clouds (VPCs) and on-premises environments and adopting persistent cloud workstations for execution. Vendors such as Snowflake (Cortex), OpenAI and Anthropic demonstrated or enabled VPC-native model execution and session-oriented workspaces that keep embeddings, logs and tool calls inside customer perimeters. The change forces redesigns of orchestration, cost models, identity and audit tooling to treat agent sessions as primary compute units.
Scoring Rationale
Industry-wide, actionable architecture shift supported by vendor examples; high credibility but primarily descriptive rather than experimental.
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