- Implemented a bi-directional text-to-speech and text-to-SQL natural language querying against any Redis and Supabase instance.
- Developed intelligent semantics and schema analysis and extraction logic, user intent interpretation, and query generation.
- Integrated Adobe Acrobat and Bright Data APIs with an AI agent to automate document fill-out workflows.
- Optimized prompt engineering using SAMMO to improve relevance, improved user positive feedback rate from 56% to 72%.
PythonPineconeSAMMOChain of ThoughtANN Algorithm (HNSW/IVF/LSH)PEFT (LoRA, QLoRA)