Hou C. @promptdeploy

Codifying AI-native engineering from developer habits → to workflows → to infrastructure governance prompt-deploy.beehiiv.com Documenting the process at 👉 Joined January 2019

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Hou C. @promptdeploy

2 days ago

After months of AI coding: It's not replacing developers. It's not 10x productivity. It's not solving hard problems. It IS removing blank-page paralysis. It IS eliminating boilerplate tedium. It IS freeing your brain for real work. Worth learning. Eyes wide open.

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Hou C. @promptdeploy

4 days ago

Every project needs an AI_CONTEXT.md: - Why we use X not Y - What AI keeps getting wrong - Decisions that seem weird but are intentional - The localStorage password incident of 2024 Future-you will thank present-you.

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Hou C. @promptdeploy

5 days ago

AI patterns that actually work: ✓ Two-pass: AI structure, human logic ✓ Test-first: AI writes tests, you code ✓ Doc flip: AI explains > AI creates ✓ 10-msg sprints, not marathons ✓ Review immediately or regret forever Simple. Disciplined. Effective.

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Hou C. @promptdeploy

6 days ago

Asked AI for simple data fetching. Got: Custom hook with caching, retry, optimistic updates, WebSocket Needed: fetch() with try-catch AI amplifies your worst tendencies. My tendency to over-engineer? Amplified 10x.

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Hou C. @promptdeploy

7 days ago

AI context degradation stages: Early (1-10): Clean, follows patterns Middle (11-20): "Have you considered..." Late (21-30): Forgets TypeScript exists Terminal (30+): Suggests passwords in localStorage Around message 20, quality doesn't fade—it falls off a cliff.

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Hou C. @promptdeploy

2 weeks ago

After months of AI coding: Context without safety = sophisticated disasters Safety without context = random failures Both without scale = team chaos All four layers together = actually useful The defense system isn't optional. It's evolutionary.

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