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Kuldip User

@kuldipuser

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AI Engineer building production LLM agents and data platforms on Google Cloud for reliable outcomes.

Australia

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What I'm looking for

I’m looking for a team where I can build and operate reliable agentic LLM systems and production data platforms, with strong evaluation, monitoring, and security. I want ownership from architecture through deployment on Google Cloud.

I’m an AI Engineer with 5+ years building production data platforms and GenAI systems in Python on Google Cloud, focused on shipping agents that actually stay accurate in the real world. Right now I operate two production LLM agents on Gemini, sustaining above 95% accuracy through evaluation harnesses, golden datasets, and human-in-the-loop review when confidence is low.

I combine deep BigQuery and dbt expertise with event-driven ELT/ETL patterns to keep data reliable and observable. I designed and deployed agent workflows that extract structured data and execute multi-step processes end to end, and I built the observability stack (regression evals, daily monitoring for accuracy/latency/token cost, and failure taxonomy) so teams can trust and improve performance continuously.

Beyond agents, I strengthen the foundations: I led migrations and uplifts of legacy pipelines to GCP for idempotency, retries, and alerting—getting to near zero pipeline failures with end-to-end visibility and runbooks. I also founded a profitable AI SaaS (paying B2B customers) and build agentic systems and tools through projects like AgentHub 360, pushing for secure, production-minded automation (including least-privilege IAM practices and client-side privacy where appropriate).

Experience

Work history, roles, and key accomplishments

Current

Data Engineer

Current

LMG

Jan 2024 - Present (2 years 6 months)

Designed and deployed two production LLM agents on Gemini to process Freshdesk member accreditation and membership tickets end to end, extracting structured data and running multi-step workflows with above-95% production accuracy. Built evaluation harnesses and an observability stack with regression testing, monitoring, and human-in-the-loop fallback for low-confidence outputs.

Gemini API Python STEP Workflow Golden Datasets Human In The Loop Observability Monitoring IAM Least Privilege DataHub BigQuery DBT Retries Alerting

Current

Founder, AgentHub 360

Current

AgentHub 360

Founded and operates AgentHub 360, a vertical SaaS for Australian buyers agents with paying B2B agencies, including property due diligence and workflow automation. Built a production agentic workflow system (Journey Engine) with multi-agent orchestration using Claude and MCP tool integrations.

Agentic Systems Multi agent orchestration Claude Model Context Protocol (MCP)Workflow Automation Reporting Geospatial Risk Overlays PMTiles Pipeline Due Diligence

Data Engineer

Riley (NCS Group)

Sep 2022 - Jan 2024 (1 year 4 months)

Client-embedded data engineering across NCS consulting accounts, delivering end-to-end implementations within customer environments. Worked across GCP data warehouse/event-driven ELT, Discovery Engine recommendation data preparation and fine-tuning support, and a Gemini-based log summarization system.

GCP Cloud Functions Workflows Cloud Storage BigQuery Data Governance Google Discovery Engine Recommendation Systems Fine Tuning Gemini API Python CI CD Terraform Informatica GCP Logs CI CD Pipelines

Data Engineer

Advice Intelligence

Jun 2021 - Sep 2022 (1 year 3 months)

Owned end-to-end client data migrations for a fintech financial planning platform, including extraction, transformation/mapping, and controlled promotion from test to production. Maintained SSIS-based ETL pipelines and PostgreSQL functions, and resolved production data issues for support.

SQL SQL Server PostgreSQL Data Migration data transformation Data Mapping ETL SSIS

Customer Insight Analyst

Quantium

Jan 2020 - Present (6 years 6 months)

Worked as a Customer Insight Analyst at Quantium in 2020. Responsibilities were not specified in the provided experience details.

Data Analyst

ANZ

Jan 2020 - Present (6 years 6 months)

Worked as a Data Analyst at ANZ in 2020. Responsibilities were not specified in the provided experience details.

Business Analyst Consultant

Your Money Gateway

Jan 2019 - Present (7 years 6 months)

Worked as a Business Analyst Consultant at Your Money Gateway in 2019. Responsibilities were not specified in the provided experience details.

Creator, Review Lens

Chrome Web Store

Built and shipped a Chrome extension that detects likely fake product reviews using multi-signal authenticity scoring and Reddit cross-referencing, with all classification running fully client-side in the browser. No review data or browsing activity is sent off the user's device.

Chrome extensions Client Side Classification Multi Signal Authenticity Scoring Reddit Cross Referencing