AI Product Builder · Game AI · AI Agent · LLM · AIGC
I design AI-native products that help game studios and enterprise teams transform complex AI capabilities into practical, usable workflows.
My current focus is on Game AI, AI Agents, AI Search, and AI-assisted content production — bridging the gap between raw AI technology and real product experience.
I think in user journeys, not model benchmarks.
I'm exploring how AI can reshape the entire game production pipeline:
| Area | What AI Changes |
|---|---|
| 🤖 AI NPC | Dynamic dialogue, memory, contextual behavior |
| 📖 Quest & Narrative | AI-generated story branches, adaptive difficulty |
| 🔍 In-Game AI Search | Semantic item / guide / community search |
| 🎨 UGC & Content | AI-assisted player-generated content tools |
| 🛠️ Dev Toolchain | AI-powered QA, level design assist, playtesting |
| 📊 Player Intelligence | Behavior analysis, churn prediction, personalization |
- 🎮 Game AI — NPC intelligence, game content generation, player behavior analysis
- 🤖 AI Agent — Multi-agent orchestration, tool-use, autonomous task automation
- 🏢 Enterprise AI — AI search, knowledge bases, internal AI copilots
- 🎥 AIGC — AI video, AI image, multimodal content pipelines
| Project | Description | Core AI |
|---|---|---|
| 📚 AI-Product-Portfolio | Full AI product case studies & design thinking | Product · PM |
| 🔍 RGM-AI-Search | AI-powered semantic search for game content | RAG · Vector DB · LLM |
| 🎲 Game-AI-NPC | LLM-driven NPC dialogue & memory system | LLM · Persona · Memory |
| 🏢 Enterprise-AI | Internal knowledge base & AI copilot | RAG · Embedding |
| 🤖 AI-Agent | Multi-agent workflow automation | LangChain · Tool Use |
| 📹 AI-Video-Transcriber | Transcribe & summarize video content with AI | Whisper · LLM |
These are the principles I design AI products by:
- ✅ AI should solve real workflows — not demo-ware, not benchmarks
- ✅ Reduce repetitive human work first — start with the most painful task
- ✅ Human-in-the-loop by default — AI proposes, human decides on high-stakes actions
- ✅ AI Native UX — don't just add a chat box; rethink the whole interaction model
- ✅ Explainability matters — especially in game and enterprise contexts
- ✅ Measure the right thing — user outcome, not model accuracy
AI Capabilities
LLM RAG AI Agent Prompt Engineering Embedding Vector DB Function Calling Multi-Agent
Product Skills
PRD Writing User Research Roadmap Planning Prototyping Data Analysis A/B Testing
Engineering Awareness
Python TypeScript REST API LangChain Git
- 🎮 Game AI & NPC Intelligence
- 🤖 AI Agent architecture & planning
- 🔍 AI Search & Retrieval (RAG, reranking)
- 🎨 AI-assisted content generation (UGC, AIGC)
- 🧠 AI Workflow design for enterprise
- 📚 AI Knowledge Base & enterprise copilots
- GitHub: @tiandaoyuxi
- Open to: AI Product Manager · Game AI PM · Enterprise AI PM