The Future Of Less Work

What Humans Are Still Needed For When AI Is Used with Tim Sanders

Jan 27, 2026
Tim Sanders, Chief Innovation Officer at G2 and Harvard digital fellow, explores how AI agents shift work from repetitive tasks to human judgment. He discusses jobs-as-tasks-and-judgment, augmentation versus substitution, the move from productivity to velocity, trust and adoption hurdles, new roles like agent designers, and how workflow design determines whether AI speeds or stalls organizations.
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INSIGHT

Jobs Split Into Tasks And Judgment

  • Jobs are best seen as bundles of repetitive tasks plus strategic judgment, and agents will take over many low-cognitive tasks.
  • Humans will focus more on taste, judgment, and strategic advice that agents can't replicate soon.
ANECDOTE

ATMs Changed Tellers' Value

  • Tim Sanders compares ATMs replacing cash-counting to agents replacing repetitive tasks.
  • Tellers shifted to advisory roles and became more valuable after automation.
INSIGHT

Measure Velocity Over Productivity

  • Velocity, not individual productivity, should measure AI success because agents remove Parkinson's-law leakage.
  • Agents deliver predictable, continuous throughput that decouples growth from headcount.
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