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Research ReportImplementationDecision FrameworkBurnout

Navigating AI's Frontiers

15–40% gains, 95% pilot failures, Adaptive Barbell model, 3D Decision Framework, and HRV-monitored burnout.

AI implementation yields 15-40% productivity gains but 95% of pilots fail. The Adaptive Barbell model combines specialized AI tools with human oversight. The 3D Decision Framework delivers +35% uplifts for high-maturity organizations by integrating technical, human, and organizational factors. Heart Rate Variability (HRV) monitoring provides objective burnout assessment, enabling proactive cognitive fatigue management in AI-augmented work environments.

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Practice prompt

Re-write your Navigating AI's Frontiers prompt with explicit success criteria and critique instructions.

Try this now

Run the Analyzer pack twice (manual vs. AI) and compare the Overestimation Δ.

Common pitfall

Skipping reviewer verification time hides the real cost of rework and hallucinations.

Key takeaways

  • Run a manual vs. AI comparison to see actual lift.
  • Capture Overestimation Index and micro-TLX together.
  • Document what “good” looks like so teams can replicate it.

See it in action

Drop this into a measured run—demo it, then tie it back to your methodology.

Next Steps

Ready to measure your AI impact? Start with a quick demo to see your Overestimation Δ and cognitive load metrics.

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