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docs: point begin/message component links at .md, not .mdx (#17237)
### Summary Most files in `docs/guides/agent/agent_component_reference/` are `.mdx`, but `begin` and `message` are `.md`. Four links use the `.mdx` extension for those two, so Docusaurus cannot resolve the reference and they render as broken links. Co-authored-by: Muhammad Zuhaib Zahid <288755265+muhzuhaib@users.noreply.github.com>
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## Enhance Agent context
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Under [Retrieval](../agent/agent_component_reference/retrieval.mdx) and [Message](../agent/agent_component_reference/message.mdx) component settings, a new Memory invocation capability is available. In the Message component, users can configure the Agent to write selected data into a designated Memory, while the Retrieval component can be set to read from that same Memory to answer future queries. This enables a simple Q&A bot Agent to accumulate context over time and respond with richer, memory-aware answers.
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Under [Retrieval](../agent/agent_component_reference/retrieval.mdx) and [Message](../agent/agent_component_reference/message.md) component settings, a new Memory invocation capability is available. In the Message component, users can configure the Agent to write selected data into a designated Memory, while the Retrieval component can be set to read from that same Memory to answer future queries. This enables a simple Q&A bot Agent to accumulate context over time and respond with richer, memory-aware answers.
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### Retrieve from memory
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