How Does R&D Open the Prototype Gate to the Whole Organization?
Org-wide AI adoption isn't a tooling problem; it's an enablement problem. How R&D welcomes everyone to prototype while still owning production.
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Org-wide AI adoption isn't a tooling problem; it's an enablement problem. How R&D welcomes everyone to prototype while still owning production.
Artemis II astronauts came back changed. Emergent AI capabilities also cross thresholds that surprise insiders. Does the parallel hold, or break on embodiment?
AI PRs have 1.7x more issues than human code, but the real risk isn't quality. It's skipping the production experience that builds engineering judgment.
Elite teams deploy 182x more often — not because they code faster, but because they learn faster. How Conway's law and AI tools reshape engineering velocity.