wenjin272 commented on code in PR #784:
URL: https://github.com/apache/flink-agents/pull/784#discussion_r3370626209
##########
docs/content/docs/development/memory/sensory_and_short_term_memory.md:
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@@ -263,4 +266,56 @@ Sensory Memory is automatically cleared by the framework
after each agent run co
{{< hint info >}}
During execution, sensory memory data is checkpointed by Flink for fault
tolerance. However, once the run completes, all sensory memory is cleared and
will not be available in subsequent runs.
-{{< /hint >}}
\ No newline at end of file
+{{< /hint >}}
+
+### Short-Term Memory
+
+Short-term memory can be configured with a time-to-live (TTL) so that older
state expires automatically. This is useful for agents that may run for a long
time: if the agent only needs recent memories, expiring historical data
directly keeps the stored state focused on the latest context and avoids
retaining stale information.
+
+Set `short-term-memory.state-ttl.ms` to a value greater than 0 in milliseconds
to enable TTL. You can also configure how the TTL is refreshed and whether
expired state can be returned before Flink cleans it up:
+
+- `short-term-memory.state-ttl.update-type`: controls whether TTL is refreshed
on create/write or on read/write.
Review Comment:
I believe the literals themselves, along with a single line of additional
explanation, are sufficient; therefore, I agree with keeping it brief.
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