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A completely automated Retrieval-Augmented Generation (RAG) pipeline designed for dynamic document querying. This workflow monitors a Google Drive folder for new documents, instantly downloads them, chunks the text, and generates OpenAI embeddings to store in a Pinecone vector database. Users can then query an AI agent to instantly fetch highly accurate information based strictly on the uploaded documents.
Tech Stack: n8n, LangChain, OpenAI, Pinecone, Google Drive.
Impact: Turns static document repositories into an interactive, conversational search engine with zero manual maintenance.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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Currently working in Google Labs using the MixBoard tool for one of my literary projects called, OOZE ( a fictional product book, each product is a primordial substance mentioned in sacred and religious texts)
amorfo is a designer indie brand specialising in art merchandise and stationery, which transforms the subconscious chaos of unfinished lines into free-flowing, ‘airy’ art.
A fresh, conceptual modern style. A balance of the depth of dark graphite, the airiness of bright sea green and the warmth of pale yellow against a soft, milky background.
For enquiries, collaboration opportunities and orders:Email: khvvvylya@gmail.com
Love these!
My tech stack looks completely different today than when I first started, and rightly so.
This is largely influenced by industry demands and better tools.
Two years ago, Claude wasn't doing half of what it does now. Today, it’s a core part of how so many of us work.
Even as tools change, the core principles stay the same:
⭐ Personalize everything to the team's real workflow.
⭐ Keep your data clean and structured early.
⭐ Design for edge cases before you launch.
⭐ Choose simple, efficient setups over complex ones.
⭐ Always focus on delivering the actual result.
Businesses will always adopt new tools as they grow, but real value will always come down to efficiency.
#AI #Automation #CRM
