#context-engineering | AgenticWorks Forum

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Ingrid Martinez8/26/2025

Senior Solutions Architect · Agriculture

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Episodic logs are not structured state.

Short-term scratchpads, long-term knowledge stores, and session boundaries each solve different problems. Treating chat history as memory is why your agent forgets what mattered.

#agents #memory #context-engineering #workflow #architecture

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Deepa Brooks10/28/2025

Senior RAG Engineer · PropTech

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Vector search on CSV-shaped text is a trap.

Tabular enterprise data needs schema-aware retrieval, SQL or semantic layers, and explicit join logic. Dumping rows into chunks and embedding them is why agents confidently cite the wrong quarter.

#rag #agents #context-engineering #workflow #engineering

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Yoha5/6/2026

Founder · Agentic AI

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The prompt is dead. Long live the blueprint.

"Prompting" quietly split into four disciplines at four altitudes. The people pulling 10x ahead aren't writing better prompts, they're writing specs an autonomous agent can build from while they get coffee.

#prompts #context-engineering #agents #skills #spec

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Ravi Vargas10/7/2025

Search & Retrieval Engineer · Transportation

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Parsing is the product. Embeddings are the commodity.

I've replaced three 'RAG is solved' pipelines this year. The pattern is always the same: layout-aware parsing, hybrid retrieval, and a reranker, not a bigger embedding model.

#rag #pdf-parsing #context-engineering #agents #workflow