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Opinions & Industry Perspectives

Manufacturing and design evolve through cycles of innovation and refinement. Our decades in product development, spanning multiple technology shifts, provide context for examining current industry trends. These insights emerge from direct involvement in reshoring initiatives, automated manufacturing implementation, and evolving design methodologies.

We engage with language models as analytical tools, using their broad knowledge base to challenge our assumptions and explore alternative viewpoints. This approach combines experiential knowledge with systematic analysis, testing industry assumptions against both historical patterns and emerging data. The AI serves as a discussion tool rather than an authority, helping expand the scope of analysis while keeping human expertise central.

Our analysis draws from concrete project outcomes and documented process evolution. When examining topics like reshoring economics or AI implementation in design workflows, we connect historical patterns to current challenges. This approach moves beyond theoretical frameworks to examine practical implications, supported by specific case studies and measured outcomes.

LLM Details

The LLM engagement approach needs careful framing:

  • Use AI to pose counterarguments and explore edge cases
  • Extract relevant case studies and data points for analysis
  • Test assumptions against broad knowledge bases
  • Maintain human expertise as the source of conclusions
  • Use AI to expand discussion scope while keeping human experience central

For industry dialogue contribution:

Connect historical patterns to current industry challenges

Draw from 20+ years of manufacturing experience

Reference specific projects that demonstrated key insights

Cite concrete outcomes from reshoring decisions

Document evolution of design processes through multiple technology shifts

Each piece aims to advance industry dialogue through critical examination, grounded in hands-on experience with manufacturing processes, design workflows, and technology integration. Our goal is sharing practical insights that contribute to industry advancement, focused on real-world implementation rather than speculative trends.

Like to engage in the discussion? We are on LinkedIn under Stratospheric Industries, each of the posts below should have its own thread.