Blog
Page 27
12 articlesStructured Outputs Are Not a Solved Problem: JSON Mode Failure Modes in Production
Apr 1712 min
When Code Beats the Model: A Decision Framework for Replacing LLM Calls with Deterministic Logic
Apr 178 min
Writing Acceptance Criteria for Non-Deterministic AI Features
Apr 1612 min
Tracing the Planning Layer: Why Your Agent Traces Are Missing Half the Story
Apr 1611 min
Agentic Web Data Extraction at Scale: When Agents Replace Scrapers
Apr 1610 min
The Accessibility Gap in AI Interfaces Nobody Is Shipping Around
Apr 168 min
AI Agents in Your CI Pipeline: How to Gate Deployments That Can't Be Unit Tested
Apr 1610 min
The Silent Regression: How to Communicate AI Behavioral Changes Without Losing User Trust
Apr 169 min
The Debugging Regression: How AI-Generated Code Shifts the Incident-Response Cost Curve
Apr 169 min
AI Code Review at Scale: When Your Bot Creates More Work Than It Saves
Apr 1610 min
AI-Assisted Codebase Migration at Scale: Automating the Upgrades Nobody Wants to Touch
Apr 1611 min
The AI Engineering Career Ladder: Why Your SWE Leveling Framework Is Lying to You
Apr 1610 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.
