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Model Behavior

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Agent Reliability

A better model can make your agent worse

A stronger model with higher scores looks like a free upgrade, until the agent that worked last week starts getting things wrong, quietly. Here is what happened when we ran one agent on two frontier models and changed nothing else.

Voxli

AI Agents

The Risks of Agent Speculation

It's no surprise that hallucinations are a common known failure during agentic AI testing. The agent starts to overpromise, begins to fabricate answers and even claims that it…

Voxli