APAparna Pradhan
@aparnapradhan
Production-focused AI engineer building resilient agentic automation and GraphRAG systems.
IndiaWhat I'm looking for
I am a production-focused AI engineer specializing in agentic orchestration and GraphRAG systems, with deep experience building resilient automation pipelines that prioritize deterministic outputs and robust error handling.
I design and deploy containerized, queue-based architectures for B2B workflows using Python, FastAPI, Pydantic, Celery/BullMQ, Docker, Redis and PostgreSQL, and I move proofs-of-concept to production while researching GraphRAG and agentic design patterns.
My projects include autonomous procurement and invoice pipelines that reduced hallucination rates to under 2%, a customer-support orchestration agent with state-machine escalation, and graph-based lead-scoring systems that extract buying intent and sync high-value leads to CRMs.
Experience
Work history, roles, and key accomplishments
AI Engineer
Independent
Nov 2023 - Present (2 years)
Designs and deploys production-grade AI automation and agentic orchestration solutions for B2B workflows, reducing extraction hallucinations to <2% and enabling concurrent processing of 50+ documents via queue-based architectures.
Education
Degrees, certifications, and relevant coursework
Self-Taught
Self-Taught, Engineering
Self-directed engineering education focused on distributed systems, system design, and large language models with hands-on project experience in production AI systems.
Tech stack
Software and tools used professionally
Availability
Location
IndiaAuthorized to work in
Salary expectations
Social media
Job categories
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