Engineering notes

These documents preserve durable public design reasoning and technical boundaries. They remain searchable but are intentionally kept outside the primary user journey. Exact priorities, dates, release gates, risks, benchmark tactics, and commercial plans are maintained in the private engineering record rather than mirrored here.

Architecture and product audits

• Architecture review
• FEM foundation audit
• Engineering feedback decisions
• CTO product audit

Longer-term directions

• AIR architecture
• AI-native campaigns and learning
• Digital-twin direction
• Tutorial design
• Documentation-site architecture

Engineering notes explain why decisions were made. User guides and release assets remain the authoritative surface for supported workflows.