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Monica WuMW
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Monica Wu

@wumonica

Senior AI Product Engineer building production LLM agents with eval harnesses, guardrails, and RAG systems.

United States
Message

What I'm looking for

I’m looking for a product engineering team at an AI-native company shipping LLM features to real users, where production reliability matters—eval harnesses, guardrails, observability, and fast idea-to-shipped delivery.

I’m a full-stack product engineer who’s owned end-to-end product experiences, from design details to the code underneath. Coming from a BA in Art & Design, I can’t treat the interface as someone else’s problem—I focus on the whole loop between idea and shipped.

These days I build AI agents, especially agentic RAG systems with tool-calling and real-time intent routing. My Digital Twin project is live on Hugging Face Spaces, and I prioritize production reliability with an eval harness that isolates degradation by stage (chunking, embedding, retrieval, generation), plus privacy and integrity guardrails and real observability for latency, cost, and errors.

I’m also motivated by what works beyond the demo: at IQVIA, I validated local LLM inference on varied client-site hardware (Ollama + Llama 3.1) to establish a worst-case baseline.

I’m looking for an AI-native product engineering team shipping LLM features to real users, where I can help make the engineering path as trustworthy as the model itself.

Experience

Work history, roles, and key accomplishments

Wumonica Studio (Independent) logoWI
Current

AI Product Engineer — Agentic RAG Systems

Aug 2025 - Present (11 months)

+ Shipped Digital Twin — a production RAG agent with agentic tool-calling and real-time intent routing to a human stakeholder. Python, OpenAI GPT-4.1 Mini, ChromaDB, Gradio. Live on Hugging Face Spaces.

+ Architected the pipeline so every layer — chunking, embedding, retrieval, context assembly, generation — is independently testable and swappable. Each component can be replaced without touching

WS
Current

AI Product Engineer

Wumonica Studio

Aug 2025 - Present (11 months)

Shipped Digital Twin, a production agentic RAG system with tool-calling and real-time intent routing for a human stakeholder. Built an independently testable/swappable eval pipeline (chunking, embedding, retrieval, generation) and implemented privacy/integrity guardrails.

IN

Software Development Engineer 4

Inteliquet

Sep 2023 - Aug 2025 (1 year 11 months)

Ran worst-case feasibility testing for local LLM inference using Ollama and Llama 3.1 8B to support a locked local-deployment model. Delivered end-to-end features for clinical research applications in a regulated environment and consolidated multiple TypeScript/Angular components into a shared library with i18n localization.

Inteliquet, an IQVIA business logoIB

Software Development Engineer 4

Sep 2023 - Aug 2025 (1 year 11 months)

+ Self-initiated feasibility testing of local LLM inference (Ollama, Llama 3.1 8B) on deliberately constrained hardware as a worst-case baseline for varied client-site environments — producing a go/no-go signal for AI features within a locked local-deployment model.

+ Owned features end-to-end — proposal through production — for clinical research applications in a regulated healthcare environmen

Inovalon logoIN

Product Engineer — Design Systems

Jan 2022 - Aug 2023 (1 year 7 months)

+ Migrated an enterprise Angular component library across 6 major versions (v8 to v14) with zero regressions in the design system under healthcare apps used by physicians and pharmacies nationwide.

+ Designed, built, and shipped the design system's core components end-to-end for an enterprise NPM library, owning everything from component specs to production code.

+ Authored component specifica

Accenture logoAC

Software Engineer

Jul 2018 - Jan 2022 (3 years 6 months)

+ Shipped production features end-to-end for an enterprise payments platform processing $200M+/month in money movement in a regulated, high-reliability environment.

+ Diagnosed and resolved critical production defects in payment workflows through root-cause analysis.

+ Mentored 2 engineers through advanced Angular (RxJS, state management, lazy loading) via structured sessions and code review.

Microsoft through Design Laboratory Inc logoMI

Software Development Engineer

Jan 2018 - May 2018 (4 months)

+ Built a production Angular/TypeScript interface integrated with REST APIs, enabling Microsoft partners and internal teams to publish and manage JSON schemas for automated web-page generation — shipped while coordinating across 2 internal engineering teams.

DI

Software Development Engineer

Design Laboratory Inc.

Jan 2018 - May 2018 (4 months)

Built a production Angular/TypeScript interface integrated with REST APIs to enable partners and internal teams to publish and manage JSON schemas for automated web-page generation. Coordinated across two internal engineering teams during delivery.

Win-Kel logoWI

Product Engineer

Dec 2017 - Feb 2018 (2 months)

+ Architected and shipped a full-stack product (React, Redux, Node.js, TypeScript) 0→1.

+ Made product and stack decisions end-to-end in a 4-person startup with no established playbook.

+ Set front-end technical direction and mentored 2 junior engineers through code review, maintaining production quality at startup speed.

NS

Software Engineer

Next Step Staffing

Jun 2016 - Oct 2016 (4 months)

Shipped bug fixes, analytics instrumentation, and SEO sitemap improvements for NBCNews.com social and video features. Supported a high-traffic property serving tens of millions of users monthly.

Education

Degrees, certifications, and relevant coursework

CA

California State University Los Angeles

Bachelor of Arts (B.A.), Art - Design Concentration

California State University, Los Angeles logoCA

California State University, Los Angeles

Bachelor of Arts, Art - Design Concentration

Earned a Bachelor of Arts with a concentration in Art and Design.

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