Presentation
Offered services
Background
Worked on the TDL AI Coding Assistant, contributing to the agentic and multi-agent architecture, tool execution, MCP integration, and hybrid RAG using Qdrant, BM25, and RRF.
Built and integrated a FastMCP server exposing TDL grammar, schema, documentation, semantic search, and code-example retrieval to the AI agent.
Optimized the retrieval pipeline using a local SQLite retrieval layer, reducing retrieval latency by around 80%.
Worked on the Tally Code Brewers AI Evaluation Platform, developing Strands-based multi-agent workflows for code/diff analysis, repository integrity, and contribution tracking across 250+ repositories.
Contributed to the AWS event-driven architecture using EventBridge, SQS FIFO, Lambda, DynamoDB, and CDK, with focus on reliability and scalable evaluation.
Worked on Smart Voucher, an NLP-based ledger mapping system using embeddings, BM25/FTS5, RRF, and fine-tuned sentence-transformer models.


