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Model Independence: How to Avoid Vendor Lock-In for AI Agents
Tags : AI Agent HostingAI cost optimizationAI hostingCloudflare AI GatewayLiteLLMLLM gatewaymodel fallbackModel Independencemodel portabilitymodel routingModel-Agnostic Architecturemulti-provider AIOpenAI-compatible APIportable AI stackVendor Lock-in
Most teams pick a model provider the way they pick a phone carrier: sign up, build everything on the native SDK, and discover the switching cost eighteen months later. In 2026 that habit is expensive. Frontier models trade the lead every few months, prices on equivalent work fall 60–80% within a year, and your agent.. Read more
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Edge AI Hosting: On-Device and Hybrid Deployment for AI Agents
Tags : AI agentsAI hostingAI latencyedge AIedge cloudedge computingedge hostingedge inferencehybrid AIlocal AI inferencemodel deploymentNPUon-device AIon-prem AIsmall language models
Most AI agents still live in the cloud, but a growing class of work is moving to the device and the network edge. A practical look at why edge AI hosting wins on latency, cost, privacy, and resilience — the three edge layers, what a hosting platform provides, and when to keep an agent local.
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