Blog
Page 9
12 articlesAI Coding Agents on Legacy Codebases: Why They Fail Where You Need Them Most
Apr 189 min
AI Content Provenance in Production: C2PA, Audit Trails, and the Compliance Deadline Engineers Are Missing
Apr 1812 min
Why Users Ignore the AI Feature You Spent Three Months Building
Apr 1810 min
When Your AI Feature Ages Out: Knowledge Cutoffs and Temporal Grounding in Production
Apr 1810 min
The AI Feature Maintenance Cliff: Why Your AI-Powered Features Age Faster Than You Think
Apr 189 min
The AI Feature Retirement Playbook: How to Sunset What Users Barely Adopted
Apr 1811 min
The AI Incident Response Playbook: Diagnosing LLM Degradation in Production
Apr 1813 min
The AI Incident Runbook: When Your Agent Causes Real-World Harm
Apr 1811 min
The AI Output Copyright Trap: What Engineers Need to Know Before It's a Legal Problem
Apr 1811 min
The AI Taste Problem: Measuring Quality When There's No Ground Truth
Apr 1811 min
The Three Silent Clocks of AI Technical Debt
Apr 1810 min
The Annotation Economy: Why Every Label Source Has a Hidden Tax
Apr 189 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.
