QuietWire Author

Ashraf Al Hajj

Builds software, cybersecurity systems, and multi-agent AI architectures, with a focus on governed autonomy, persistent context, testing, and human accountability.

CTO and Co-founder, QuietWire

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Field note · LinkedIn

AI Autonomy in Software Development: A Multi-Agent Approach

Explains Ashraf's Canon-orchestrated multi-agent development approach and the principle that AI autonomy requires specifications, coordination, persistent context, validation, and human accountability.

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