I am an AI Engineer with production experience building and deploying end-to-end AI-powered web applications using Python, TypeScript, and agentic frameworks. I translate stakeholder requirements into working products and integrate LLM agents into scalable systems with a focus on reliability and observability. I’m based in Sydney and excel in remote, cross-functional settings, delivering iteratively and driving adoption of AI tooling across engineering teams. I enjoy turning complex problems into clean architectures with measurable impact.

Nikil PS

I am an AI Engineer with production experience building and deploying end-to-end AI-powered web applications using Python, TypeScript, and agentic frameworks. I translate stakeholder requirements into working products and integrate LLM agents into scalable systems with a focus on reliability and observability. I’m based in Sydney and excel in remote, cross-functional settings, delivering iteratively and driving adoption of AI tooling across engineering teams. I enjoy turning complex problems into clean architectures with measurable impact.

Available to hire

I am an AI Engineer with production experience building and deploying end-to-end AI-powered web applications using Python, TypeScript, and agentic frameworks. I translate stakeholder requirements into working products and integrate LLM agents into scalable systems with a focus on reliability and observability.

I’m based in Sydney and excel in remote, cross-functional settings, delivering iteratively and driving adoption of AI tooling across engineering teams. I enjoy turning complex problems into clean architectures with measurable impact.

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Experience Level

Expert
Expert
Expert
Expert
Expert

Language

English
Advanced

Work Experience

Software Engineer at Multimatic Electronic System
January 1, 2023 - Present
Architected a production multimodal RAG pipeline (dense + sparse retrieval, cross-encoder re-ranking, Ollama embeddings) for legacy engineering documents deployed on AWS EC2, improving retrieval quality and accelerating access to internal knowledge across teams. Engineered enterprise knowledge agents on Copilot Studio that combined retrieval, reasoning, and workflow automation to generate requirements and answer engineering queries, reducing manual effort by 40%. Deployed MCP-enabled LLM agent on edge hardware with custom tool access, system prompt management, and secure task routing. Led end-to-end delivery of a full-stack automation platform (TypeScript/FastAPI/PostgreSQL) including ETL and CI/CD, achieving a 67% improvement in operational cycle time. Created containerised Python key-generation service using Docker and Kubernetes, enabling 100% security compliance across 1,200+ vehicles with zero incidents. Drove tooling adoption by identifying bottlenecks, presenting ROI to leadersh

Education

MSc Artificial Intelligence at University of Edinburgh
November 1, 2022 - June 29, 2026
BEng(Hons) Mechatronics at University of Manchester
January 11, 2030 - June 1, 2021

Qualifications

NLP Specialisation
January 11, 2030 - June 29, 2026
Gen AI Specialisation
January 11, 2030 - June 29, 2026

Industry Experience

Software & Internet, Manufacturing, Professional Services, Computers & Electronics, Media & Entertainment