Archived Benchmark Note — AI-Assisted CAD Assembly

Three AI-assisted CAD runs attempted an approximately 100-component reference assembly under a company-authored benchmark. Outputs were incomplete and not build-ready; no physical machine was built.
Archived Commentary — The Bitter Lesson
Archived company commentary on computational materials methods; historical comparisons, quantitative timelines, and current-capability statements were not reverified.
Performance-Based Specifications in Architecture: A Complete Guide for Design Professionals
Dated article retained for historical reference. Product, technical, and performance statements require current source review, independent validation, and appropriate professional judgment.
FusionClaw: an honest look at AI-assisted CAD

Dated article retained for historical reference. Product, technical, and performance statements require current source review, independent validation, and appropriate professional judgment.
Archived Concept Note — We Print Shells
Archived concept note about printed shell-and-cavity design; product, thermal, environmental, adoption, and field-readiness claims were not reverified.
Will AI-generated CAD outrun V&V?
Dated article retained for historical reference. Product, technical, and performance statements require current source review, independent validation, and appropriate professional judgment.
Archived PAAS Project Note (2025)
Historical company-authored note about a parametric acoustic-surface concept; competition, performance, and product-readiness claims were not independently reverified.
Founder Nick Sonnentag on 3DPOD and 3Degrees Discussions
Dated article retained for historical reference. Product, technical, and performance statements require current source review, independent validation, and appropriate professional judgment.
M3-CRETE in the Press — Coverage Roundup
Dated article retained for historical reference. Product, technical, and performance statements require current source review, independent validation, and appropriate professional judgment.
Why the Loop Matters: Process Variables Are Not Noise
Company-authored analysis of pooled RILEM TC 304 inter-laboratory data. Material, equipment, process, environment, and test context should be retained together; cross-laboratory interpretation remains limited.
