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Agentic Content Platforms for Technical EducationAgentic Content Platforms for Technical Education
The Multi-Agent Course Artifact Pipeline

The Multi-Agent Course Artifact Pipeline

Design a six-agent content pipeline that mirrors curriculum team roles, with explicit tool constraints, shared state contracts, and isolated evaluation for each stage.

Hou C.
Hou C.
Agentic Content Platforms for Technical EducationAgentic Content Platforms for Technical Education
Evaluation-First Agent Architecture for Learning Outcomes

Evaluation-First Agent Architecture for Learning Outcomes

A practical architecture for LLM evaluation systems with calibrated judges, threshold-based routing, and dimension-specific HITL.

Hou C.
Hou C.
Agentic Content Platforms for Technical EducationAgentic Content Platforms for Technical Education
Why Content Generation Is the Wrong Goal for Technical Education

Why Content Generation Is the Wrong Goal for Technical Education

Agentic content systems for technical education should measure learning outcomes—and that requires designing evaluation before content.

Hou C.
Hou C.
Mental Models for Production AIMental Models for Production AI
A Mental Model for Production AI

A Mental Model for Production AI

A four-layer framework for thinking about AI features in production.

Hou C.
Hou C.
prompt-to-productionprompt-to-production
Notes on AI-Integrated Development: Context Hoarding, Tool Thrashing, and 6 Other AI Coding Mistakes I Make Weekly

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

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

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.
workflow-upgradeworkflow-upgrade
The Tech Lead's Playbook for Perfect PM Handoffs using AI

The Tech Lead's Playbook for Perfect PM Handoffs using AI

From brainstorm chaos to AI-PM clarity

Hou C.
Hou C.
workflow-upgradeworkflow-upgrade
From Blank Specs to Prompt-Generated Requirements

From Blank Specs to Prompt-Generated Requirements

Half-written specs don't scale—they just defer friction.

Hou C.
Hou C.
prompt-to-productionprompt-to-production
Treat Your PRs Like APIs: The Prompt That Makes It Happen

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

Ship safer and faster by automating your PR descriptions

Hou C.
Hou C.
prompt-to-productionprompt-to-production
How to Write Prompts That Generate Reusable, Maintainable Code

How to Write Prompts That Generate Reusable, Maintainable Code

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

Hou C.
Hou C.
prompt-to-productionprompt-to-production
From Unclear Ticket to Aligned Spec: A Before/After Walkthrough

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.
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