TIL: Registering Custom Session Services in Google ADK 1.17
Extend ADK with custom session storage backends like Redis, MongoDB, PostgreSQL, or DynamoDB for persistent sessions that survive server restarts.
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View All TagsExtend ADK with custom session storage backends like Redis, MongoDB, PostgreSQL, or DynamoDB for persistent sessions that survive server restarts.
Your agent gets the final answer right, but did it get there the right way? Learn how to evaluate tool selection and usage quality with ADK 1.16's rubric-based evaluation framework.
Long-running agent tasks need to be interrupted gracefully or paused for human feedback without losing progress. System failures can interrupt execution mid-task, causing work to be lost.
Long agent conversations accumulate thousands of tokens. After 100+ exchanges, sending the entire history to the model becomes expensive and slow. Context Compaction fixes this by intelligently summarizing old interactions.
In one sentence: Context Compaction automatically summarizes older conversation events using an LLM, reducing token usage while preserving conversational context.