7+ months building AppliCraft. Hours lost to timeouts I couldn't explain, routing logic I rewrote twice, prompts that worked in testing and fell apart in production. That's this pack. Not theory. Not tutorials. The stuff I figured out the hard way so you don't have to. For anyone building AI features who's past the basics and into the ugly part.

What's inside:
Section 1: The Architecture — prompt length → timeouts, the Stage 1A/1B split pattern, multi-LLM routing and circuit breakers

Section 2: Annotated Prompt Templates — 5 teaching versions of real AppliCraft patterns, each with the prompt, the reasoning, what breaks if you change it, and how to adapt it

Section 3: Decision Cheat Sheet — one printable page distilling everything above

Not a beginner's guide. This assumes you understand prompting basics.

You'll get: 
· PDF (~15 pages) 
· 5 annotated templates 
· 1-page cheat sheet 
· Lifetime access

Buy now on Gumroad: https://erinorstrom.gumroad.com/l/production-prompt-playbook

The Production Prompt Playbook

Building AI tools for career navigation — born from my own 12+ month job search.