Blog
Page 12
12 articlesModel Migration as Database Migration: Safely Switching LLM Providers Without Breaking Production
Apr 1910 min
LLM-Powered Data Migrations: What Actually Works at Scale
Apr 1910 min
LLMs as Data Engineers: The Silent Failures in AI-Driven ETL
Apr 1911 min
What Model Cards Don't Tell You: The Production Gap Between Published Benchmarks and Real Workloads
Apr 199 min
Model Deprecation Is a Systems Migration: How to Survive Provider Model Retirements
Apr 1911 min
The Model Portability Tax: How to Architect AI Systems You Can Actually Migrate
Apr 199 min
Model Upgrade as a Breaking Change: What Your Deployment Pipeline Is Missing
Apr 1911 min
Multi-User AI Sessions: The Context Ownership Problem Nobody Designs For
Apr 199 min
The Multilingual Quality Cliff: Why Your LLM Works Great in English and Quietly Fails Everyone Else
Apr 1910 min
The Multilingual Token Tax: What Building AI for Non-English Users Actually Costs
Apr 1911 min
Organizational Antibodies: Why AI Projects Die After the Pilot
Apr 1911 min
The ORM Impedance Mismatch for AI Agents: Why Your Data Layer Is the Real Bottleneck
Apr 199 min
About Tian Pan
I'm Tian Pan, an engineer-founder focused on agentic engineering — building autonomous AI systems and scaling engineering teams. I write practical guides on system design, technical leadership, and shipping with AI agents. Previously an early engineer at Uber, Brex, and IoTeX.
