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Frequently Asked Questions
I specialize in advanced RAG architectures including Multimodal RAG (using ColBERT, CLIP with Pinecone/Qdrant), Agentic RAG with autonomous research capabilities, and Self-Correcting RAG systems. My implementations have solved persistent vector database issues and improved retrieval accuracy significantly. I've also built specialized RAG pipelines for video data using VideoDB, enabling precise content retrieval from multimedia sources.
I have a proven track record of delivering high-impact automations within 2-4 weeks. For example, I've created Vimeo video processing pipelines saving 10 hours/week, parallelized web scraping tools reducing collection time by 10 hours/week, and Midjourney automation saving 5 hours/week. My custom MCP servers improved company productivity by 40%, demonstrating my ability to deliver measurable ROI quickly.
Absolutely. I have extensive experience integrating AI with various platforms including Discord, Vimeo, Fireflies AI, LiveKit, Twilio, and Retool. I've built real-time transcription systems, speech-to-text/text-to-speech solutions using OpenAI and ElevenLabs, and created custom automation pipelines using MoviePy and Keyboard Maestro. I ensure seamless integration with your current tech stack while maintaining scalability.