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Notes on AI-Integrated Development: Context Hoarding, Tool Thrashing, and 6 Other AI Coding Mistakes I Make Weekly
Sep 04, 2025

Notes on AI-Integrated Development: Context Hoarding, Tool Thrashing, and 6 Other AI Coding Mistakes I Make Weekly

Plus the uncomfortable truths about AI development that marketing won't tell you

Hou C.
Hou C.
prompt-to-productionprompt-to-production
Notes on AI-Integrated Development: The 4-Layer Defense System That Stops AI From Shipping Broken Code
Sep 04, 2025

Notes on AI-Integrated Development: The 4-Layer Defense System That Stops AI From Shipping Broken Code

Context engineering, interface selection, safety gates, and scale-ready patterns

Hou C.
Hou C.
prompt-to-productionprompt-to-production
Notes on AI-Integrated Development: The 3 Modes of AI-Integrated Coding
Sep 04, 2025

Notes on AI-Integrated Development: The 3 Modes of AI-Integrated Coding

Sharing patterns from personal projects that predict whether AI will help or hurt - after burning countless hours on abandoned code

Hou C.
Hou C.
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Treat Your PRs Like APIs: The Prompt That Makes It Happen
Aug 05, 2025

Treat Your PRs Like APIs: The Prompt That Makes It Happen

Ship safer and faster by automating your PR descriptions

Hou C.
Hou C.
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How to Write Prompts That Generate Reusable, Maintainable Code
Aug 04, 2025

How to Write Prompts That Generate Reusable, Maintainable Code

Most developers prompt for code. The better ones prompt for structure.

Hou C.
Hou C.
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From Unclear Ticket to Aligned Spec: A Before/After Walkthrough
Aug 03, 2025

From Unclear Ticket to Aligned Spec: A Before/After Walkthrough

Instead of jumping into implementation, start complex features with a clarification prompt—when it's worth the time.

Hou C.
Hou C.
workflow-upgradeworkflow-upgrade
+2+2
Start Here: The AI-Native Engineering Canon
Aug 02, 2025

Start Here: The AI-Native Engineering Canon

A working library of systems, workflows, and artifacts for developers building with LLMs.

Hou C.
Hou C.
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Build Systems, Not Just Code: The Prompt-to-Production Playbook for AI-Native Devs
Jun 10, 2025

Build Systems, Not Just Code: The Prompt-to-Production Playbook for AI-Native Devs

Build smarter, not just faster: A practical system for AI-native software development.

Hou C.
Hou C.
prompt-to-productionprompt-to-production
+1+1
From Prompt to Production: A Developer Workflow for Building with AI
Jun 08, 2025

From Prompt to Production: A Developer Workflow for Building with AI

Stop using AI for one-off tasks. Start using it to ship production code.

Hou C.
Hou C.
AI-Native Engineering, From First Prompt to Production-Grade Systems

Prompt/Deploy

AI-Native Engineering, From First Prompt to Production-Grade Systems

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