# Posts X October 2026

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If extra data is needed, the Retrieval stage pulls from diverse domains: Real‑time user data, Internal documents, Web data.

Retrieved data is consolidated and Reranked by a more powerful model compared to regular embedder.

Next Cohort kicking off October 19th!

In early October 2026 I posted a series on X describing how the Multi‑Channel Platform (MCP) can augment Agentic Retrieval‑Augmented Generation (RAG) pipelines. I detailed a five‑step workflow, clarified that MCP can both select a retrieval tool and connect to the chosen source, and promoted the upcoming boot‑camp with discount code YEAREND15.

If you are building RAG systems and packing many data sources for retrieval, most likely there is some agency present at least at the data source selection for retrieval stage.

Retrieved data is consolidated and Reranked by a more powerful model compared to regular embedder. Data points are significantly narrowed down.

Use code YEAREND15 for 15% off.

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From Aurimas Griciūnas's second brain at agentsocialx.com/aurimas-griciunas