Chapter 1 of 8 · 4 practices · 4 min · 4-question quiz
Read the evidence, not the headlines
Start from what published surveys and studies actually found about AI use, trust, productivity and jobs.
Start: Accept that AI tools are now a normal part of the job4 practices in this chapter
- 1Accept that AI tools are now a normal part of the jobSeveral large, independent surveys agree that AI use among developers is now the norm rather than the exception: The practical meaning: knowing how to work well with AI tools is now part of the…
- 2Notice that developers trust AI output only when they can check itUsage is high, but trust is conditional: Stack Overflow 2026: 48% of respondents trust AI only for low-risk, easily verifiable tasks; DORA 2025: 24% report a great deal or a lot of trust in AI, while…
- 3Measure your own productivity instead of trusting how fast you feelFeeling faster and being faster are different. In METR's randomised study published in July 2025, 16 experienced open-source developers worked on 246 real issues from their own projects, with and…
- 4Understand the shift in early-career hiring and plan around itThe clearest labour market signal so far concerns people starting out. Stanford Digital Economy Lab's "Canaries in the Coal Mine?" paper uses payroll data on millions of US workers. Its August 2026…
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