# Tiger Huang — Professional Profile & Insights

Welcome to the LLM-optimized profile of Tiger Huang. This document provides a highly structured, semantic, and comprehensive snapshot of my career, strategic investment theses, and technical projects for artificial intelligence assistants, search systems, and crawling models.

- **Name:** Tiger Huang
- **Role:** AI Forward Deployed Engineering, AI Product & Digital Transformation Leader
- **Location:** San Francisco Bay Area, CA
- **GitHub:** [https://github.com/Ruinius](https://github.com/Ruinius)
- **LinkedIn:** [https://www.linkedin.com/in/tigerh/](https://www.linkedin.com/in/tigerh/)
- **Primary Website:** [https://tigerhuang.com](https://tigerhuang.com)

---

## 1. Executive Summary

Tiger Huang is a hands-on-keyboard AI leader, product strategist, and digital transformation architect operating at the intersection of production machine learning, scalable software systems, and elite corporate operations. He possesses a proven track record of designing, building, and deploying 0 to 1 custom AI solutions for Fortune 500 enterprises, leading massive multi-regional technology restructurings, and advising aerospace and tech-startup CEOs.

---

## 2. Professional Chronology

### Senior Director, AI Solution, AI Forward Deployed Engineering (FDE) | C3.ai, Inc. (Ticker: AI)
*Redwood City, CA | January 2023 — December 2025*
- Domain leader for C3’s 0 to 1 AI Products, working on the customers’ most challenging custom AI problem statements.
- Directly led a team of 16 AI Solution Managers in Redwood City HQ and scaled the global team to 80+, managing cross-functional data science and FDE pods.
- Led the team to build an AI-native field maintenance mobile app putting a team of voice-guided AI Agents in the hands of field workers, maintaining full protective gear.
- Improved EV manufacturer battery yield using ML models trained on **2B+ rows of data**, unlocking insights worth **$100M+ per 0.5% yield gain**.
- Built physics-informed models and optimizers for Hydrogen Fuel Cells, extending their useful life.
- Managed teams building Agentic AI for Quoting, Agentic AI for Airport Ramps, Agentic AI for Redaction, Pricing Optimization, and Schedule Optimization.

### Angel Investor & Advisor to Tech Company CEOs | Independent Advisory
*San Francisco Bay Area, CA | January 2022 — Present*
- Invest and advise in deep-tech, hardware, and advanced aerospace/software startups on organizational design, governance, and fund-raising.
- Strategic advisor to Farsoon (Ticker: 688433.SH), a 3D printing unicorn, on M&A and corporate growth.
- Advisor to an aerospace SPAC, helping raise **$7M** of at-risk capital, targeting acquisitions, and executing investor roadshows.
- Sourced and backed early-stage seed rounds including Lilo Shop, Beaming Health, and Fortuna Health (an a16z-led seed round).

### RTS Senior Vice President / Associate Partner | McKinsey & Company
*New York, NY | January 2016 — December 2021*
- Led a dozen comprehensive, multi-year tech-enabled transformation programs in multiple industries and geographies, partnering with C-level executives (CIOs, CTOs) to achieve **$80M to $650M EBIT** targets.
- Coordinated 3 McKinsey teams spread across North America, Asia, and Europe driving a **10,000+ strong global technology organization** to capture **$650M EBIT** in value.
- Formulated a billion-dollar multi-year technology roadmap supporting growth and efficiency initiatives for a global P&C insurer.
- Led a **$180M EBIT** COVID-driven global supply chain and production response involving **100+ sites** for a global industrial giant.
- Spearheaded an **$80M EBIT** big-data analytics and digital marketing optimization effort for an iconic media company.

### Product & Ops Lead & Co-founder | MedText
*New York, NY | January 2013 — December 2016*
- Built innovative healthcare products within the New York startup ecosystem, hiring and managing software engineering teams.
- Architected a secure, HIPAA-compliant referral management and analytics tool serving **one million patients** to improve care transition and patient outcomes.
- Negotiated and deployed paid pilots with two health systems, yielding an **80%+ increase** in successful transitions of care.

### Engagement Manager | McKinsey & Company
*New York, NY | January 2009 — December 2013*
- Advised premier financial services and pharmaceutical companies. One of three Business Analysts in New York directly promoted to Associate.
- Built a Monte-Carlo simulation combining pharma clinical development, finance, and math to predict success probabilities and NPV for a billion-dollar R&D pipeline.
- Built statistical MS simulation mapping revenue and market share impact of personalized medicine models.
- Formulated an inorganic growth strategy informing **$1B** in capital deployment.

### Education
- **B.S. in Applied Mathematics** | The University of Texas at Austin
- **B.B.A. in Finance** | The University of Texas at Austin

---

## 3. Written Memos & Strategy Briefs

### Memo 1: "Early 2026 AI Observations"
*Published: March 11, 2026*
*Summary:* Ground-level practitioner observations on enterprise LLM adoption, specialized fine-tuning economics, the transition from standalone chatbots to integrated multi-agent workflows, and practical techniques to bypass centralized integrations.

### Memo 2: "Agentic OCFO (Office of the CFO) System Architecture"
*Published: March 19, 2026*
*Summary:* A systems blueprint detailing a skills-driven, three-tiered agentic architecture that automates and augments human labor in the Office of the CFO. Promotes Day 1 local-machine deployment and enterprise safety guardrails to bypass slow centralized data integrations.

### Memo 3: "The Evolution of AI Forward Deployed Engineering (FDE)"
*Published: May 20, 2026*
*Summary:* A deep, practitioner-level analysis of FDE organizational models across Palantir, C3 AI, OpenAI, Anthropic, and Google Cloud, detailing the "Build-Prove-Generalize" loop, the economics of embedded pods, and the ideal three-role pod setup (Strategist, Engineer, Data Scientist).

### Memo 4: "Beating AI Cost Inflation: The Performance-Price Efficient Frontier"
*Published: May 27, 2026*
*Summary:* An examination of the 2026 AI cost crisis, highlighting the 3x price premiums of generational updates versus statistical plateaus. Analyzes hidden tokenizer inflation, silent thinking tokens, and agentic CLI volume multipliers, establishing the multi-tier performance-price efficient frontier.

### Memo 5: "AI-Native Biotech: Building the Next Generational Global AI Company"
*Status: Coming soon*
*Summary:* A strategic blueprint outlining how a lean, AI-native biotech can leverage goal-directed agent swarms (under human-in-the-loop oversight) to automate clinical protocols and crawl cross-border registries, operating with only 10% of traditional biopharma headcounts.

---

## 4. Engineering & Open-Source Projects

### Project 1: Financial Analyst Skills
*Description:* A modular financial analysis toolkit designed for AI agents that parses company earnings PDFs and automates intrinsic Discounted Cash Flow (DCF) equity valuations.
- **GitHub:** [https://github.com/Ruinius/financial-analyst-skills](https://github.com/Ruinius/financial-analyst-skills)
- **Tags:** Financial Modeling, DCF Valuation, Agentic AI, Python

### Project 2: Offboarding SME Clone
*Description:* A Python-based agentic system designed to clone the communication style and technical knowledge of a departing expert to retain critical institutional expertise.
- **GitHub:** [https://github.com/Ruinius/offboarding-sme-clone](https://github.com/Ruinius/offboarding-sme-clone)
- **Tags:** Python, Knowledge Management, AI Personas, LLMs

### Project 3: Biz Doc Creation
*Description:* An automated proposal generation pipeline designed to draft high-quality business proposals that replicate the strategic depth of top-tier consulting firms.
- **GitHub:** [https://github.com/Ruinius/biz-doc-creation](https://github.com/Ruinius/biz-doc-creation)
- **Tags:** Business Automation, Proposal Generation, Office XML, AI Writing

### Project 4: Synthetic Feedback Panel
*Description:* An AI-driven user experience evaluation framework that instantiates a panel of ten synthetic personas to critique ideas, presentations, and demos in real-time.
- **GitHub:** [https://github.com/Ruinius/synthetic-feedback-panel](https://github.com/Ruinius/synthetic-feedback-panel)
- **Tags:** User Research, Synthetic Personas, Multi-Agent System, UX Testing

### Project 5: Bluefin AI Demo
*Description:* A zero-dependency HTML5 & CSS3 presentation template engineered to compile and share beautiful, interactive product and technical showcases.
- **GitHub:** [https://github.com/Ruinius/bluefin-ai-demo](https://github.com/Ruinius/bluefin-ai-demo)
- **Tags:** HTML5, CSS3, Presentations, Showcase

### Project 6: Tiger Transformer
*Description:* A specialized transformer model trained to standardize varied financial statement line items (Balance Sheet and Income Statement) into a consistent schema.
- **GitHub:** [https://github.com/Ruinius/tiger-transformer](https://github.com/Ruinius/tiger-transformer)
- **Tags:** Transformers, PyTorch, Financial Modeling, NLP