Are AI tools making engineers worse—or just exposing who’s coasting?
Robert Welch (Chief Innovation Officer at APM Help) shares how his team ships zero-to-one products fast without letting AI erode core skills. We get into the guardrails that keep quality high (tests, CI/CD, enterprise privacy/no data retention), the difference between designing systems vs pasting code, and why AI should augment—not replace—judgment.
Plus: protecting yourself from scams, humanoid robots in property ops, and whether AI music can ever rival human craft.
 
Key topics


AI’s trade-off: speed vs. skill erosion


Guardrails that keep quality: tests, CI/CD, code review, metrics


Security & compliance in AI dev


 
Takeaways


Augment, don’t abdicate: think first, code second


Preserve craft: write tests, run reviews


Measure quality, not just speed: defects, rollbacks, coverage


Protect data and yourself: approved tooling, least-privilege, verify suspicious requests


 
Links


APM Help
Follow Robert


 
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