As the MindLab ecosystem matures, we anticipate the emergence of foundational, community-vetted Capsules for common tasks like data cleaning, sentiment analysis, or PDF parsing. These Shared Experts are a key part of our strategy for building a more efficient, collaborative, and interconnected system where innovation can compound.

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The Power of Composition

Creators of more complex, composite workflows will not need to reinvent these wheels; they can declare a dependency on these Shared Experts in their manifest. The Orchestrator will then intelligently route sub-tasks to these foundational Capsules, creating a more efficient, collaborative, and interconnected system where innovation can compound. This mirrors the trend in large-scale MoE models, which often combine a set of sparse experts with a shared, dense FFN that is used by all tokens to learn common representations. The MindLab platform simply elevates this architectural pattern to the level of the marketplace.