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…ts now load lazily in [agents/__init__.py](/home/notfish/dev/mat_know_base/src/mkb/agents/__init__.py). KnowledgeBase.from_url() now supports configurable raw, processed, archive, and temp buckets in [sdk.py (line 293)](/home/notfish/dev/mat_know_base/src/mkb/sdk.py:293). Pipeline behavior is explicitly documented as persisted local background execution, not an external durable worker queue. Docs now clarify portable vs. materials APIs, optional extras, graph persistence, job recovery, exception handling, custom adapters, and client ownership in [python-api.md](/home/notfish/dev/mat_know_base/docs/python-api.md). README correctly scopes the portable example to a source checkout. Regenerated [api-reference.md](/home/notfish/dev/mat_know_base/docs/api-reference.md) and added regression coverage.
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