All work

03Technical focus

Generative AI & RAG

LLMs | LangChain | Retrieval-Augmented Generation | NLP

Angled view of an abstract retrieval-augmented generation flow: documents, a vector space with a query, an LLM layer and an answer.

Overview

Exploring and developing skills around intelligent systems that can retrieve information, work with language, support research, and improve knowledge-driven workflows.

This is an area of technical focus and ongoing work — not a client case study.

Focus areas

  • Large Language Models
  • Retrieval-Augmented Generation
  • LangChain
  • NLP
  • AI-assisted research
  • Intelligent information retrieval
RETRIEVAL-AUGMENTED GENERATIONFIG. 03 — ILLUSTRATIVE01 DOCUMENTS02 EMBEDDINGS · 03 RETRIEVALQUERY04 LLM · 05 ANSWER123CHUNK → EMBED → RETRIEVE → GENERATE
Illustrative diagram — not a screenshot of a product or deliverable.

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