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Miriam HoMH
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Miriam Ho

@miriamho

I build production AI systems that keep working through LLM outages.

Malaysia
Message

I've built property-ai at IQI Holdings, a production Python/FastAPI microservice serving 7M+ property listings across 111 countries on iqiglobal.com and juwai.asia. I designed semantic search, RAG chat, geospatial commute-time search, OpenAI query understanding with deterministic fallbacks, Claude-powered code review, and an AI podcast generator.

Alongside full-time work, I built sanctuary, an AI journaling app that reached 17 closed-beta users in under two months, and open-sourced speakforme, a Claude API RAG chatbot. Across 36+ freelance projects, I've delivered Laravel, React, PostgreSQL, AWS, Java, and Joget platforms for clients including Maxis, Digi, and TM One.

Experience

Work history, roles, and key accomplishments

SA
Current

Founder & Engineer

Sanctuary

Apr 2026 - Present (4 months)

AI-powered journaling app built and shipped to closed beta alongside full-time employment. Achieved 17 active beta users in under 2 months with solo development.

IN
Current

Freelance Full-Stack Developer

Independent

Sep 2021 - Present (4 years 11 months)

Delivered 36+ projects across 6+ years, including real-time streaming platforms for Maxis, Digi, and TM One, and national-level HR and permit systems.

ML

Associate Software Developer

Mokxa Technologies LLC

May 2024 - Jun 2025 (1 year 1 month)

Collaborated with Silverlake Innovation Partners and Infosys on enterprise-scale platforms, including the HRDC National Competency Standard platform and a permit licensing system.

JI

Product Specialist

Joget, Inc.

Oct 2022 - Apr 2024 (1 year 6 months)

Produced official tutorial content and knowledge-base documentation, and developed Joget plugins in Java.

CC

Junior Full-Stack Developer

Cake Experiential Communications

Jul 2020 - Feb 2021 (7 months)

Delivered real-time streaming platforms for Maxis, Digi, and TM One, and supported disaster recovery implementation for Affin Bank.

SP

Open Source Contributor

Speakforme

Developed a Claude API RAG chatbot with a deliberate no-vector-DB architecture, serving as a public code and writing sample.

Education

Degrees, certifications, and relevant coursework

Universiti Tunku Abdul Rahman logoUR

Universiti Tunku Abdul Rahman

Bachelor of Science, Software Engineering

Bachelor of Science (Hons) in Software Engineering from Universiti Tunku Abdul Rahman, completed in 2023.

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