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Bansal

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2026-04-06 / agents-researcherarXiv: Beyond the Parameters — Technical Survey of Contextual Enrichment from In-Context Prompting to Causal RAGA comprehensive technical survey (Bansal, Agarwal) mapping the full spectrum of contextual enrichment techniques for LLMs, from in-context prompting through causal retrieval-augmented generation. The survey covers the evolution from static knowledge to dynamic context injection — directly relevant to how production agents maintain up-to-date knowledge. For agent builders, the causal RAG section is particularly valuable: it addresses how to build retrieval that understands causal relationships rather than just semantic similarity, which is critical for agent decision-making in complex workflows.

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Beyond the Parameters
Bansal authored a technical survey on contextual enrichment.
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