Blog
Page 21
12 articlesThe Latent Capability Ceiling: When a Bigger Model Won't Fix Your Problem
Apr 1810 min
The Idempotency Crisis: LLM Agents as Event Stream Consumers
Apr 1811 min
LLM-Powered Data Pipelines: The ETL Tier Nobody Benchmarks
Apr 1810 min
LLM Vendor Lock-In Is a Spectrum, Not a Binary
Apr 1810 min
Long-Session Context Degradation: How Multi-Turn Conversations Go Stale
Apr 188 min
The Long-Tail Coverage Problem: Why Your AI System Fails Where It Matters Most
Apr 1810 min
LoRA Adapter Composition in Production: Running Multiple Fine-Tuned Skills Without Model Wars
Apr 189 min
The Mental Model Shift That Separates Good AI Engineers from the Rest
Apr 1810 min
Model Deprecation Is a Production Incident Waiting to Happen
Apr 189 min
Multi-Tenant AI Systems: Isolation, Customization, and Cost Attribution at Scale
Apr 1810 min
Multi-Modal Agents in Production: What Text-Only Evals Never Catch
Apr 1810 min
Multimodal AI in Production: The Gap Between Benchmarks and Reality
Apr 1810 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.
