The Deep Waters of AI Deployment: 100+ Real-World Cases Decoding Practical Engineering Challenges

QCon 2025 — Beijing Preview
Date & Time: 2025‑10‑10 · 12:30 · Beijing



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Introduction — Beyond the AI Hype
When the initial excitement around AI fades, we enter the deep waters of engineering.
The challenge shifts from building proof‑of‑concepts to integrating intelligence into enterprise core systems — reliably, efficiently, and securely.
This is a profound paradigm shift where the most valuable insights come from real-world cases and the reflections of pioneering practitioners — not textbooks.
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Event Overview
Date: October 23–25, 2025
Location: Shanghai · QCon Global Software Development Conference (Shanghai Edition)
Theme: Driving the Future through Deep Practice
Highlights:
- Co‑chairs include Xiaobo Wang (Rednote / Xiaohongshu), Yu Yang (Tencent Security), Dongbai Guo (Coupang), and Bin Chen (Kuaishou).
- 20+ senior experts curate topics.
- ~100 technical experts share first-hand practices and address frontline engineering challenges.
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Keynote Sneak Peek
1️⃣ From AI Infra to Agentic Infra — Reconstructing Infrastructure for the Age of Intelligent Agents
- Speaker: Dr. Lixue Xia, Co‑Founder & CEO, Wuwen Xinqiong
- Focus: Evolving infrastructure from “AI Infra” to “Agent Infra” to scale intelligent agent deployment.
- Takeaway: A conceptual and actionable blueprint for embracing a “next-gen intelligent society” where everything is an agent.
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2️⃣ Next‑Generation Software Development — Challenges, Best Practices, Future Trends
- Speaker: Jeff Barr, VP & Chief Evangelist, Amazon Web Services
- Focus: Transformation via AI IDEs, code assistants, and Vibe Coding.
- Topics:
- AI‑driven productivity boosts
- Intelligent debugging & code generation
- From prototyping to full‑stack deployment
- Takeaway: Deep insight into the next 5–10 years of software development in an AI‑native era.
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3️⃣ Beyond Just Answering Questions — Enterprise‑Grade Agentic AI
- Speaker: Yang Yang, VP of Solutions Engineering (APAC & Japan), Snowflake
- Focus: Turning scattered enterprise data into business intelligence via large models & robust engineering.
- Takeaway: End‑to‑end journey from research to enterprise deployment of reliable AI agents.
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Deep‑Dive Track Sessions
QCon’s principle: Best learning comes from real-world execution.
Core Directions:
- AI‑Driven Software Engineering Evolution
- Low‑level optimizations for LLM inference
- RAG system evolution & fine‑tuning
- Scaling AI Agents & safety alignment
- Multi‑Agent Collaboration Engineering Practices
- Self‑learning mechanisms
- Contextual understanding & collaboration protocols
- Deliverable intelligent agent system case studies
- Industry Practices & New Productive Forces
- Financial‑grade trusted agents
- Intelligent manufacturing transformations
- AIGC content generation for retail & e‑commerce
- From Technical Excellence to Organizational Excellence
- Merging technical & management thinking
- Role transformation & capability upgrades in
- team building · cross-department collaboration · organizational growth
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Creator Tools to Amplify Event Insights
For those planning to share QCon insights and case studies, tools like AiToEarn官网 allow cross-platform distribution to Douyin, Kwai, WeChat, Bilibili, Rednote, Facebook, Instagram, LinkedIn, Threads, YouTube, Pinterest, and X (Twitter).
It also connects to analytics dashboards and AI model rankings (AI模型排名), enabling creators to monetize AI creativity while focusing on engineering practice.
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Join Us in Shanghai
Dates: October 23–25, 2025
What You’ll Get:
- Real-case engineering roadmaps
- Inspiration to keep you and your team technologically ahead in the AI era

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Recommended Reading
- Sam Altman on envying 20‑year‑old dropouts and why “super apps” like WeChat are hard to replicate
- Inside Altman’s grand ambition — the “super OS” bottlenecks
- Speed as a moat in the AI era — Cursor vs. DeepSeek
- Hit app after multiple failures — why human nature beats tech
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Event Recommendation — 2025 Shenzhen International FinTech Competition
Now Open for University Students Worldwide
Highlights:
- 💰 Prize pool: ¥500,000 + certificates & trophies
- 🎓 Prestigious advisory panel including academicians & Cheung Kong Scholars
- 🌍 Open to undergrad, master’s, and PhD students globally
- 📚 Ideal for AI · Finance · CS · Mathematics
Registration:
- Deadline: November 16
- Method: Scan QR code or Read the Original Article

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Also see:
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Final Note for Participants
For team promotion, project storytelling, or social content after QCon, open‑source AI tools like AiToEarn官网 integrate content generation, publishing, analytics, and model ranking — helping practitioners turn ideas into engaging outputs while monetizing creativity.