FIELD NOTES

Writing on AI-native development.

The practices, the failures, the governance — for the leaders building software with AI.

FEATURED
AI-NATIVE DEVELOPMENT

The AI Engineering Maturity Model: 5 Levels

The AI engineering maturity model maps five levels, from The Ad-Hoc Org to The AI-Native Org. See what each archetype looks like and place your org honestly.

Luis Gonçalves
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FIELD NOTES
AI-NATIVE
AI-NATIVE DEVELOPMENT
ALL POSTS
// 05 ARTICLES
// AI GOVERNANCE
AI.
CRAFT METHOD
AI GOVERNANCE

AI Governance for Engineering: Policy vs Method

Luis GonçalvesREAD →
// AI COMPLIANCE
AI.
CRAFT METHOD
AI COMPLIANCE

EU AI Act for Engineering Teams: 2026 Checklist

Luis GonçalvesREAD →
// AI CODE SECURITY
AI.
CRAFT METHOD
AI CODE SECURITY

Why 45% of AI-Generated Code Fails Security Tests

Luis GonçalvesREAD →
// AI-NATIVE DEVELOPMENT
AI-NATIVE.
CRAFT METHOD
AI-NATIVE DEVELOPMENT

What Is AI-Native Development? The CRAFT Method

Luis GonçalvesREAD →

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