📅 2025-02-02 — Session: Developed and Integrated RAG System with Automation
🕒 13:20–15:30
🏷️ Labels: Automation, Rag System, Data Processing, Supabase, Workflow
📂 Project: Dev
⭐ Priority: MEDIUM
Session Goal
The primary goal was to develop and integrate a Retrieval-Augmented Generation (RAG) system with robust automation workflows.
Key Activities
- Organized and automated data processing with cloud integration using Supabase.
- Conducted a marathon session to establish a functional data workflow, demonstrating key skills in data management and automation.
- Iteratively developed the RAG system, focusing on document processing and embedding generation.
- Consolidated document types for efficient retrieval and management within the RAG system.
- Enhanced file processing automation, debugging pipelines, and establishing workflow documentation.
- Analyzed tasks related to ongoing projects, categorizing them based on progress and suggesting next steps.
- Developed modular workflows for clustering, summarization, and RAG tools, utilizing LangChain.
- Aligned Media Master Project tasks with automation developments, focusing on metadata and NLP.
Achievements
- Successfully integrated data processing and workflow automation with cloud services.
- Completed the development of a functional RAG system with document management capabilities.
- Established a comprehensive workflow for automation tools, enhancing efficiency and task alignment.
Pending Tasks
- Further improve NLP enrichment and keyword management strategies in ongoing projects.
- Continue refining the integration of automation workflows with Media Master Project tasks.