11 articles
Blog & deep dives
Production notes from AI systems, full-stack apps, mobile products, and Meta Ads campaigns.

Agentic AILLM
Agentic AI vs Traditional Automation: What's Actually Different (With Real Code)
The real technical difference between traditional automation and agentic AI — with production code from a voice campaign platform calling 1000+ leads per day.
Nov 10, 20257 min read

Prompt EngineeringLLM
Prompt Engineering Patterns That Actually Work in Production
7 prompt engineering patterns I use in production AI systems — three-layer prompts, chain of thought, Zod output constraints, persona anchoring, context compression, temperature tuning, and prompt versioning.
Jul 30, 20259 min read