Looks like you have JavaScript disabled. For the full Twine experience, you will need to re-enable it.

I'm Calvin Yu Huang, an AI Workflow & Enablement Specialist based in Boyds, MD. I translate business signals, operational data, and stakeholder requirements into AI-enabled operating workflows, with hands-on experience in context engineering, workflow design, AI-assisted knowledge retrieval, task-state tracking, human-in-the-loop controls, evaluation loops, and governance. With 15+ years in enterprise web applications, systems analysis, SQL-based investigation, stakeholder communication, and cross-functional delivery, I design practical AI workflows that turn messy processes into repeatable business capability. I excel at prompt system design, agent orchestration patterns, and structured review and approval gates to ensure reliable AI-driven operations.…I'm Calvin Yu Huang, an AI Workflow & Enablement Specialist based in Boyds, MD. I translate business signals, operational data, and stakeholder requirements into AI-enabled operating workflows, with hands-on experience in context engineering, workflow design, AI-assisted knowledge retrieval, task-state tracking, human-in-the-loop controls, evaluation loops, and governance. With 15+ years in enterprise web applications, systems analysis, SQL-based investigation, stakeholder communication, and cross-functional delivery, I design practical AI workflows that turn messy processes into repeatable business capability. I excel at prompt system design, agent orchestration patterns, and structured review and approval gates to ensure reliable AI-driven operations.

Yu Huang





I'm Calvin Yu Huang, an AI Workflow & Enablement Specialist based in Boyds, MD. I translate business signals, operational data, and stakeholder requirements into AI-enabled operating workflows, with hands-on experience in context engineering, workflow design, AI-assisted knowledge retrieval, task-state tracking, human-in-the-loop controls, evaluation loops, and governance. With 15+ years in enterprise web applications, systems analysis, SQL-based investigation, stakeholder communication, and cross-functional delivery, I design practical AI workflows that turn messy processes into repeatable business capability. I excel at prompt system design, agent orchestration patterns, and structured review and approval gates to ensure reliable AI-driven operations.…I'm Calvin Yu Huang, an AI Workflow & Enablement Specialist based in Boyds, MD. I translate business signals, operational data, and stakeholder requirements into AI-enabled operating workflows, with hands-on experience in context engineering, workflow design, AI-assisted knowledge retrieval, task-state tracking, human-in-the-loop controls, evaluation loops, and governance. With 15+ years in enterprise web applications, systems analysis, SQL-based investigation, stakeholder communication, and cross-functional delivery, I design practical AI workflows that turn messy processes into repeatable business capability. I excel at prompt system design, agent orchestration patterns, and structured review and approval gates to ensure reliable AI-driven operations.

Available to hire

I’m Calvin Yu Huang, an AI Workflow & Enablement Specialist based in Boyds, MD. I translate business signals, operational data, and stakeholder requirements into AI-enabled operating workflows, with hands-on experience in context engineering, workflow design, AI-assisted knowledge retrieval, task-state tracking, human-in-the-loop controls, evaluation loops, and governance. With 15+ years in enterprise web applications, systems analysis, SQL-based investigation, stakeholder communication, and cross-functional delivery, I design practical AI workflows that turn messy processes into repeatable business capability. I excel at prompt system design, agent orchestration patterns, and structured review and approval gates to ensure reliable AI-driven operations.

Skills

Experience Level

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Work Experience

Business Systems Analyst / Customer Experience Manager at NRG Energy Inc.

April 1, 2022 - April 1, 2024

Contributed to internal AI workflow engineering initiatives using Microsoft enterprise OpenAI-based tools, Python/C# development support, context design, prompt system design, workflow mapping, testing coordination, and human-in-the-loop review processes. Designed product and workflow logic for an AI SEO content operations model with planner, writer, and editor roles, structured context inputs, revision loops, approval gates, editorial review, and publication readiness checks. Coordinated workflow design and testing for an AI project delivery intelligence assistant that converted project plans and weekly status signals into structured progress summaries, completion estimates, delivery health insights, blocker visibility, and leadership Q&A. Designed and coordinated testing for an AI lead intake and routing workflow that classified contact-us submissions, filtered noise, scored high-value sales opportunities, produced Excel review queues, and routed uncertain records through human valid

Product Development Lead / Director of Business Development at Exergies Inc.

May 1, 2014 - June 1, 2021

Led cross-functional teams in the development, deployment, and rollout of cloud-based enterprise systems for manufacturing and business operations environments. Gathered business requirements, coordinated architecture discussions, and translated operational needs into system requirements and implementation plans. Managed application rollout, production deployment coordination, post-deployment support processes, and client-facing issue resolution across enterprise environments. Coordinated technical, sales, operations, and customer-facing teams to improve system adoption, implementation quality, and client satisfaction.

Senior Application Support Engineer / Senior Software Engineer at Personify Inc.

April 1, 2005 - April 1, 2014

Provided hands-on technical and production support for enterprise web applications serving large-scale conference, membership, and client-facing platforms. Diagnosed and resolved complex client-reported production defects using log analysis, SQL investigation, application-level debugging, and structured troubleshooting across application, database, and integration layers. Investigated application and database performance issues using profiling tools including dotTrace and AVICode, along with SQL Server analysis and query review. Developed and maintained ASP.NET / VB.NET web modules, backend components, SQL queries, stored procedures, WCF-based service integrations, web services, and backend API components. Supported controlled production rollbacks, configuration adjustments, release validation, post-deployment troubleshooting, database upgrades, and production monitoring. Collaborated directly with clients, support teams, and technical stakeholders during high-impact incidents to commu

Software Engineer

January 1, 2002 - January 1, 2005

Early career software engineering with enterprise web and desktop applications using C++, ASP.NET, and SQL Server.