# Haoming Koo - Full Site Context This file gives AI search and assistant systems a concise, accurate summary of kooexperience.com. ## Identity Haoming Koo is an AI engineer and digital transformation leader based in Singapore. He builds production ML systems, RAG workflows, agent tools, eval loops, vision pipelines, automation pipelines, dashboards, and full-stack AI products. Primary site: https://kooexperience.com Hiring page: https://kooexperience.com/hire.html Email: haomingkoo@gmail.com LinkedIn: https://linkedin.com/in/haomingkoo GitHub: https://github.com/haomingkoo Search aliases: Haoming Koo, Haoming Koo LinkedIn, Haoming Koo portfolio, Haoming Koo AI Engineer Singapore, Haoming Koo Applied AI Engineer, Haoming Koo Production LLM Systems. ## Career Summary - Current focus: production ML systems at AI Singapore's AI Apprenticeship Programme (AIAP). - Previous role: 7+ calendar years at Micron Technology in Singapore (Mar 2018-Jan 2025). - Business impact: USD 600M+ across semiconductor manufacturing, risk analytics, yield optimisation, cloud infrastructure, and platform unification. - Scale: cross-site work across Singapore, Boise, Hiroshima, and Taichung; tools and workflows supporting thousands of engineers. - Education: MSc Smart Industries and Digital Transformation, National University of Singapore, GPA 4.85/5.00; BSc (Honours) Chemistry and Nanoscience, NUS, Distinction. ## Target Opportunities Haoming is open to: - Applied AI engineering roles. - ML engineering roles. - Forward deployed engineering roles. - AI product engineering roles. - Frontier AI product roles involving LLM systems, tool-using agents, evals, RAG, model behavior, customer discovery, and user-facing engineering. - Focused client projects involving AI workflows, automation, dashboards, data products, vision pipelines, scraping, source monitoring, and ML prototypes. ## Search and ATS Keyword Signals - Role titles: AI Engineer, Applied AI Engineer, Forward Deployed Engineer, AI Deployment Engineer, AI Product Engineer, ML Engineer. - LLM systems: production LLM systems, RAG, retrieval workflows, tool-using agents, agent workflows, LangGraph, MCP, prompt systems. - Reliability: evaluation frameworks, evals, LLM observability, Langfuse, Arize Phoenix, traces, validation gates, human-in-the-loop review. - Product delivery: customer discovery, user discovery, spec-driven development, API design, full-stack AI products, deployment at scale. - Core stack: Python, TypeScript, FastAPI, React, Docker, GCP, AWS, CI/CD, MLflow, PyTorch, scikit-learn. - Applied ML: vision pipelines, object detection, quality checks, sequence modelling, forecasting, SHAP, data products. ## Technical Strengths - Languages and product stack: Python, TypeScript, JavaScript, SQL, HTML/CSS, FastAPI, React, Dash, Plotly. - ML/AI: PyTorch, TensorFlow, scikit-learn, LightGBM, YOLOv8, OpenCV, MediaPipe, SHAP, MLflow. - LLM systems: RAG, prompt systems, LangGraph-style agent workflows, tool use, evaluation loops, Langfuse, Arize Phoenix, LLM observability, MCP. - Infrastructure: Docker, GitHub Actions, Railway, GCP, AWS, CI/CD, scheduled data refreshes. - Product habits: user discovery, concept development, spec-driven development, data ingestion, API design, frontend implementation, monitoring, source review, and handoff. ## Recruiter Quick Path Start with Job Hunter SG to inspect RAG matching, ATS scoring, validation gates, and fact-preserving resume edits. Then open Trader Koo to inspect source freshness, market signals, paper-trade records, and clear research/execution boundaries. The homepage shows 8 live applications plus one public-safe architecture pattern. The hiring page gives the shortest story; the about page gives the full timeline and awards. ## Live Products 1. Job Hunter SG - https://job.kooexperience.com Singapore job search and resume workflow with multi-source scraping, RAG semantic matching, ATS scoring, role-fit keyword checks, fact preservation, hallucination checks, and five validation gates. 2. Trader Koo - https://trader.kooexperience.com Evidence-first market research workflow with source freshness, ranked setups, chart-pattern detection, paper-trade audit trails, Telegram alerts, model versioning, and clear research/execution boundaries. 3. Japan in Seasons - https://seasons.kooexperience.com Japan seasonal travel map and MCP server covering sakura, autumn leaves, fruit picking, flowers, festivals, and 1,700+ GPS-tagged spots. The MCP exposes 12 tools and scored 100/100 on Smithery. 4. LionWeather - https://lionweather.kooexperience.com Singapore weather intelligence app with NEA data, LightGBM rainfall forecasting, SHAP explainability, and animated radar. 5. Photo Compliance Studio - https://studio.kooexperience.com Passport-style photo compliance checks using MediaPipe, OpenCV, quality diagnostics, and guided correction flows. 6. Amex Explorer - https://amex-explorer.kooexperience.com Source-backed Amex Platinum benefit explorer with official hashes, cache metadata, maps, filters, source-change issues, manual review gates, and Table for Two availability checks. 7. Preflight - https://preflight.kooexperience.com Data health checks, EDA charts, correlation maps, and baseline ML models for CSV and Parquet uploads. 8. MinMax Wine - https://wine.kooexperience.com Singapore wine deal intelligence with scraping, fuzzy matching, Brave/Vivino resolution, identity cache, quarantine checks, guarded review loop, and 0-100 deal scoring. ## Blog Topics Technical posts cover LLM serving, Direct Preference Optimization, OCR/PDF parsing, market regime detection, computer vision, weather forecasting, product builds, and MCP server quality. Blog index: https://kooexperience.com/blog/ ## Site Notes The site is a personal portfolio, technical writing archive, and hiring/client project surface. The most important page for recruiters and clients is https://kooexperience.com/hire.html.