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Rising New Top Signal

AgenticWorks

A community for developers awakening to agentic AI. Hands-on lessons, enterprise-grade context engineering, and a forum that earns its quiet.

Platform

Learn
Forum
Showcase

Project

About

Community

Network
Code of conduct

Field reports

Monthly notes on what shipped, what broke, and what we learned.

AgenticWorks

Learn Showcase Forum Community

Back to forum

#rag

All posts tagged with #rag

Rising New Top Signal

Cover image for "Parsing is the product. Embeddings are the commodity."

Ravi Vargas10/7/2025

Search & Retrieval Engineer · Transportation

article

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

Cover image for "Vector search on CSV-shaped text is a trap."

Deepa Brooks10/28/2025

Senior RAG Engineer · PropTech

article

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

#rag | AgenticWorks Forum

Ravi Vargas10/7/2025

Search & Retrieval Engineer · Transportation

article

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

Deepa Brooks10/28/2025

Senior RAG Engineer · PropTech

article

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