System learning
Knowledge
Expose durable knowledge artifacts from the backend: content-model items, lessons reinforced from outcomes, and reusable collections.
Items
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Direct knowledge entries stored in the content model.
Lessons
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Outcome-shaped learnings reused in future runs.
Collections
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Grouped references and reusable knowledge bundles.
Items
Structured knowledge entries already available in the frontend user model.
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Knowledge items will appear here as the content model grows.
Lessons
Durable learnings extracted from successful interactions.
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Collections
Reusable grouped knowledge bundles from the learning layer.
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