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Built a highly scalable Retrieval-Augmented Generation (RAG) chatbot designed to interact with private datasets/PDFs. Unlike standard LLMs, this system minimizes hallucinations by retrieving real-time context from a local knowledge base before generating responses.
Key Features:
Semantic Search: Implemented Vector Embeddings to perform high-speed similarity searches across thousands of document chunks.
Smart Retrieval: Integrated a retrieval pipeline using LangChain to fetch the most relevant context for user queries.
Source Citation: Configured the bot to provide source references from documents, ensuring data transparency and accuracy.
Optimized Performance: Used FAISS/Chromadb for efficient vector storage and retrieval.
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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Built an automated lead-gen system for a cyber firm, capturing high-ticket UK gov leads and scaling the brand from invisible to authoritative.
Impressive build. Turning invisible brands into authority through automation is powerful. Curious — which part of the workflow in N8N handled the lead qualification?
🚀 Introducing Warmo
Cold email isn’t failing because of bad copy.
It’s failing because your emails never reach the inbox.
Most outbound tools focus on sequences, personalization, and send volume.
But none of that matters if your domain reputation is weak and your emails land in spam.
That’s why we built Warmo.
Warmo is an AI-powered outreach platform designed to improve deliverability and help teams run smarter outbound campaigns.
Instead of just sending emails, Warmo helps you:
• Warm up and protect your domain reputation
• Run AI-powered outreach campaigns
• Track replies and intent signals
• Manage outbound from one place
If outbound is part of your growth strategy, Warmo helps ensure your emails are actually seen.
She wears many hats, plays many roles, and evolves with every step.
Created this piece to celebrate the multifaceted nature of women everywhere.
To those who lead with grace, strength, and creativity—Happy International Women’s Day. 💜
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