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Fact Extraction & Tools

Umwelten no longer exposes automatic chat memory as a public chat mode. Interaction always uses the base runner.

For knowledge workflows, use the explicit memory helper APIs from packages/core/src/memory/:

  • extractFacts(interaction, modelDetails) extracts structured facts from an Interaction.
  • determineOperations(modelDetails, facts, existingMemories) proposes ADD/UPDATE/NONE operations for a caller-managed store.

Tool usage remains configured through Stimulus.tools and CLI --tools options where available.

Released under the MIT License.