Intelligence

What I'm watching in AI×GTM

I review 50+ articles a day through the STEEPWORKS intelligence pipeline. The ones worth your time end up here — with my notes on why they matter and what patterns I'm seeing.

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Latest curated picks

Personal Productivity & AI-Augmented Workr/artificial

i've started asking AI to argue against me before i ask it to help me, and it changed everything

  • AI models exhibit confirmation bias by mirroring user framing - asking 'is this good?' invites agreement rather than analysis
  • Leading with 'give me the strongest case this is a bad idea' forces the model to engage weak points first, producing more balanced outputs
  • Cross-model comparison after adversarial prompting reveals where different models land differently, providing additional signal
ai-writing-workflowspkm-workflowssecond-brain
Human-AI Intersectionr/artificialVictor's pick

AI made me more productive, but somehow more tired

we've covered AI brain fog and mental capacity loops and this is another take on that

  • AI productivity tools create a paradox: 10x speed improvement leads to 5x more work, not more rest - the baseline for 'normal output' has shifted upward
  • Psychological cost of AI adoption is emerging as hidden factor - technical ease doesn't equal mental ease when expectations scale with capability
  • Contrarian signal: Early adopter fatigue appearing in AI productivity discourse - 'sometimes I miss when I didn't know I could move this fast' represents potential backlash narrative
ai-productivity-paradoxai-writing-workflowsautomation-stacks
AI DevelopmentSemafor

Research pulls back curtain on Claude

  • AI models have become commoditized - the real differentiation is in the orchestration layer (security, access control, UX, operational infrastructure)
  • Research shows only 1.6% of Claude Code is actual AI logic - 98.4% is traditional software engineering handling the operational complexity
  • Consumer-grade AI products require vastly more complex infrastructure than current B2B/developer tools - the productization gap is the real barrier to mass adoption
ai-infrastructure-shiftorchestration-layerproductization-challenges
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