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👉 Many tech teams are re-evaluating their release approach: is it better to supplement existing processes with AI helpers, or to re-engineer workflows using fully AI-native systems? Recent interviews with product leaders point to a clear split: AI-assisted teams often speed up standard tasks but may still run into deployment bottlenecks. Those who’ve gone the route of AI-native workflows are reporting shorter release cycles, higher first-attempt success, and more time for rapid feedback. 💭 How does this play out in your environment? Are you seeing gradual gains or a step change in launch velocity? #InnovationVelocity #AINative #AIAssisted #DevTeams #ReleaseSuccess #Benchmarking #Velx

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