Naga Karumuri

About

Built and productionized an LLM-driven document verification workflow for a construction firm’s submittals process, moving from a Vercel/Next.js prototype to a FastAPI + LangChain/LangGraph backend with background workers and multi-server deployment. Uses LLM tools (e.g., OpenAI Codex/Cloud Code) for rapid development and log-driven root cause analysis, and partners with customer teams on evaluation metrics and iterative improvements.

Experience

Education

Key Strengths

• Took an LLM prototype to production for construction submittals using LangChain/LangGraph
• Pragmatic architecture decisions (split frontend/backend; migrated from Vercel/Next.js to FastAPI)
• Rapid implementation using coding agents (used OpenAI Codex to translate code; completed migration in 1–2 days)
• Production reliability practices: multi-server deployment, background workers, on-call style monitoring and fixes
• Systematic debugging using logs + LLM-assisted root cause analysis and document reprocessing to correct outputs
• Strong customer collaboration loop with real-time feedback to improve agent planning/steps
• Able to tailor technical demos/workshops to audience skill level and time constraints
• Supports adoption/sales by setting realistic expectations and explaining human-in-the-loop limitations

Reference Highlights

• Strong technical skill
• High ownership and initiative
• Drives complex problems to completion
• Highly collaborative
• Proactive
• Effective customer-facing partner across sectors
• Tailors technical depth to the audience
• Clear and structured communicator
• Responsive to feedback
• Aligns stakeholders around shared goals
• Trusted cross-functional and customer-facing partner
• Adapts quickly to changing requirements
• Delivers on tight timelines without losing quality
• Leads efforts across research, product, and customer teams
• Patient and clear communicator with customers
• Explains technical issues with clarity
• Satisfies multiple stakeholders
• Works well with fellow developers
• Effective cross-cultural/global collaboration
• Able to present and teach junior teams
• Proactive and takes initiative in ambiguous situations
• Identifies systemic issues and proposes solutions
• Drives cross-functional impact
• Consistent
• Innovative
• Technically proficient
• Well planned/organized