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- 14 min · Text
When the constraint becomes the architecture
Memory scarcity is starting to influence system design · AI-generated hardware validation plans are becoming credible · Use scheduled agents as an engineering preprocessing shift
- 8 min · Text
A safer pattern for practical AI automation
Build AI workflows around verifiable outputs · Keep test limits and pass/fail decisions deterministic · Use small evaluation sets before trusting automation