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Agent Frameworks Compared Tool Calling Schema Handling

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OpenRouter editorial sitemap
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OpenRouter editorial sitemap
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Terms in this piece · Glossary
  • AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
Why it matters

Explains why tool calls break when you swap models: each provider uses a different tool definition and response format. It shows where six frameworks do the translation, so you can decide whether to rely on the framework or an API-level normalizer.

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