Open to collaboration · Chengdu / Remote

From AI demo
to production-grade

15 years of architecture experience · RAG / Agent / LLM fine-tuning — helping companies turn "wanting AI" into "AI running stably in production".
0 yrs
Java / Python Architecture
0 yrs
Ops / DevOps Frontline
0
Major Project Track Record
PMP
Project Management Certification
Track Record

Six representative projects

From national-scale, high-concurrency core systems to vertical-industry SaaS and big-data platforms — I've delivered both ends.

National System · High Concurrency

CTAIS — China Tax Administration Information System

A large-scale core system led by the State Taxation Administration, covering the full tax administration workflow nationwide — seven subsystems and an annual transaction volume in the tens of billions. Hard engineering at national scale.
7
Subsystems
10B+
Annual Transactions
View details
FinTech SaaS · From 0 to 1

ZhiAn (知案) · Bank NPA SaaS Platform

A SaaS for banks and financial institutions to manage NPL recovery and disposal — creditor-rights management, case workflow, intelligent case assignment, channel collaboration and OCR recognition, architected from 0 to 1.
0→1
From 0 to 1 Architecture
OCR
Smart Recognition
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Financial Risk · Big-data Research

ZhiKong (知控) · NPA Big-Data Analysis & Research Platform

A big-data platform for NPL debtor monitoring and research analysis: real-time, dynamic, full-coverage search and visualization of corporate risk and debt information, surfacing hidden asset leads.
Full
Risk Info Search
Viz
Research Analysis
View details
SaaS from 0 to 1 · Legal Tech

Fazan (法禅) · Intelligent Legal Practice Platform

A legal-industry SaaS aggregating nearly 100 million judicial precedents, knowledge-graph retrieval, case and client management, and law-firm operations — featured in the Stanford CodeX legal-tech directory.
89M+
Aggregated Cases
10K+
Contract Templates
View details
SaaS from 0 to 1 · Bankruptcy Industry

PoyiYun (破易云) · Bankruptcy Ecosystem Platform

A bankruptcy-practice SaaS connecting six stakeholder groups — administrators, creditors, debtors, courts and more — with online creditor meetings, claim filing and full case management.
6
Ecosystem Stakeholders
160%+
Meeting Efficiency Gain
View details
Big Data Platform · Restructuring

Wupo Data (无破数据) · Asset Restructuring Data Platform

China's first structured bankruptcy data platform: data collection, cleaning, structuring, multi-dimensional search and API services, with RAG + AI Agent enabling natural-language data querying.
450K+
Platform Registered Users
RMB 34M
Total Funding Raised
View details
Writing

Notes from production

What I broke and fixed while putting AI into production — the real trade-offs, not another starter tutorial.

2026-09-15

A Vendor Retired Our Model Without Notice — We Found Out 4 Days Later

The vendor announced it publicly and the model went offline — no email, no formal notice under contract. Four days later we found out the hard way. Model selection, API semantic shifts, output-format drift, and a 2,000+ record data repair.

Incident LLM Migration Vendor Risk
Read
All writing →
🧠

AI Engineering

RAG · Agent · Fine-tuning — from demo to stable production.

🔁

Full-stack Loop

Development → Deployment → Ops → DevOps — one person owns the whole chain.

🚀

From 0 to 1

Multiple full SaaS development cycles, with reusable engineering experience.

Got an AI idea to ship? Let's talk.

A knowledge-base Q&A, a workflow automation, or an architecture review — start here.

✉️ deng4sc@163.com 💬 WeChat coolwang88 Learn more →