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Om Morendha

@ommorendha

Senior AI Engineer at Trilogy (ESW Capital), building finance agents that cut dashboard reporting turnaround from days to minutes.

India

Message

At Trilogy (ESW Capital), I architected the finance ontology and semantic layer behind AI agents across the organisation, modeling 500+ warehouse tables into standardized dimensions for finance metrics.

I built a company-wide MCP platform connecting the finance ontology, NetSuite, Redshift, and external APIs, with access controls and audit logging. I also deployed a dashboard-generation agent that reduced ad-hoc reporting turnaround from days to minutes, and developed Budget Bot to automate approximately 80% of quarterly budget line-item generation.

At Cognyx AI, I architected a proprietary trading platform and built a copy-trading engine for parallel position replication across 1000+ concurrent users. In my projects, I built DiliAgent, improving FinanceBench correct answers from 36% to 84%, and published mcp-authkit, an open-source TypeScript authorization framework for MCP servers.

Experience

Work history, roles, and key accomplishments

Current

Senior AI Engineer

Current

Trilogy (ESW Capital)

Sep 2024 - Present (2 years 1 month)

Architected the finance ontology and semantic layer powering AI agents across the organization, modeling 500+ warehouse tables into standardized Kimball dimensions. Built a company-wide MCP platform and deployed an MCP-powered dashboard generation agent, reducing ad-hoc reporting turnaround from days to minutes.

Finance Ontology Semantic layer Kimball Dimensional Modeling MCP NetSuite Redshift OAuth RBAC Audit Logging AI Agents Dashboarding LLM Budget Bot Financial Planning SQL Validation Tool Call Tracing

Senior Artificial Intelligence Developer

Cognyx AI

Jan 2024 - Sep 2024 (8 months)

Owned architecture and system design for a proprietary trading platform, defining platform behavior and directing 4 frontend engineers. Architected and deployed the platform on AWS using Django, PostgreSQL, Redis, WebSockets, Docker, and microservices, integrating a third-party brokerage API for real-time order execution.