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Disaster Recovery for AI Agents: Failover Without Losing Agent State

October 16, 2026Category : Hosting Services for AI Agents
Disaster Recovery for AI Agents: Failover Without Losing Agent State
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When the node running an AI agent dies, a restart is not recovery — it is amnesia plus duplicated side effects. A practical look at agent-native disaster recovery: replicated checkpoints, durable queues, idempotent replay, and drills that prove your recovery time.

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Autoscaling AI Agent Infrastructure: Handling Bursty Workloads and Cold Starts

October 16, 2026Category : Hosting Services for AI Agents
Autoscaling AI Agent Infrastructure: Handling Bursty Workloads and Cold Starts
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Web traffic rises and falls with the day, but it moves in waves an autoscaler can ride. Agent traffic does not. A research agent can sit idle for an hour and then receive forty requests in a single minute, each one spawning a dozen model calls, several tool executions, and a sub-agent fan-out. Infrastructure sized..

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Testing AI Agents Before Production: Why Your Host Needs a Simulation Tier

September 1, 2026Category : Hosting Services for AI Agents
Testing AI Agents Before Production: Why Your Host Needs a Simulation Tier
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An AI agent that has never been tested is not a product; it is a live experiment wearing a product's clothes. Yet a striking share of agent deployments go from a promising demo straight into production, because the environment that made the demo look good — a friendly user, a clean prompt, a cooperative API.. Read more
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Model Independence: How to Avoid Vendor Lock-In for AI Agents

August 24, 2026Category : Hosting Services for AI Agents
Model Independence: How to Avoid Vendor Lock-In for AI Agents
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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

July 24, 2026Category : Hosting Services for AI Agents
Edge AI Hosting: On-Device and Hybrid Deployment for AI Agents
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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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Multi-Agent Orchestration Layers: What to Look for in AI Hosting

July 20, 2026Category : Hosting Services for AI Agents
Multi-Agent Orchestration Layers: What to Look for in AI Hosting
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A single AI agent that books meetings or drafts emails is easy to host. The moment a business puts five or ten specialized agents to work together — a researcher, a coder, a reviewer, a compliance checker — hosting stops being about running a model and starts being about running a system. That system needs.. Read more
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FinOps for AI Agents: How to Control Token and Hosting Costs

July 20, 2026Category : Hosting Services for AI Agents
FinOps for AI Agents: How to Control Token and Hosting Costs
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The economics of an AI agent look nothing like the economics of the software it replaces. A traditional web service scales roughly with users; an agent scales with steps. Each retrieval, tool call, and reasoning loop burns tokens, and a single user request can quietly trigger dozens of model calls. Add always-on GPU capacity, shared..

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Agent Observability: The Non-Negotiable Layer of AI Agent Hosting

July 15, 2026Category : Hosting Services for AI Agents
Agent Observability: The Non-Negotiable Layer of AI Agent Hosting
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Agent observability has become the deciding feature of AI agent hosting in 2026. A practical look at tracing, evaluation, governance, OpenTelemetry standards, and what to demand from a hosting platform before your agents go to production.

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Serverless vs. GPU-Dedicated Hosting: Choosing Infrastructure for AI Agents

July 9, 2026Category : Hosting Services for AI Agents
Serverless vs. GPU-Dedicated Hosting: Choosing Infrastructure for AI Agents
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The infrastructure you run an AI agent on shapes everything downstream: latency, cost, and how far it scales before it breaks. Two hosting models now dominate the conversation. Serverless GPU platforms spin capacity up and down on demand, billing you by the second and charging nothing when idle. GPU-dedicated and always-on platforms, by contrast, keep.. Read more
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