Aswath P

5+ years of work experience

Sep 20215 yPresent

Bengaluru, Karnataka, India

Document Intelligence Agents (Proofreader, Translator, Comment Extractor): Led end-to-end architecture and production deployment of AI agents across API design, orchestration, validation, and monitoring. • Built multilingual proofreading workflows using language detection, context-aware chunking, and automated PDF annotations with correction suggestions and explanations. • Engineered asynchronous Azure-native translation submission and status polling workflows for secure, high-volume processing and improved API responsiveness. • Implemented strict request validation, structured error taxonomy, and step-level telemetry to improve reliability, observability, and supportability. • Built a scalable Python Comment Extraction platform for PDF, Word, Excel and PPT, with multi-file ingestion, metadata extraction, configurable keyword search, Excel reporting, and Azure Blob Storage + Service Bus integration. SEC MCP: Built an MCP-based financial data agent that enables LLMs to query SEC EDGAR filings (10-K/10-Q/8-K, insider forms) through structured tool APIs. • Implemented end-to-end filing workflows: company lookup, recent filing retrieval, section extraction, and narrative analysis for faster equity research. • Added comparative analytics capabilities (YoY and QoQ metric comparisons, CAGR) to support trend analysis directly from SEC-reported data. Analytics Platform: Designed and delivered an interactive platform enabling leadership to extract actionable insights from firm data (people, financials, clients) through natural language queries. • Developed a RAG-powered system using LangGraph, vector databases, and LLM agents to retrieve and analyze complex financial and operational data. • Built a conversational interface with Gradio and integrated GraphRAG capabilities to consolidate insights across disparate datasets. • Reduced data retrieval time by ~70% and improved response accuracy by ~30%.