Data Analytics
Team ExperienceMyTaskMate AI
A database-backed productivity assistant with semantic search, built during an AI/ML internship at C-DAC Pune.
Client
C-DAC Pune
Industry
Productivity / AI Tools
Services
AI/ML Development
Status
Completed
The Challenge
Keyword-only search made it hard to retrieve relevant tasks and notes quickly; the assistant needed structured storage plus retrieval that understood meaning, not just exact matches.
The Solution
Ajay integrated PostgreSQL for structured storage, implemented semantic retrieval so information could be found by meaning, and optimized search with FAISS for significantly faster lookups.
Team Contribution
- PostgreSQL-backed structured data storage
- Semantic retrieval implementation
- Semantic search optimization with FAISS
- AI assistant and LLM-based workflow design (LangChain)
Key Features
- Semantic (meaning-based) information retrieval
- FAISS-optimized search, ~3x faster retrieval
- PostgreSQL-backed task and information storage
- LLM-assisted productivity workflows
Technology
PythonPostgreSQLFAISSLangChainLLMs
Results
MyTaskMate AI achieved roughly 3x faster information retrieval through FAISS-optimized semantic search.