Felix Huang
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Empathy · Curiosity · Outcome-Driven

Hi, I'm Felix,
an AI Native Product Builder.
Hi, I'm Felix,
an AI Native Product Builder.

Get in Touch
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Fluent in business logic. Hands-on with code. Fluent in business logic. Hands-on with code.

Education

Southeast University 2024 – Present

Management Science & Engineering

Jiangnan University 2020 – 2024

Business Administration (Major)
Information & Computing Science (Minor)

Honors

Academic Excellence Scholarship 6 Consecutive Years
National Encouragement Scholarship 2022
CUMCM · MCM · CUBEC

Academic Research

Persuasive Cues and Multidimensional Customer Engagement Across Social Commerce Formats... 2026 · Forthcoming
Generative Customer Experience in Social Commerce... 2026 · Forthcoming
Determinants of AIGC Platform Users' Privacy Disclosure Intention: A Privacy Calculus Perspective 2024 · Thesis
Optimizing Social Recommendation Systems via User Preference Relation Graphs 2023 · Thesis
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Bridging business insight and full-stack engineering,
building deterministic AI products from first principles.
Bridging business insight and full-stack engineering,
building deterministic AI products from first principles.

Financial Data Agent

| Financial Big Data Terminal PM | 2026.05 – 2026.10
  • RAG: Formats vary widely across sources; costly to maintain
    Knowledge Graph: Data volume does not match graph compute topology
    Structured Wiki: Resolves semantic ambiguity with minimal maintenance
    Structured Wiki Semantic Architecture
    Offline fact extraction | Real-time low-latency serving
  • Benchmark based on multi-tiered analyst tickets:
    • Multi-type: Single-table, multi-table joins, implicit filters, reporting
    • Multi-dimension: Recall accuracy, logic validity, zero-error execution
    Deterministic Benchmark Quality Gates
    Recall / Logic / Execution 0/1 Gates
    • v1 Issues: Isolated tables led to severe hallucinations; lacked automated quality checks and reliable reasoning
    • v2 Solution: Decoupled extraction from translation, completed entity topology, and established automated link health checks
    v1 Baseline vs v2 Closed-Loop Fixes
    Two-tier decoupling | Entity network | Quality checks
    • Automated competitor metric alignment workflow
    • Automated PRD generation agent for financial metrics
    • 11 reusable product operation skills deployed across daily workflows
    Automated Delivery & Workflow Ecosystem
    Metric alignment | PRD agent | 11 production skills
Warehouse Tables Multi-table schema Fragmented column definitions ✓ Structured Wiki Layer • Disambiguates financial terms • Machine-readable field mappings • Low-cost dynamic updates ⚡️ Producer Model Offline Reasoning • Deep fact & rule extraction • Zero-hallucination constraints 🚀 Consumer Model Online Serving • Fast Text-to-SQL assembly • Millisecond-level response Offline Fact Extraction + Online Fast Delivery
Production Benchmark Multi-tiered Analyst Tickets 1. Single-Table Query 2. Multi-Table Join 3. Implicit Filtering 4. Report Generation Hard Quality Gates Automated Binary Assertions Recall Accuracy 0 / 1 Logic Validity 0 / 1 Direct Execution 0 / 1 Automated Cross-Version Regression Benchmark
v1 Baseline Issues Hallucinated schema & reasoning • Fact & schema hallucinations • Isolated tables without relations • Unverified SQL constraints Initial Score: 58.0 pts v2 Closed-Loop Fixes Decoupled Reasoning & Schema Audit 1. Decouple extraction & SQL gen 2. Reconstruct full entity network 3. Automated link & schema checks Score Jump: 81.5 pts (+40%) Production: 1,000+ daily tasks Deterministic Rules & Automated Validation
Automated Delivery & Operation Matrix Full-lifecycle skillization from data governance to PRD 1 Metric Alignment Workflow Cleanse | Vector Recall | Agent Audit 2,000+ Metrics 2 PRD Generation Agent Automated spec writing for 100+ metrics 80d → 4d (20x) 3 Product Operation Skills Impact analysis, rule audit & tooling 11 Skills Reusable & Verifiable Agentic Engineering
一知智能 | 直播数字人产品经理 · 2026.01 – 2026.05

3. AI 直播互动系统 2.0

针对多 SKU 直播间张冠李戴与断意痛点,优化商品主体识别并引入上下文索引,推动数字人由被动客服升级为 智能导购;设计分段弹幕长期记忆机制,基于 1,000+ 条真实弹幕基准驱动两期版本快速演进。

业务转化突破
停留时长 +39% | 跨期 GPM +17%
推动 23 个品牌直播间灰度上线,问答合理率大幅提升 54pct
一知智能 | 直播数字人产品经理 · 2026.01 – 2026.05

4. 纯 AIGC 直播搭建

面向海外大客户带货诉求,主导攻克持品模特比例失调、短视频与长直播素材冲突等核心卡点,从零搭建全链路 AIGC 直播标准作业体系(SOP)并封装为可复用 Skill,实现虚拟人商业带货的高质感交付。

核心商业突破
盲测胜出 +19% | 击败3家竞品签单
FinTech Case Study Deep Dive
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Personal Projects

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Troupe

Agents in concert.

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TROUPER · 01
Expert
Deterministic AI architectures from ambiguous goals.
harness engineering fde memory zero drift agent loops
TROUPER · 02
Coach
Parses target job specs to align positioning and candidate profiles.
90%+ JD MATCH
TROUPER · 03
Assistant
7-step framework compiling scattered ideas into delivery PRDs.
PRD COMPILER
TROUPER · 04
Writer
Structures raw thoughts into compelling narrative frameworks.
NARRATIVE FLOW
TROUPER · 05
Actuary
Aligns quantitative business data and complex metric governance.
METRIC GOVERNANCE

Anchor

Decisions with certainty.

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Projects
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Deploy current project to remote server...
Fixing agent handshake timeout in runtime...
Refactor workspace documentation structure...
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Let's Build the Future Together.Let's Build the Future Together.
Profile & Focus
  • · Business background with full-stack engineering capability
  • · Exploring Agent Memory & Enterprise AI applications
Open to
  • · Enterprise AI Product Manager (Vertical AI & Agents)
  • · Forward Deployed Engineer (FDE)
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Felix Huang

AI Native Product Builder
Building deterministic AI products from first principles.

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